With the emergence of short video and the development of mobile internet, short video software, such as TikTok and Kwai, has emerged. Based on the semantic understanding technology of teaching short... Show More

With the emergence of short video and the development of mobile internet, short video software, such as TikTok and Kwai, has emerged. Based on the semantic understanding technology of teaching short videos, a teaching management platform was built to push healthy and positive short video for students' content in a targeted way. Taking the 21st grade students majoring in Chinese in Guizhou Normal University as an example, the authors discusses the effect of teaching management platform on college students. In this process, the following conclusions are drawn: (1) Among college students, the viewing rate of short videos has exceeded 95%, and short videos have become an indispensable entertainment for most college students. (2) Through short video semantic understanding technology and short video screening program, excellent short video can be effectively pushed to students. (3) The actual effect shows that the short video teaching management platform can effectively improve the values of the cultural level of students.

This paper proposes an online learning platform learner DM method based on the improved fuzzy C clustering (FCM) algorithm, constructs a learner feature database, and combines clustering analysis... Show More

This paper proposes an online learning platform learner DM method based on the improved fuzzy C clustering (FCM) algorithm, constructs a learner feature database, and combines clustering analysis and SPSS statistical methods to statistically summarize the big data of law, thus improving the deficiencies of static and absolute classification of students in the student model. In the experiment paper, the improved algorithm is implemented and the experimental data is analyzed. The results show that the learner behavior feature extraction model in this paper has fewer errors and higher recall rate. Compared with the traditional CF algorithm, the error rate is reduced by 19.64% and the recall rate is increased by 22.85%. This study provides better targeted teaching programs and case resources for legal case teaching and promotes the innovation of legal case teaching mode.

With its immersive, interactive, and creative capabilities, virtual reality (VR) has been widely used in educational settings to provide students with challenging real-world experiences. As a... Show More

With its immersive, interactive, and creative capabilities, virtual reality (VR) has been widely used in educational settings to provide students with challenging real-world experiences. As a result, interest in its effectiveness has grown. The goal of this meta-analysis is to examine how VR technology affects students' motivation to study. A comprehensive analysis of the literature up to December 2022 revealed 15 randomized controlled trials or quasi-experimental studies. These studies were also coded to examine the moderating effects of their features, such as types of learner engagement, learner stages, learning domains, types of VR technology, and the moderating effect of knowledge types. The results indicate a large effect of VR on student engagement in learning (g=0.85). Furthermore, the findings of the moderator analysis demonstrate that VR has a more significant impact on cognitive engagement, higher education learners, immersive VR experiences, the field of art education, and procedural knowledge learning.

Modern e-learning system is a representative service form in innovative service industry. This paper designs a personalized service domain system, optimizes various parameters and can be applied to... Show More

Modern e-learning system is a representative service form in innovative service industry. This paper designs a personalized service domain system, optimizes various parameters and can be applied to different education quality evaluation, and proposes a decision tree recommendation algorithm. Information gain is carried out through many existing principles of improved decision tree algorithm, and the information gain of the algorithm determines the inheritance of information. The process of modern e-learning system is based on personalized teaching and humanized intelligent interaction. This paper theoretically analyzes the improvement performance of the existing e-learning system in teaching quality evaluation and shows a good classification effect. This model provides reference materials for the expansion of education and teaching and provides a feasible practical model for personalized teaching in online schools. The authors provide good educational conditions and environment for students and cultivate all-around talents for the society.

With the development of internet technology, big data has been used to evaluate the singing and pronunciation quality of vocal students. However, current methods have several problems such as poor... Show More

With the development of internet technology, big data has been used to evaluate the singing and pronunciation quality of vocal students. However, current methods have several problems such as poor information fusion efficiency, low algorithm robustness, and low recognition accuracy under low signal-to-noise ratio. To address these issues, this article proposes a new method for evaluating sound quality based on one-dimensional convolutional neural networks. It uses sound preprocessing, BP neural networks, wavelet neural networks, and one-dimensional CNNs to improve pronunciation quality. The proposed 1D CNN network is more suitable for one-dimensional sound signals and can effectively solve problems such as feature information fusion, pitch period detection, and network construction. It can evaluate singing art sound quality with minimum errors, good robustness, and strong portability. This method can be used for the evaluation and diagnosis of voice diseases, helping to improve students' professional abilities.

In recent years, with the economic development of various countries, education has also made great leaps, and piano teaching has been popularized and promoted in various universities. Pianos are... Show More

In recent years, with the economic development of various countries, education has also made great leaps, and piano teaching has been popularized and promoted in various universities. Pianos are also put into use in universities through normal channels. According to the survey, there are certain drawbacks in the teaching process of piano, which hinder the teaching effect to a great extent. In order to better adapt to the interactive teaching mode, this paper takes the flipped classroom in piano teaching as an example to conduct a systematic study based on the method of artificial intelligence. This paper introduces three typical artificial intelligence technologies and analyzes the three evaluative indicators corresponding to the effect of piano interactive teaching. The analysis results show that the prediction effect based on fuzzy neural inference system is the best. In addition, the three-dimensional display of the prediction data shows that the prediction effect obtained by artificial intelligence shows a strong consistency with the actual evaluation effect.

The internet, which is constantly advancing in technology, together with the rapidly changing internet communication technology terminals, has formed a new internet media, which has penetrated into... Show More

The internet, which is constantly advancing in technology, together with the rapidly changing internet communication technology terminals, has formed a new internet media, which has penetrated into all fields of human material life and spiritual life. This article proposes a design scheme for optimizing the impact of internet environment health on college pupils' ideological and moral education and the promotion path. It summarizes the influencing factors of contemporary college pupils' ideological and moral education through cluster analysis, optimizes the factors using Apriori arithmetic in data mining, and realizes the promotion of the path to solve problems. Finally, it carries out simulation testing and analysis. In order to promote the effective development of college pupils' ideological and political education, we should strengthen the internet management, purify the internet environment, strengthen the construction of “red websites,” and enhance their attractiveness.

