Sr. no | Author | Year | Name of Paper | Technique Used | Applications |
1. | G. Thippa Reddy, M. Praveen Kumar Reddy, Kuruva Lakshmanna, Rajesh Kaluri, Dharmendra Singh Rajput, Gautam Srivastava, And Thar Baker | 2020 | Analysis of Dimensionality Reduction Techniques on Big Data | Principle component analysis and Linear Discriminant analysis | Cardiotocography dataset |
2. | Sofia Oikonomidi | 2020 | Impact of Big Data Analytics in Industry 4 | SWOT Analysis Technique | Production data, Operational data, Supply chain data etc. |
3. | Ahmed Afif Monrat, Raihan Ul Islam, Mohammad Shahadat Hossain, and Karl Andersson | 2018 | Challenges and Opportunities of Using Big Data for Assessing Flood Risks from Applications of Big Data Analytics Trends, Issues, and Challenges | Rule-based inference methodology using the evidential reasoning(RIMER) | human-generated data (Twitter, web traffic) |
4. | Santosh Ray and Mohammed Saeed. | 2018 | Applications of Educational Data Mining and Learning Analytics Tools in Handling Big Data in Higher Education from Applications of Big Data Analytics Trends, Issues, and Challenges | Educational Data Mining and Learning Analytics | - |
5. | Mohammed Dighriri, Gyu Myoung Lee, and Thar Baker | 2018 | Big Data Environment for Smart Healthcare Applications Over 5G Mobile Network from Applications of Big Data Analytics Trends, Issues, and Challenges | Data Traffic Aggregation Model | 4G and 5G mobile networks data traffic |
6. | Amir Mosavi, Alvaro Lopez, and Annamária R. Varkonyi-Koczy | 2018 | Industrial Applications of Big Data: State of the Art Survey | - | Data generated by vehicles |
7. | Kan Zheng, Zhe Yang, Kuan Zhang, Periklis Chatzimisios, Kan Yang, and Wei Xiang | 2016 | Big Data-Driven Optimization for Mobile Networks toward 5G | Big Data-Driven (BDD) mobile network optimization | - |
8. | Sindhu P Menon, Nagaratna P Hegde | 2015 | A Survey of Tools and Applications in Big Data | - | - |
9. | Saurabh Arora and Inderveer Chana | 2014 | A Survey of Clustering Techniques for Big Data Analysis | DMM stream | Real-time and streaming data |
10. | Chun-Wei Tsai, Bo-Chi Huang, and Ming-Chao Chiang | 2014 | A Novel Spiral Optimization for Clustering | Distributed spiral algorithm | Data mining |
11. | R. Madhuri, M. Ramakrishna Murty, J.V.R. Murthy, P.V.G.D. Prasad Reddy, and Suresh C. Satapathy | 2014 | Cluster Analysis on Different Data Sets Using K-Modes and K-Prototype Algorithms | K-Modes and K-Prototype Algorithms | Numerical data, categorial data and mixed data |
12. | Mahya Ameryan, Mohammad Reza Akbarzadeh Totonchi, Seyyed Javad Seyyed Mahdavi | 2014 | Clustering Based on Cuckoo Optimization Algorithm | Cuckoo search algorithm | Iris dataset, Wine dataset, Cancer dataset, Vowel dataset |
13. | N.N.R. Ranga Suria, M. Narasimha Murty and G. Athithan | 2014 | A ranking-based algorithm for detection of outliers in categorical data | A novel algorithm for mining categorical outliers through ranking | Benchmark datasets |
14. | Younghoon Kim, Kyuseok Shim, Min-Soeng Kim, June Sup Lee | 2013 | DBCURE-MR: An efficient density-based clustering algorithm for large data using MapReduce | An efficient density-based clustering algorithm | Disjoint set data structure |
15. | Qing He, Xin Jin, Changying Du, Fuzhen Zhuang, Zhongzhi Shi | 2012 | Clustering in extreme learning machine feature space | Extreme learning machine | Synthetic control chart time series data set, Libras movement data set, NIST topic detection and tracking corpus, |