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Data Mining

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Data Science and Simulation in Transportation Research
Reference Book
Davy Janssens (Hasselt University, Belgium), Ansar-Ul-Haque Yasar (Hasselt University, Belgium), Luk Knapen (Hasselt University, Belgium)
Copyright © 2014.
Given its effective techniques and theories from various sources and fields, data science is playing a vital role in transportation research and the consequences...
Innovative Document Summarization Techniques: Revolutionizing Knowledge Understanding
Reference Book
Alessandro Fiori (IRCC, Institute for Cancer Research and Treatment, Italy)
Copyright © 2014.
The prevalence of digital documentation presents some pressing concerns for efficient information retrieval in the modern age. Readers want to be able to access...
Biologically-Inspired Techniques for Knowledge Discovery and Data Mining
Reference Book
Shafiq Alam (University of Auckland, New Zealand)
Copyright © 2014.
Biologically-inspired data mining has a wide variety of applications in areas such as data clustering, classification, sequential pattern mining, and information...
Data Mining and Analysis in the Engineering Field
Reference Book
Vishal Bhatnagar (Ambedkar Institute of Advanced Communication Technologies and Research, India)
Copyright © 2014.
Particularly in the fields of software engineering, virtual reality, and computer science, data mining techniques play a critical role in the success of a variety...
Diagnostic Test Approaches to Machine Learning and Commonsense Reasoning Systems
Reference Book
Xenia Naidenova (Military Medical Academy, Russia), Dmitry I. Ignatov (National Research University Higher School of Economics, Russia)
Copyright © 2013.
The consideration of symbolic machine learning algorithms as an entire class will make it possible, in the future, to generate algorithms, with the aid of some...
Developments in Data Extraction, Management, and Analysis
Reference Book
Nhung Do (LaTrobe University, Australia), J. Wenny Rahayu (La Trobe University, Australia), Torab Torabi (La Trobe University, Australia)
Copyright © 2013.
With the improvements of artificial intelligence, processor speeds and database sizes, the rapidly expanding field of data mining continues to provide advancing...
Data Mining: Concepts, Methodologies, Tools, and Applications
Reference Book
Information Resources Management Association (USA)
Copyright © 2013.
Data mining continues to be an emerging interdisciplinary field that offers the ability to extract information from an existing data set and translate that...
Ethical Data Mining Applications for Socio-Economic Development
Reference Book
Hakikur Rahman (University of Minho, Portugal), Isabel Ramos (University of Minho, Portugal)
Copyright © 2013.
Organizations that utilize data mining techniques can amass valuable information on clients’ habits and preferences, behavior patterns, purchase patterns, sales...
Data Mining in Dynamic Social Networks and Fuzzy Systems
Reference Book
Vishal Bhatnagar (Ambedkar Institute of Advanced Communication Technologies and Research, India)
Copyright © 2013.
Many organizations, whether in the public or private sector, have begun to take advantage of the tools and techniques used for data mining. Utilizing data mining...
Pattern Discovery Using Sequence Data Mining: Applications and Studies
Reference Book
Pradeep Kumar (Indian Institute of Management, India), P. Radha Krishna (Infosys Technologies Limited, India), S. Bapi Raju (University of Hyderabad, India)
Copyright © 2012.
Sequential data from Web server logs, online transaction logs, and performance measurements is collected each day. This sequential data is a valuable source of...
XML Data Mining: Models, Methods, and Applications
Reference Book
Andrea Tagarelli (University of Calabria, Italy)
Copyright © 2012.
The widespread use of XML in business and scientific databases has prompted the development of methodologies, techniques, and systems for effectively managing and...
Exploring Advances in Interdisciplinary Data Mining and Analytics: New Trends
Reference Book
David Taniar (Monash University, Australia), Lukman Hakim Iwan (ICT Division of Bekasi Regency, Indonesia)
Copyright © 2012.
Data mining is still a relatively young field, expanding at the rate of technology while advancing tools and techniques for gaining knowledge, finding patterns...
Social Network Mining, Analysis, and Research Trends: Techniques and Applications
Reference Book
I-Hsien Ting (National University of Kaohsiung, Taiwan), Tzung-Pei Hong (National University of Kaohsiung, Taiwan), Leon Shyue-Liang Wang (National University of Kaohsiung, Taiwan)
Copyright © 2012.
Social network analysis dates back to the early 20th century, with initial studies focusing on small group behavior from a sociological perspective. The emergence...
Integrations of Data Warehousing, Data Mining and Database Technologies: Innovative Approaches
Reference Book
David Taniar (Monash University, Australia), Li Chen (LaTrobe University, Australia)
Copyright © 2011.
Over the years, advances in the business world as well as the changing of diverse application contexts, have caused Data Warehousing and Data Mining to become more...