In order to deeply analyze and evaluate the changes in the comprehensive quality of college students' sports dance, the overall idea of systematically evaluating the changes in the comprehensive... Show More

In order to deeply analyze and evaluate the changes in the comprehensive quality of college students' sports dance, the overall idea of systematically evaluating the changes in the comprehensive quality of college students' sports dance was established. Firstly, this article uses the triangular fuzzy number method to measure the evaluation information of the evaluator's dance curriculum plan according to the evaluation indicators. Then, evaluation information from different groups and analytic hierarchy process (AHP) are used to determine the weight of each evaluation index. Finally, this article constructs a website system based on Python's Django framework. In the final system test and questionnaire survey, it was found that users were relatively satisfied with the accuracy of their evaluations and believed that the accurate performance of in-depth learning data analysis would help them save more time and effort in course selection.

To promote the construction of public physical education online courses in colleges and universities and the evaluation of the effectiveness of course teaching, this article combines 3D... Show More

To promote the construction of public physical education online courses in colleges and universities and the evaluation of the effectiveness of course teaching, this article combines 3D reconstruction techniques in computer vision to construct a set of human body shape reconstruction models and apply them to physical training exercises and teaching effectiveness assessment tasks. Specifically, first, the joint point location information of the human body in the input image is extracted using the human skeleton analysis algorithm, and modeling the foreground and background pose information of the target region using the Pix2Pix image transformation algorithm; second, multi-scale features such as nodal location features, foreground and background features, high-resolution detail features, and low-resolution global features are fused and the extracted multi-scale features are also decoded with the help of pixel-aligned implicit functions to generate a 3D model of the human body representing the human form.

Landscape design is a measure of the development of urbanization process and the improvement of people's happiness index. The process of urbanization will involve landscape design. The study and... Show More

Landscape design is a measure of the development of urbanization process and the improvement of people's happiness index. The process of urbanization will involve landscape design. The study and teaching of landscape design is the core teaching method of landscape design research. However, with the diversified development of landscape design schemes and the characteristics of landscape 3D schemes, traditional landscape teaching schemes can no longer meet the needs of students and teaching, which also limits the effect of students' understanding and learning of landscape design schemes. Digital technology has been widely used in the field of landscape design, and has shown good results. This research uses the artificial intelligence method of digital technology to study the relevant factors in the teaching task of landscape design. This article mainly discusses three characteristics of students' design preference, landscape layout, and landscape pattern in landscape design teaching, which are also important factors affecting landscape design.

This study addresses the problems in traditional English literature teaching methods for Chinese English majors, proposing a new teaching approach based on smart education concepts to enhance... Show More

This study addresses the problems in traditional English literature teaching methods for Chinese English majors, proposing a new teaching approach based on smart education concepts to enhance learning effectiveness. An evaluation of a semester-long reform in teaching methods is conducted using a quantitative methodology. The findings reveal significant differences in learning outcomes between the experimental and control classes, suggesting the new model's positive influence on student academic performances. Machine learning algorithms are also used to analyze student classroom behavior, indicating a significant increase in active engagement. In conclusion, students' learning outcomes, as well as engagement, can be substantially improved by integrating smart education techniques into English literature instruction.

This study reports on a collaborative research project initiated in 2022 by the authors based in Hong Kong and the Philippines. The overarching goal is to review and assess the impact that the... Show More

This study reports on a collaborative research project initiated in 2022 by the authors based in Hong Kong and the Philippines. The overarching goal is to review and assess the impact that the prolonged use of technology for teaching has had on K–12 teachers. Through a narrative inquiry, the study seeks to encapsulate teachers' online teaching experiences: its efficacy, challenges, impacts on teaching, and other relevant issues. These narratives are compared against the backdrop of access to technology in Hong Kong and in the Philippines, as there are immense differences in IT infrastructure. It was found that technological advancement and preparedness did not guarantee smooth delivery of online teaching. In contrast, teachers' own personal circumstances, workload, stress, and mental wellbeing tend to have a much greater impact on themselves and their work.

How to develop a teaching management system to improve the teaching efficiency of art courses has become an important challenge at present. This article takes university art teaching courses as the... Show More

How to develop a teaching management system to improve the teaching efficiency of art courses has become an important challenge at present. This article takes university art teaching courses as the research object, uses dynamic L-M algorithm to optimize a large number of parameters, proposes an improved neural networks evaluation model, comprehensively analyzes the main influencing factors of art course teaching effectiveness, and establishes a teaching efficiency index evaluation system. The research results indicate that equating the number of hidden layer nodes to the number of samples can improve the performance of neural networks. The improved L-M algorithm was used to train the neural networks, and the maximum error of all test samples was only 0.04, verifying the feasibility and rationality of the improved neural networks model for evaluating course teaching effectiveness. The research results provide theoretical data support for neural networks to improve the efficiency of university art education.

This article discusses the ecological environment moral education of college students based on deep learning. This article first points out the concept of deep learning and the relationship between... Show More

This article discusses the ecological environment moral education of college students based on deep learning. This article first points out the concept of deep learning and the relationship between ecological civilization and college students' ecological environment morality. Then, it expounds the latest concepts and achievements of ecological civilization in China, analyzes the deficiencies and reasons of current college students' ecological moral education, and clearly points out the significance of strengthening college students' ecological moral education based on in-depth learning. This article focuses on the main contents and principles of setting suggestions of the ecological environment moral education for college students. Finally, it gives the countermeasures for the ecological environment moral education of college students based on deep learning. It focuses on the theoretical realization of college students' ecological environmental moral education from the perspective of deep learning, aiming at promoting the construction of ecological civilization.

