Mining Complex Networks

Mining Complex Networks PDF Author: Bogumil Kaminski
Publisher: CRC Press
ISBN: 9781032112053
Category : Business & Economics
Languages : en
Pages : 0

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Book Description
This book concentrates on mining networks, a subfield within data science. Mining complex networks to understand the principles governing the organization and the behaviour of such networks is crucial for a broad range of fields of study.

Mining Complex Networks

Mining Complex Networks PDF Author: Bogumil Kaminski
Publisher: CRC Press
ISBN: 9781032112053
Category : Business & Economics
Languages : en
Pages : 0

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Book Description
This book concentrates on mining networks, a subfield within data science. Mining complex networks to understand the principles governing the organization and the behaviour of such networks is crucial for a broad range of fields of study.

Data Mining in Dynamic Social Networks and Fuzzy Systems

Data Mining in Dynamic Social Networks and Fuzzy Systems PDF Author: Bhatnagar, Vishal
Publisher: IGI Global
ISBN: 1466642149
Category : Computers
Languages : en
Pages : 412

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Book Description
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 tools, these organizations are able to reveal the hidden and unknown information from available data. Data Mining in Dynamic Social Networks and Fuzzy Systems brings together research on the latest trends and patterns of data mining tools and techniques in dynamic social networks and fuzzy systems. With these improved modern techniques of data mining, this publication aims to provide insight and support to researchers and professionals concerned with the management of expertise, knowledge, information, and organizational development.

Link Mining: Models, Algorithms, and Applications

Link Mining: Models, Algorithms, and Applications PDF Author: Philip S. Yu
Publisher: Springer Science & Business Media
ISBN: 1441965157
Category : Science
Languages : en
Pages : 580

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Book Description
This book offers detailed surveys and systematic discussion of models, algorithms and applications for link mining, focusing on theory and technique, and related applications: text mining, social network analysis, collaborative filtering and bioinformatics.

Social Media Mining and Social Network Analysis: Emerging Research

Social Media Mining and Social Network Analysis: Emerging Research PDF Author: Xu, Guandong
Publisher: IGI Global
ISBN: 1466628073
Category : Computers
Languages : en
Pages : 272

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Book Description
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.

Mining of Massive Datasets

Mining of Massive Datasets PDF Author: Jure Leskovec
Publisher: Cambridge University Press
ISBN: 1107077230
Category : Computers
Languages : en
Pages : 480

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Book Description
Now in its second edition, this book focuses on practical algorithms for mining data from even the largest datasets.

Developing Churn Models Using Data Mining Techniques and Social Network Analysis

Developing Churn Models Using Data Mining Techniques and Social Network Analysis PDF Author: Klepac, Goran
Publisher: IGI Global
ISBN: 1466662891
Category : Computers
Languages : en
Pages : 326

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Book Description
"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.

Data Mining Methods and Models

Data Mining Methods and Models PDF Author: Daniel T. Larose
Publisher: John Wiley & Sons
ISBN: 0471756474
Category : Computers
Languages : en
Pages : 340

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Book Description
Apply powerful Data Mining Methods and Models to Leverage your Data for Actionable Results Data Mining Methods and Models provides: * The latest techniques for uncovering hidden nuggets of information * The insight into how the data mining algorithms actually work * The hands-on experience of performing data mining on large data sets Data Mining Methods and Models: * Applies a "white box" methodology, emphasizing an understanding of the model structures underlying the softwareWalks the reader through the various algorithms and provides examples of the operation of the algorithms on actual large data sets, including a detailed case study, "Modeling Response to Direct-Mail Marketing" * Tests the reader's level of understanding of the concepts and methodologies, with over 110 chapter exercises * Demonstrates the Clementine data mining software suite, WEKA open source data mining software, SPSS statistical software, and Minitab statistical software * Includes a companion Web site, www.dataminingconsultant.com, where the data sets used in the book may be downloaded, along with a comprehensive set of data mining resources. Faculty adopters of the book have access to an array of helpful resources, including solutions to all exercises, a PowerPoint(r) presentation of each chapter, sample data mining course projects and accompanying data sets, and multiple-choice chapter quizzes. With its emphasis on learning by doing, this is an excellent textbook for students in business, computer science, and statistics, as well as a problem-solving reference for data analysts and professionals in the field. An Instructor's Manual presenting detailed solutions to all the problems in the book is available onlne.

Mining Heterogeneous Information Networks

Mining Heterogeneous Information Networks PDF Author: Yizhou Sun
Publisher: Morgan & Claypool Publishers
ISBN: 1608458806
Category : Computers
Languages : en
Pages : 162

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Book Description
Investigates the principles and methodologies of mining heterogeneous information networks. Departing from many existing network models that view interconnected data as homogeneous graphs or networks, the semi-structured heterogeneous information network model leverages the rich semantics of typed nodes and links in a network and uncovers surprisingly rich knowledge from the network.

Encyclopedia of Social Network Analysis and Mining

Encyclopedia of Social Network Analysis and Mining PDF Author: Reda Alhajj
Publisher: Springer
ISBN: 9781493971305
Category : Computers
Languages : en
Pages : 0

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Book Description
The Encyclopedia of Social Network Analysis and Mining (ESNAM) is the first major reference work to integrate fundamental concepts and research directions in the areas of social networks and applications to data mining. The second edition of ESNAM is a truly outstanding reference appealing to researchers, practitioners, instructors and students (both undergraduate and graduate), as well as the general public. This updated reference integrates all basics concepts and research efforts under one umbrella. Coverage has been expanded to include new emerging topics such as crowdsourcing, opinion mining, and sentiment analysis. Revised content of existing material keeps the encyclopedia current. The second edition is intended for college students as well as public and academic libraries. It is anticipated to continue to stimulate more awareness of social network applications and research efforts. The advent of electronic communication, and in particular on-line communities, have created social networks of hitherto unimaginable sizes. Reflecting the interdisciplinary nature of this unique field, the essential contributions of diverse disciplines, from computer science, mathematics, and statistics to sociology and behavioral science, are described among the 300 authoritative yet highly readable entries. Students will find a world of information and insight behind the familiar façade of the social networks in which they participate. Researchers and practitioners will benefit from a comprehensive perspective on the methodologies for analysis of constructed networks, and the data mining and machine learning techniques that have proved attractive for sophisticated knowledge discovery in complex applications. Also addressed is the application of social network methodologies to other domains, such as web networks and biological networks.

Advances in Social Network Mining and Analysis

Advances in Social Network Mining and Analysis PDF Author: C. Lee Giles
Publisher: Springer Science & Business Media
ISBN: 3642149286
Category : Computers
Languages : en
Pages : 141

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Book Description
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.