Dynamic and Advanced Data Mining for Progressing Technological Development: Innovations and Systemic Approaches
Reference Book
A B M Shawkat Ali (Central Queensland University, Australia), Yang Xiang (Central Queensland University, Australia)
Copyright © 2010.
Overcoming many challenges, data mining has already established discipline capability in many domains. Dynamic and Advanced Data Mining for Progressing...
Text Mining Techniques for Healthcare Provider Quality Determination: Methods for Rank Comparisons
Reference Book
Patricia Cerrito (University of Louisville, USA)
Copyright © 2010.
The quest for quality in healthcare has led to attempts to develop models to determine which providers have the highest quality in healthcare, with the best...
Strategic Advancements in Utilizing Data Mining and Warehousing Technologies: New Concepts and Developments
Reference Book
David Taniar (Monash University, Australia), Laura Irina Rusu (Latrobe University, Australia)
Copyright © 2010.
Organizations rely on data mining and warehousing technologies to store, integrate, query, and analyze essential data. Strategic Advancements in Utilizing Data...
Intelligent Soft Computation and Evolving Data Mining: Integrating Advanced Technologies
Reference Book
Leon Shyue-Liang Wang (National University of Kaohsiung, Taiwan), Tzung-Pei Hong (National University of Kaohsiung, Taiwan)
Copyright © 2010.
As the applications of data mining, the non-trivial extraction of implicit information in a data set, have expanded in recent years, so has the need for techniques...
Data Mining in Public and Private Sectors: Organizational and Government Applications
Reference Book
Antti Syvajarvi (University of Lapland, Finland), Jari Stenvall (Tampere University, Finland)
Copyright © 2010.
The need for both organizations and government agencies to generate, collect, and utilize data in public and private sector activities is rapidly increasing...
An Efficient Method for Discretizing Continuous Attributes
Journal Article
Kelley M. Engle (University of Maryland Baltimore County, USA), Aryya Gangopadhyay (University of Maryland Baltimore County, USA)
Copyright © 2010.
In this paper the authors present a novel method for finding optimal split points for discretization of continuous attributes. Such a method can be used in many...
Graph-Based Modelling of Concurrent Sequential Patterns
Journal Article
Jing Lu (Southampton Solent University, UK), Weiru Chen (Shenyang Institute of Chemical Technology, China), Malcolm Keech (University of Bedfordshire, UK)
Copyright © 2010.
Structural relation patterns have been introduced recently to extend the search for complex patterns often hidden behind large sequences of data. This has...
User-Centric Similarity and Proximity Measures for Spatial Personalization
Journal Article
Yanwu Yang (Chinese Academy of Sciences, China), Christophe Claramunt (Naval Academy Research Institute, France), Marie-Aude Aufaure (Ecole Centrale Paris, France), Wensheng Zhang (Chinese Academy of Sciences, China)
Copyright © 2010.
Spatial personalization can be defined as a novel way to fulfill user information needs when accessing spatial information services either on the web or in mobile...
Introduction to the Experimental Design in the Data Mining Tool KEEL
Book Chapter
J. Alcalá-Fdez (University of Granada, Spain.), F. Herrera (University of Jaén, Spain.), S. García (University of Oviedo, Spain.), M.J. del Jesus (University Ramon Llull, Spain.), L. Sánchez (University of Huelva, Spain.), E. Bernadó-Mansilla (University of Córdoba, Spain.), A. Peregrín, S. Ventura
Copyright © 2010.
KEEL is a Data Mining software tool to assess the behaviour of evolutionary learning algorithms in particular and soft computing algorithms in general for...
Cat Swarm Optimization Supported Data Mining
Book Chapter
Pei-Wei Tsai (National Kaohsiung University of Applied Sciences, Taiwan), Jeng-Shyang Pan (National Kaohsiung University of Applied Sciences, Taiwan), Bin-Yih Liao (National Kaohsiung University of Applied Sciences, Taiwan), Shu-Chuan Chu (Cheng Shiu University, Taiwan), Mei-Chiao Lai (Diwan University, Taiwan)
Copyright © 2010.
This chapter reviews the basic idea and processes in data mining and some algorithms within the field of evolutionary computing. The authors focus on introducing...
Dynamic Discovery of Fuzzy Functional Dependencies Using Partitions
Book Chapter
Shyue-Liang Wang (National University of Kaohsiung, Taiwan), Ju-Wen Shen (Chunghwa Telecom Co., Ltd., Taiwan), Tuzng-Pei Hong (National University of Kaohsiung, Taiwan)
Copyright © 2010.
Discovery of functional dependencies (FDs) from relational databases has been identified as an important database analysis technique. Various mining techniques...

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