The application of computer technology has revolutionized and promoted the traditional mode of piano teaching. Nowadays, many companies and institutions have begun to apply computer technology to... Show More

The application of computer technology has revolutionized and promoted the traditional mode of piano teaching. Nowadays, many companies and institutions have begun to apply computer technology to online piano teaching. This paper analyzes the difficulties faced by students in piano teaching and the development of piano assistant practice and summarizes the demands of parents, teachers, students, and principals for online piano teaching system. Based on this, this paper designs and implements an online piano teaching system without special hardware. This system improves the existing maximum logarithm MPa algorithm and improves the detection performance while keeping the complexity low. Combined with the special structure of parallel projection, a generalized automaton model of hybrid system is proposed, and five elements are used to describe the continuous and discrete behaviors in the hybrid subsystem. It not only keeps the advantage of low complexity of the original Max log MPa algorithm, but also obtains better detection performance.

This paper mainly discusses the application of blending learning in animation teaching. Blending learning is a combination of traditional teaching mode and online teaching mode, which can provide... Show More

This paper mainly discusses the application of blending learning in animation teaching. Blending learning is a combination of traditional teaching mode and online teaching mode, which can provide students with more flexible and independent learning methods and improve teachers' teaching quality and teaching effect. This paper analyzes and discusses the current situation of animation major, the present situation and configuration of blending learning, the teaching design of blending learning, the enlightenment, significance, and practical application of blending learning in animation teaching. Universities and teachers should strengthen research and practice in technical equipment and technical support, students' autonomous learning ability and willingness, adaptability and innovation of teaching contents and methods, evaluation and monitoring of teaching quality and teaching effect, so as to promote the application and development of blending learning in animation teaching.

With the development of the information age, the quality of physical education teaching in universities has become an important goal of teaching reform. Improving the quality of physical education... Show More

With the development of the information age, the quality of physical education teaching in universities has become an important goal of teaching reform. Improving the quality of physical education and significantly improving students' physical fitness is one of the development goals of higher education. Therefore, this article proposes an intelligent improvement method by collecting and analyzing college sports data and using the FAHP model for qualitative and quantitative analysis. This model can evaluate the current situation of students' physical education and propose targeted strategies. By verifying the consistency of the model output, effective teaching strategies are identified to achieve the goal of continuously improving the quality of physical education in universities. Teachers' classroom teaching efficiency, teaching resources, and teaching methods must also meet higher requirements. The intelligent improvement method based on the FAHP model proposed in this article provides new ideas and methods for improving the quality of physical education teaching in universities.

With the rapid change of information technology and the continuous development of internet technology, more and more colleges and universities have begun to try the interactive drama teaching mode... Show More

With the rapid change of information technology and the continuous development of internet technology, more and more colleges and universities have begun to try the interactive drama teaching mode based on internet remote technology. In the process of its development, this teaching mode has increasingly reflected its far-reaching educational significance and occupies an important position in the modern education model. It not only enables students to participate in the drama teaching mode under different spatial conditions, but also shares learning resources in a wider range, so that students can better and faster integrate into learning, greatly reducing the impact caused by time or space constraints. Therefore, this paper aims to study the development needs of internet remote technology and the drama teaching mode of Chinese colleges and universities, as well as the development needs of interactive drama teaching.

Based on information technology to promote the upgrading of various industries, the core of Industry 4.0, the current internet big data has gradually become a hot spot of social development, and a... Show More

Based on information technology to promote the upgrading of various industries, the core of Industry 4.0, the current internet big data has gradually become a hot spot of social development, and a huge amount of data gushes out. Music is the education of beauty, and it is a key to inspire people to be true and good. China has been a land of culture and music since ancient times, and has a very high position in the history of world music. Combining advanced information technology with traditional music education to promote the development of national music education is of great significance to quality education. Based on the high-speed development of the era of big data, this article studies the specific application of big data technology in college music education, helps college students to cultivate open thinking and improve their independent music learning ability through online teaching platform, and formulates different teaching plans according to students' music learning data.

The purpose of this article is to explore the guidance of college students' mental health and the construction of social environment based on ideological education, so as to improve the level of... Show More

The purpose of this article is to explore the guidance of college students' mental health and the construction of social environment based on ideological education, so as to improve the level of college students' mental health. Firstly, the universality, types, and causes of college students' mental health problems are analyzed, and the seriousness and urgency of college students' mental health problems are pointed out. Then, it analyzes the influence of social environment on college students' mental health and points out the importance and influencing factors of social environment on college students' mental health. Finally, it puts forward the measures of mental health guidance and social environment construction for college students based on ideological education, including establishing mental health service mechanism, strengthening social environment construction, and promoting the publicity of college students' mental health knowledge.

Multimedia information fusion technology is currently a popular technology for data processing. The advanced productivity it brings is dozens of times that of traditional data information... Show More

Multimedia information fusion technology is currently a popular technology for data processing. The advanced productivity it brings is dozens of times that of traditional data information processing. The collected and processed information is not only efficient and accurate, but also has strong scalability. With the continuous development of college education in China, the problem of the construction of intelligent library in colleges and universities has gradually surfaced. The establishment of a university intelligent library is a process of integration and common progress between disciplines. This article starts from the current situation of university libraries, studies and analyzes intelligent libraries at home and abroad, and finally combines the existing multimedia information fusion technology to analyze the theoretical level of information flow as an important idea of the current university intelligent library construction.

In this article, the research of multimedia teaching video content feature extraction is carried out. According to the file structure, data type, and storage mechanism of the teaching video, a... Show More

In this article, the research of multimedia teaching video content feature extraction is carried out. According to the file structure, data type, and storage mechanism of the teaching video, a program is developed to automatically extract the structural features of the teaching video content, and a storage and retrieval database is established. The research results show that the accuracy rate of various videos compiled through genie 8.0 for teaching videos exceeds 94%. The recall rate of various videos exceeds 95%. The accuracy and recall of advertisements have reached 100%. Among the elements of teaching video content features, the number of graphs is the highest, followed by film clips, accounting for 14.18. Image, vivid, and interactive multimedia teaching video technology has greatly improved teaching effectiveness, promoting students to better understand and remember knowledge points. The research results provide theoretical data support for multimedia feature extraction to optimize classroom teaching quality.

