Data Mining and Analysis

Data Mining and Analysis
Author: Mohammed J. Zaki
Publisher: Cambridge University Press
Total Pages: 607
Release: 2014-05-12
Genre: Computers
ISBN: 0521766338

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A comprehensive overview of data mining from an algorithmic perspective, integrating related concepts from machine learning and statistics.

Network Data Mining And Analysis

Network Data Mining And Analysis
Author: Ming Gao
Publisher: World Scientific
Total Pages: 205
Release: 2018-09-28
Genre: Computers
ISBN: 9813274972

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Online social networking sites like Facebook, LinkedIn, and Twitter, offer millions of members the opportunity to befriend one another, send messages to each other, and post content on the site — actions which generate mind-boggling amounts of data every day.To make sense of the massive data from these sites, we resort to social media mining to answer questions like the following:

Data Mining for Social Network Data

Data Mining for Social Network Data
Author: Nasrullah Memon
Publisher: Springer Science & Business Media
Total Pages: 217
Release: 2010-06-10
Genre: Business & Economics
ISBN: 1441962875

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Driven by counter-terrorism efforts, marketing analysis and an explosion in online social networking in recent years, data mining has moved to the forefront of information science. This proposed Special Issue on Data Mining for Social Network Data will present a broad range of recent studies in social networking analysis. It will focus on emerging trends and needs in discovery and analysis of communities, solitary and social activities, activities in open for a and commercial sites as well. It will also look at network modeling, infrastructure construction, dynamic growth and evolution pattern discovery using machine learning approaches and multi-agent based simulations. Editors are three rising stars in world of data mining, knowledge discovery, social network analysis, and information infrastructures, and are anchored by Springer author/editor Hsinchun Chen (Terrorism Informatics; Medical Informatics; Digital Government), who is one of the most prominent intelligence analysis and data mining experts in the world.

Data Mining and Machine Learning

Data Mining and Machine Learning
Author: Mohammed J. Zaki
Publisher: Cambridge University Press
Total Pages: 779
Release: 2020-01-30
Genre: Business & Economics
ISBN: 1108473989

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New to the second edition of this advanced text are several chapters on regression, including neural networks and deep learning.

Advances in Social Network Mining and Analysis

Advances in Social Network Mining and Analysis
Author: C. Lee Giles
Publisher: Springer Science & Business Media
Total Pages: 141
Release: 2010-08-10
Genre: Computers
ISBN: 3642149286

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This work constitutes the proceedings of the Second International Workshop on Advances in Social Network and Analysis, held in Las Vegas, NV, USA in August 2008.

Data Mining Approaches for Big Data and Sentiment Analysis in Social Media

Data Mining Approaches for Big Data and Sentiment Analysis in Social Media
Author: Brij Gupta
Publisher:
Total Pages: 336
Release: 2021
Genre: Big data
ISBN: 9781799884132

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"This book explores the key concepts of data mining and utilizing them on online social media platforms, offering valuable insight into data mining approaches for big data and sentiment analysis in online social media and covering many important security and other aspects and current trends"--

Developing Churn Models Using Data Mining Techniques and Social Network Analysis

Developing Churn Models Using Data Mining Techniques and Social Network Analysis
Author: Klepac, Goran
Publisher: IGI Global
Total Pages: 326
Release: 2014-07-31
Genre: Computers
ISBN: 1466662891

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"This book provides an in-depth analysis of attrition modeling relevant to business planning and management, offering insightful and detailed explanation of best practices, tools, and theory surrounding churn prediction and the integration of analytic tools"--Provided by publisher.

Network Algorithms, Data Mining, and Applications

Network Algorithms, Data Mining, and Applications
Author: Ilya Bychkov
Publisher: Springer Nature
Total Pages: 251
Release: 2020-02-22
Genre: Mathematics
ISBN: 3030371573

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This proceedings presents the result of the 8th International Conference in Network Analysis, held at the Higher School of Economics, Moscow, in May 2018. The conference brought together scientists, engineers, and researchers from academia, industry, and government. Contributions in this book focus on the development of network algorithms for data mining and its applications. Researchers and students in mathematics, economics, statistics, computer science, and engineering find this collection a valuable resource filled with the latest research in network analysis. Computational aspects and applications of large-scale networks in market models, neural networks, social networks, power transmission grids, maximum clique problem, telecommunication networks, and complexity graphs are included with new tools for efficient network analysis of large-scale networks. Machine learning techniques in network settings including community detection, clustering, and biclustering algorithms are presented with applications to social network analysis.

Social Network Data Analytics

Social Network Data Analytics
Author: Charu C. Aggarwal
Publisher: Springer Science & Business Media
Total Pages: 508
Release: 2011-03-18
Genre: Computers
ISBN: 1441984623

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Social network analysis applications have experienced tremendous advances within the last few years due in part to increasing trends towards users interacting with each other on the internet. Social networks are organized as graphs, and the data on social networks takes on the form of massive streams, which are mined for a variety of purposes. Social Network Data Analytics covers an important niche in the social network analytics field. This edited volume, contributed by prominent researchers in this field, presents a wide selection of topics on social network data mining such as Structural Properties of Social Networks, Algorithms for Structural Discovery of Social Networks and Content Analysis in Social Networks. This book is also unique in focussing on the data analytical aspects of social networks in the internet scenario, rather than the traditional sociology-driven emphasis prevalent in the existing books, which do not focus on the unique data-intensive characteristics of online social networks. Emphasis is placed on simplifying the content so that students and practitioners benefit from this book. This book targets advanced level students and researchers concentrating on computer science as a secondary text or reference book. Data mining, database, information security, electronic commerce and machine learning professionals will find this book a valuable asset, as well as primary associations such as ACM, IEEE and Management Science.

Social Media Mining and Social Network Analysis: Emerging Research

Social Media Mining and Social Network Analysis: Emerging Research
Author: Xu, Guandong
Publisher: IGI Global
Total Pages: 272
Release: 2013-01-31
Genre: Computers
ISBN: 1466628073

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Social Media Mining and Social Network Analysis: Emerging Research highlights the advancements made in social network analysis and social web mining and its influence in the fields of computer science, information systems, sociology, organization science discipline and much more. This collection of perspectives on developmental practice is useful for industrial practitioners as well as researchers and scholars.