This article mainly discusses the integration of smart home technology and interior environment design under the background of the Internet, as well as their application in the field of education.... Show More

This article mainly discusses the integration of smart home technology and interior environment design under the background of the Internet, as well as their application in the field of education. First, the basic concepts of smart home technology and interior environment design are introduced. Then, the opportunities and challenges in their fusion process are analyzed, and the innovation models and future development trends are discussed. Finally, it discusses the opportunities and challenges of the integration of interior environment design education and smart home technology, puts forward relevant innovation models and emphasizes that innovation models also need to be constantly updated and adapted to market demand, and then expounds the future of interior environment design and smart home technology. Integration will be deeper and wider. Therefore, the integration of interior environment design education and smart home technology will be more important and necessary in the future, so as to cultivate design talents with innovative thinking and practical ability.

In the era of information technology, foreign language teachers should not only master the professional knowledge of foreign languages, but also master the theoretical knowledge and application... Show More

In the era of information technology, foreign language teachers should not only master the professional knowledge of foreign languages, but also master the theoretical knowledge and application skills of modern education technology, that is, have certain information literacy. This article studies the strategies to improve the information literacy of foreign language teachers in colleges and universities under the background of artificial intelligence, constructs the evaluation index system of foreign language teachers' information literacy using the analytic hierarchy process (AHP), and establishes a fuzzy evaluation model of foreign language teachers' information literacy based on the index system. The results show that foreign language teachers' information literacy level is above the middle level. The information literacy of teachers with different professional titles and ages is not consistent in the four dimensions of information awareness, information knowledge, information ability and information ethics.

The internet and informatization have brought a great impact on English classrooms in ecologically fragile areas, bringing convenience to the teaching of some colleges and universities, but also... Show More

The internet and informatization have brought a great impact on English classrooms in ecologically fragile areas, bringing convenience to the teaching of some colleges and universities, but also negatively affecting some colleges and universities in ecologically fragile areas that still use traditional lecture-style classroom teaching methods. The entire classroom is an ecological environment, and it is necessary to control the appropriate density (the number of students) and the teaching methods of teachers. How to accurately evaluate whether students in ecologically fragile areas integrate into English classrooms? The authors use the linear regression method in the teaching evaluation model and the density-based outlier detection method to clean the abnormal data. Such independence attributes, a correlation analysis method proposed, which judges dependencies and attributes according to the confidence of the rules, and then combines the correlation coefficients between attributes to determine the feature items with strong correlation.

As the cradle of cultivating talents, universities are facing great opportunities and challenges in their education. Among them, IPE (ideological and political education), as an important foundation... Show More

As the cradle of cultivating talents, universities are facing great opportunities and challenges in their education. Among them, IPE (ideological and political education), as an important foundation for the future growth of university students, is of great significance. This paper discusses the relationship between IPE and psychological fitness education in university teaching. This paper expounds the necessity and feasibility of playing the role of psychological fitness education in IPECU (ideological and political education in colleges and universities). Based on this, this paper gives the strategy of infiltrating psychological fitness education into IPE. This paper combines NN (neural network) method to construct an assessment model of IPE quality. In this paper, MATLAB is used for simulation and comparative analysis. The final experiment shows that the RMSE of this algorithm is 0.512, MAE is 1.089, and the accuracy of the algorithm is 0.958.

This article analyses the significance of ideological and political education for college students in Tibet and proposes a natural language model for an ideological education curriculum to improve... Show More

This article analyses the significance of ideological and political education for college students in Tibet and proposes a natural language model for an ideological education curriculum to improve the accuracy of students' document search. The segmentation results are optimized to enhance literature search accuracy, promoting the development of ideological education in Tibetan universities. By utilizing N-gram language models and enhanced technical modes, key information can be quickly obtained, developing students' interest in ideological education. The construction of a corpus is deemed crucial for expedited access to ideological education documents. The study suggests that combining information technology with ideological education can create new opportunities for innovation and reform in the field.

This article uses scientific methods and means to evaluate the value, elements, and processes of physical education, consistent with preset evaluation indicators through sample calculation, and then... Show More

This article uses scientific methods and means to evaluate the value, elements, and processes of physical education, consistent with preset evaluation indicators through sample calculation, and then derives the characteristics of decision-making, the objectivity of indicators, the order, and other characteristics of the process. The authors have analyzed the main problems in current physical-education evaluation and its future reform and development trends under the requirements of quality education.

With the development of information technology and the internet, preschool education needs more innovative thinking and methods to promote its development. However, current preschool education faces... Show More

With the development of information technology and the internet, preschool education needs more innovative thinking and methods to promote its development. However, current preschool education faces many problems, such as limited resources, uneven educational quality, and difficulty in achieving personalized education, which seriously affect children's physical and mental health and social adaptability. Therefore, this paper selects preschool education innovation in the “internet plus” era as the research object. This paper will use literature review and empirical research methods to analyze problems and explain the theoretical basis; put forward teaching, management, service innovation; and at the same time promote educational system reform, optimize resource allocation, strengthen teacher construction, improve teaching quality and other pre-school education innovation strategies in the “internet plus” era. The research results can provide reference and inspiration for innovation in preschool education.

In this article, a dialogue text feature extraction model based on big data and machine learning is constructed, which transforms the high-dimensional space of text features into the low-dimensional... Show More

In this article, a dialogue text feature extraction model based on big data and machine learning is constructed, which transforms the high-dimensional space of text features into the low-dimensional space that is easy to process, so that the best feature words can be selected to represent the document set. Tests show that in most cases, the classification accuracy of this model is higher than 88%, and the recall rate is higher than 85%, thus achieving the goal of higher classification accuracy with less computation. When extracting the features of dialogue texts, there is no need for preprocessing, just count the data such as lexical composition, sentence length and sentence-to-sentence relationship of the target text, and make linear analysis to obtain key indicators and weights. Based on this, the classification model can achieve good results, thus effectively reducing the workload and computation of text classification.

Considering the shortcomings of large evaluation errors, long time, human, and material resources in the evaluation process of the current college teaching mode to improve the accuracy of the... Show More

Considering the shortcomings of large evaluation errors, long time, human, and material resources in the evaluation process of the current college teaching mode to improve the accuracy of the evaluation of college teaching mode and reduce the cost of the evaluation, this study proposes an evaluation method for college teaching methods based on deep learning algorithms. Firstly, the research status of the evaluation of college teaching mode is analyzed, and the reasons for the poor evaluation results of the current college teaching mode are found; then the existing deep learning algorithm is improved, and the effectiveness and speed of the method are verified by comparing with other models. Then, the evaluation model of college teaching mode is established, and machine learning is performed on the evaluation data of college teaching mode; finally, the evaluation data of college teaching mode is collected, and the application example test of college teaching mode evaluation is performed.

Data mining has been applied to a large extent in various information application fields this year. In this paper, it is applied to the students' physical exercise for partial optimization and... Show More

Data mining has been applied to a large extent in various information application fields this year. In this paper, it is applied to the students' physical exercise for partial optimization and compared with some traditional algorithms for improvement. Different analysis results are obtained under different potential information analysis backgrounds, which improves the accuracy and results of clustering analysis. This study used the physical activity rating scale and the subjective well-being scale to assess the status, subjective well-being level, and interaction mechanism of middle school students in Sichuan Province participating in physical exercise. The physical activity of students is insufficient, and the physical activity of girls is seriously insufficient; the overall level is above average, and the average score of boys in the two dimensions of life satisfaction and emotional balance is higher than that of girls; the relationship between each dimension of physical exercise and life satisfaction and emotional balance is shown.

This study combines link grammar (LG) detector with N-grammar model to analyze and evaluate grammar in compositions. And then the composition level is judged through information entropy. Finally... Show More

This study combines link grammar (LG) detector with N-grammar model to analyze and evaluate grammar in compositions. And then the composition level is judged through information entropy. Finally, the composition score is calculated based on the overall composition level and grammar weight. The experimental results show that the combined weight of recall and accuracy of the proposed method in this study is 89.9%, which is 26.6% higher than LG and 9.7% higher than Grammarly. In the performance test of scoring the entire essay, the proportion of error between the proposed method and manual evaluation is 87.29%, with a lower overall mean square error of only 3.08 and a shorter average running time of only 22.69 seconds. The method proposed in this study has a high accuracy and strong applicability in the evaluation of English compositions for middle school students, providing a new approach for teaching English writing for middle school students.

After nearly 30 years after the reform and opening up the rapid development of economy, China also had a “industrial pollution” and “poverty”, mainly because of the low level of productivity... Show More

After nearly 30 years after the reform and opening up the rapid development of economy, China also had a “industrial pollution” and “poverty”, mainly because of the low level of productivity, population pressure overload caused by environmental degradation, and between population pressure and environmental degradation A vicious cycle, is essentially a syndrome caused by poverty. We've been paying a lot of attention to the former for a long time At present, the environmental awareness education in colleges and universities has made great progress compared with the past. College students basically have certain environmental knowledge and awareness, and have high enthusiasm for environmental protection and environmental protection cause, and pay great attention to it. However, when problems arise or involve their own interests, their environmental awareness and behavior lag significantly. In this paper, system dynamics, neural network model and computer simulation are used to study environmental protection in ecologically fragile areas.

Cultivating diversified and high-quality talents is the mode of cultivating talents in higher quality education. Aiming at the effect of the innovation of dance education system, the authors study... Show More

Cultivating diversified and high-quality talents is the mode of cultivating talents in higher quality education. Aiming at the effect of the innovation of dance education system, the authors study the change of its influence on college students' artistic accomplishment under the new media form. Firstly, it analyzes the research status of the integration of dance education development and new media education in various countries, and improves the shortcomings of traditional dance teaching. Starting from new media technology, the education process is optimized by means of mobile network, intelligent communication, and wireless sensing. Finally, the regression model is used to test the influence of new media means on the artistic accomplishment and employment trend of college dance education students. The results show that dance education in the context of new media can improve students' artistic literacy and help college students achieve the goal of rapid employment.

Since the outbreak of the pandemic in 2019, pandemic prevention and control has gradually become normal, and internet-based massive open online courses (MOOCs) have become widely available. Aiming... Show More

Since the outbreak of the pandemic in 2019, pandemic prevention and control has gradually become normal, and internet-based massive open online courses (MOOCs) have become widely available. Aiming to give an insight into learner engagement, motivation, and learning performance in MOOCs in the post-pandemic time, this study reviewed 52 articles through VOSviewer clustering and preferred reporting items for systematic reviews and meta-analyses (PRISMA) guidelines. It is concluded that learners' engagement in MOOCs is restricted by their own management strategy and psychological factors; in addition, learners in MOOCs are motivated by internal or external factors, thus making different responses; lastly, the study finds that in addition to engagement and motivation, the technical conditions of online learning can also affect learning performance to a large or small extent. It is expected that this study can provide reference for the future study into these aspects in MOOCs, especially in the post-pandemic time.

The training of physical education and training students is an important part of the education of physical education students in my country. The talents trained are an important supporting force to... Show More

The training of physical education and training students is an important part of the education of physical education students in my country. The talents trained are an important supporting force to improve the quality of physical education and sports training and to promote the scientific and effective development of national fitness. The quality level of physical education and training students has a decisive influence on improving the physical quality of the people, promoting the progress of sports science and developing the sports cause. Therefore, on the basis of analyzing the concept of quality, quality structure, and quality evaluation, this paper uses the fuzzy judgment method to judge the physical quality of college students and focuses on the difference between the physical quality after the two-year physical education class and when entering the school in order to improve the physical education class.

This research designed an improved collaborative filtering algorithm to be responsible for music recommendation tasks in the online music teaching platform. This algorithm integrates the user's... Show More

This research designed an improved collaborative filtering algorithm to be responsible for music recommendation tasks in the online music teaching platform. This algorithm integrates the user's social trust into the similarity calculation formula. Then, the algorithm uses behavioral feature data driven by preferences, music tags, and popularity as the basis for recommendation calculation. It adopts user data testing on an online music teaching platform. The results showed that when the number of recommended music was eight, the recommended recall rates of XCF, CTR, TSR, and UB-CF recommendation models reached their maximum, reaching 97.82%, 95.26%, 93.95%, and 88.72%, respectively. The AUC and average computational time of the ROC curves for XCF, CTR, TSR, and UB-CF recommended models are 0.7, 0.68, 0.64, 0.57, and 160ms, 136ms, 114ms, and 88ms, respectively. The experimental data shows that the recommendation accuracy of the music recommendation model designed in this study is significantly higher than that of traditional recommendation models.

The wide application of big data not only provides convenience for the teaching between teachers and students, but also plays a great role in the education and training of college students. However... Show More

The wide application of big data not only provides convenience for the teaching between teachers and students, but also plays a great role in the education and training of college students. However, how to cultivate students' ability to learn English independently in the current era remains to be studied. Under the background of big data, it is very important for today's education to make effective use of this technological advantage to explore scientific and reasonable strategies, stimulate college students' attention to English autonomous learning, and explore the learning process. Investigating the value of specific big data technology is also an important consideration in this study. At the same time, graduate students who are not English majors usually have fewer English courses, and students' English level is also very different. Therefore, we should also pay attention to improving students' oral English ability and pay special attention to the cultivation of students' self-discipline and autonomous learning ability.

The multimedia simulation teaching mode introduces students into virtual scenes for learning. Whether it is enhancing students' interest in learning or enhancing their physical fitness, it is a new... Show More

The multimedia simulation teaching mode introduces students into virtual scenes for learning. Whether it is enhancing students' interest in learning or enhancing their physical fitness, it is a new teaching mode. This article discusses the establishment of a BP neural network model to study the prediction of students' physical fitness and conducts experiments on predicting and evaluating adolescent physical fitness. The results indicate that the BP neural network model better reflects the functional relationship between various indicators of student physical fitness and the total test score, providing a more reasonable mathematical model for evaluating adolescent physical fitness.

Relying on the background of big data, this paper introduces the blended teaching model into the secondary vocational Japanese oral classroom and explores whether the teaching model is conducive to... Show More

Relying on the background of big data, this paper introduces the blended teaching model into the secondary vocational Japanese oral classroom and explores whether the teaching model is conducive to the improvement of the secondary vocational Japanese oral learning effect and teaching effect. In order to make this research more scientific and effective, this paper refers to a large number of literature materials. First, the purpose, content, and methods of this research are clarified; secondly, the relevant literature is sorted out and summarized. The SPOC blended teaching design was carried out, and teaching experiments were carried out accordingly. Finally, the data collected during the experiment were compared and analyzed, and the research results were verified with objective data. Research has shown that the use of a Japanese language teaching system enhances students' learning experience, promotes effective use of time, and improves overall learning outcomes.

In order to promote the growth of contemporary music and the reform of music, this article designs an improved collaborative filtering (CF) algorithm to solve the problem of sparse matrix in... Show More

In order to promote the growth of contemporary music and the reform of music, this article designs an improved collaborative filtering (CF) algorithm to solve the problem of sparse matrix in traditional recommendation algorithms. The data matrix is dimensionally reduced to find the nearest neighbor, so as to realize personalized recommendation of music teaching resources in colleges and universities. The test results show that the accuracy of the proposed teaching resource recommendation algorithm is improved by 22.56% compared with the traditional CF algorithm. The improved CF algorithm can provide more accurate prediction, and the recommendation effect of the improved algorithm is better than the original algorithm, which can effectively avoid the sparse matrix problem faced by the CF algorithm, and provide technical support for the development of contemporary music discipline and the reform of music discipline.

At present, many schools implement teaching quality evaluation systems with student performance and practical activities as the core data of evaluation. Based on the introduction of the training... Show More

At present, many schools implement teaching quality evaluation systems with student performance and practical activities as the core data of evaluation. Based on the introduction of the training objectives and discipline nature of the information management and information system specialty, this paper analyzes the construction principles of the multi-disciplinary curriculum system of the specialty and puts forward relevant countermeasures for the construction of the multi-disciplinary education system. This paper introduces the definition of practical teaching evaluation system and teaching evaluation algorithm. Among them, naive Bayesian algorithm can improve the sample accuracy by 95%, so it is necessary to build an application-oriented undergraduate practice teaching evaluation system.

This article explores the association between emotional intelligence, mental health, and English proficiency among college students. Survey results reveal that the gender ratio of college students... Show More

This article explores the association between emotional intelligence, mental health, and English proficiency among college students. Survey results reveal that the gender ratio of college students is roughly equal, and the number of participants is stable each year. Humanities majors comprise 31% of the total. The authors collected data from nearly 1000 college students, which was analyzed using a matrix model. Results suggest that while there is a weak correlation between emotional intelligence scores and English grades, there is a strong correlation between mental health scores and English grades. The researchers conducted a 3-month psychological intervention experiment on 60 sophomore students. These students showed improvement in both mental health scores and English scores. Additionally, survey results indicate student satisfaction with the testing and psychological intervention. Overall, this study demonstrates that mental health and English proficiency are closely related, and psychological interventions can positively affect language skills.

In order to avoid students' negative learning mood, contemporary teachers are required to abandon the application of spoon-feeding teaching method in English classroom teaching, adopt micro-class... Show More

In order to avoid students' negative learning mood, contemporary teachers are required to abandon the application of spoon-feeding teaching method in English classroom teaching, adopt micro-class teaching method, highlight the teaching characteristics of being close to the people, and create an efficient, short, and special teaching space to meet students' learning needs. In this study, short video description technology is applied to college English teaching, and a generation model of short video natural language description based on Attention mechanism is established. The video feature sequence may be out of sync with the generated word sequence, that is to say, the order of objects and behaviors appearing in the video may be different from their positions before and after the description sentence. In this article, a new generation model of short video natural language description based on attention mechanism is designed.

The application of multimedia technology in college English classroom teaching is suitable for sports and mute with illustrations, excellent audio, and video. The application of multimedia in the... Show More

The application of multimedia technology in college English classroom teaching is suitable for sports and mute with illustrations, excellent audio, and video. The application of multimedia in the field of education has become the focus of the current English education reform, and education has entered the industrial age and the information age. This research aims at teaching practice in order to obtain high-quality educational results. And gradually turn multimedia, a new way, into an effective teaching tool in English education. Based on the research on the demand of information perception for English teaching, this article studies the relationship between constant information perception and English teaching demand from the perspective of multimedia information perception. An evolving model of English teaching needs caused by the change of multimedia information perception due to the input of external resources is established. The study found that when the average consumer perception is low, the revenue of enterprises can be rapidly improved by investing external resources.

Kruskal algorithm, as a minimum spanning tree optimization analysis algorithm, has been well used in the field of industrial production to find the optimal parameters. In this study, an interactive... Show More

Kruskal algorithm, as a minimum spanning tree optimization analysis algorithm, has been well used in the field of industrial production to find the optimal parameters. In this study, an interactive teaching platform based on Kruskal algorithm is built based on the ecological aesthetic education theory. Secondly, based on multiple internet of things systems, through the analysis of the problems existing in traditional classroom teaching, combined with the characteristics of ecological aesthetic education, the interactive platform can automatically generate more efficient teaching courses and related methods. Finally, this study verifies the reliability and stability of the above platform through experiments and practices. The experimental results show that the application of the theory and method of ecological aesthetic education in the interactive teaching platform based on Kruskal algorithm achieves the combination of traditional classroom teaching and ecological aesthetic education and gives full play to the main role of students in the classroom.

In order to explore the maturity of online concerts and the digital content of music resources, this article analyzes the role of artificial intelligence in music education, discusses the... Show More

In order to explore the maturity of online concerts and the digital content of music resources, this article analyzes the role of artificial intelligence in music education, discusses the application of artificial intelligence in music education and the development trend of artificial intelligence in education, and studies the quality of vocal music teaching based on artificial intelligence technology. In this paper, ARM and SA algorithms, as well as internal and external probability algorithms, are combined for research and analysis. Through this study, the authors show that human intelligence skills have a certain impact on vocal music teaching, with an impact rate of 56.42%. It can be seen that artificial intelligence can directly optimize the level of music teachers and promote the improvement of teachers' teaching quality and efficiency. This article improves the effective understanding of artificial intelligence in music education and strengthens the scientific and rational application of artificial intelligence in education.

Due to the growth of China's social economy and culture, the demand for psychology is becoming more and more urgent. Environmental health is the unity of people's behavioral health that constitutes... Show More

Due to the growth of China's social economy and culture, the demand for psychology is becoming more and more urgent. Environmental health is the unity of people's behavioral health that constitutes the environment and environmental conditions that meet people's basic needs. In this paper, the improved a priori algorithm is combined with English-Chinese bilingual classroom of university students' psychology. It is based on the collected data and basic information of university students' psychology, which provides ideas for the construction of English-Chinese bilingual classroom and teaching platform of psychology under the background of environmental health. The consistency test results show that the consistency between the proposed algorithm and the manual processing method can reach over 96.5%, that is, the accuracy of the algorithm is over 96.5%. Compared with the traditional a priori algorithm, the improved a priori algorithm has a higher recognition accuracy, with the accuracy increased by 21.36% and the recall increased by 13.99%.

Mental health education in colleges and universities has made considerable progress, but the existing assessment model still faces challenges in terms of time overhead and rank indicators. In... Show More

Mental health education in colleges and universities has made considerable progress, but the existing assessment model still faces challenges in terms of time overhead and rank indicators. In response, this paper proposes a new psychological education assessment model for colleges and universities, based on multimedia feature extraction techniques. The proposed model utilizes word vectorization with Word2vec and an improved transformer network, incorporating deeply separable convolutions and an LSTM network to establish long-range dependency coding. Experimental results show that the proposed model outperforms traditional feature extraction methods in terms of extraction speed, feature readability, and model efficiency. Furthermore, the study suggests that the use of reinforcement learning can improve the system's ability to capture key concepts and enhance accuracy. The proposed approach has significant implications for improving mental health education in colleges and universities and can be applied to similar professional environments.

This paper mainly studies the cultivation of applied talents of music majors in colleges and universities based on internet remote technology. By analyzing the definition and development of internet... Show More

This paper mainly studies the cultivation of applied talents of music majors in colleges and universities based on internet remote technology. By analyzing the definition and development of internet remote technology and discussing the present situation and challenges of cultivating applied talents of music majors in colleges and universities, this paper puts forward a scheme of applying internet remote technology to cultivating applied talents of music majors in colleges and universities. In practice, this paper designs and constructs the distance teaching mode, optimizes the curriculum and teaching mode, and makes case analysis and evaluation. The results show that internet remote technology has obvious advantages in cultivating applied talents of music majors in colleges and universities, which can improve students' learning and learning satisfaction. Finally, this paper discusses the application prospect of internet remote technology in the cultivation of applied talents of music majors in colleges and universities and puts forward prospects and suggestions.

Aiming at the problem of the evaluation of College Chinese teaching, based on the development of internet of things technology, this paper discusses the teaching rules of internet of things... Show More

Aiming at the problem of the evaluation of College Chinese teaching, based on the development of internet of things technology, this paper discusses the teaching rules of internet of things technology in detail and makes relevant analysis. Then, college students of different grades are selected and applied to the specific evaluation of College Chinese teaching based on internet of things technology. The experimental results show that college students of different grades have different effects on College Chinese teaching based on internet of things technology. In addition, in the process of College Chinese teaching, freshmen and sophomores have a positive evaluation of the effect of Chinese teaching and have a strong interest in Chinese learning while senior students have the worst evaluation and interest in learning. Finally, the paper analyzes the possible problems in the evaluation of College Chinese teaching based on internet of things technology.

With the rapid development of information technology and the popularization of the internet, physical education teaching in colleges and universities is facing more and more opportunities and... Show More

With the rapid development of information technology and the popularization of the internet, physical education teaching in colleges and universities is facing more and more opportunities and challenges. This paper takes the intelligent development of “Internet +” college physical education teaching mode as the theme, introduces the “Internet +” college physical education teaching mode and expounds the intelligent development of “Internet +” college physical education teaching mode, and then looks forward to the intelligent development of college physical education teaching modes future. The research shows that the intelligent development of college physical education teaching mode can give full play to the advantages of Internet technology and intelligent equipment, improve teaching effect and student experience, and promote the innovation and development of college physical education teaching.

The development of the internet has promoted the improvement of media information retrieval technology, which has also been applied to the work management of college students. This paper mainly... Show More

The development of the internet has promoted the improvement of media information retrieval technology, which has also been applied to the work management of college students. This paper mainly adopts media information retrieval technology, studies the function principle of this technology, and establishes a student work management system based on media information retrieval technology. Then, this system is applied to the student management of different grades, and the problems existing in the student work management of each grade are compared and analyzed, and the corresponding improvement measures are put forward. The results indicate that the student work management system can improve the efficiency of student work management among colleges and universities in different grades.

The intervention of modern teaching media in classroom teaching activities has greatly extended the time and space of teaching practice, and new teaching methods, teaching models, and teaching... Show More

The intervention of modern teaching media in classroom teaching activities has greatly extended the time and space of teaching practice, and new teaching methods, teaching models, and teaching designs have emerged one after another. Improving pertinence and effectiveness and cultivating high-quality talents with solid theoretical foundations provide something that many schools and related teachers have been exploring and researching. Multimedia teaching courseware has its excellent advantages and effects. However, when we enjoy the convenience brought by multimedia to basis of the existing teaching behavior analysis technology, it combines research methods such as residual calculation (residual calculation) and support vector machine (SVM), aiming at both teachers and students. It becomes intuitive, visualized, concrete, and contagious, which keeps students' attention, emotion, interest, and other psychological factors in the learning process in a good state.

Intangible cultural heritage is an important part of Chinese excellent traditional culture, and college dance teaching is paid more attention by researchers of physical education and computer... Show More

Intangible cultural heritage is an important part of Chinese excellent traditional culture, and college dance teaching is paid more attention by researchers of physical education and computer technology. In order to help the inheritance and development of non-legacy culture in college dance teaching, this paper analyzes the influencing factors of wireless communication network in college dance teaching, constructs an interactive platform for non-legacy digital dance teaching based on wireless communication network technology, and applies it in the dance teaching process of a university in Henan province to highlight the role of wireless communication technology in dance teaching. The results show that the interactive platform can effectively reduce teachers' physical energy consumption and has certain reliability and practicality. Through artificial intelligence algorithm, the traditional dance teaching method has been changed, and a new exploration of non-legacy dance teaching has been realized.

The update of artificial intelligence (AI) is triggering the innovation of education concepts, education methods, and education means. This paper takes the impact of contemporary visual... Show More

The update of artificial intelligence (AI) is triggering the innovation of education concepts, education methods, and education means. This paper takes the impact of contemporary visual communication design on design methods, design means, and presentation methods brought by AI as the starting point; combines the possibilities brought by the characteristics of AI to the teaching mode; integrates and deepens the development of educating mode; and makes AI play a benefit in the educating of visual correspondence design, so as to transform and upgrade to the intelligent teaching of visual communication design.

Today, the network society has become an integral part of human society, and the network life marked by digitization, informatization and networking has become a new state of existence; a new... Show More

Today, the network society has become an integral part of human society, and the network life marked by digitization, informatization and networking has become a new state of existence; a new society marked by interactivity, virtuality and innovation A mode of operation has been created. A network, in simple terms, is to connect, and can be called a computer network. Such highest degree of social informatization in my country. It is a new idea designed by making full use of computer networks, multimedia technology and modern communication technology and closely combining the cognitive hotspots of contemporary college students. way of political education. In response to the above problems, this article uses deep learning technology to develop an intelligent education system based on detection technology. The system takes identifying whether the standard is met as the main goal, and gives comprehensive evaluation and improvement suggestions for the quality of action completion. It gets rid of the constraints of the venue.

Preschool education belongs to non-compulsory enlightenment education, and it is difficult to measure and analyze the development of preschool education in different regions because of its multiple... Show More

Preschool education belongs to non-compulsory enlightenment education, and it is difficult to measure and analyze the development of preschool education in different regions because of its multiple attributes and diversity of influencing factors. In addition, decision makers will be limited by their own cognition when facing multi-attribute factors and uncertain factors, and there is a big gap between the decision results given and the actual situation. Therefore, this chapter introduces generalized orthogonal fuzzy sets and prospect theory into the measurement model of preschool education development level based on technique for order of preference by similarity to ideal solution (TOPSIS) method to improve the decision accuracy of decision makers. The experimental results show that the model can effectively deal with uncertain information and improve the analysis accuracy, and the results are more in line with the actual situation than other models. At the same time, it can intuitively compare and analyze the development of preschool education in different regions, and provide reliable data support for decision makers.