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Book

Next Generation of Data Mining

Book

Next Generation of Data Mining

DOI link for Next Generation of Data Mining

Next Generation of Data Mining book

Next Generation of Data Mining

DOI link for Next Generation of Data Mining

Next Generation of Data Mining book

Edited ByHillol Kargupta, Jiawei Han, Philip S. Yu, Rajeev Motwani, Vipin Kumar
Edition 1st Edition
First Published 2008
eBook Published 22 December 2008
Pub. Location New York
Imprint Chapman and Hall/CRC
DOI https://doi.org/10.1201/9781420085877
Pages 601
eBook ISBN 9780429147562
Subjects Computer Science, Engineering & Technology, Mathematics & Statistics
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Kargupta, H., Han, J., Yu, P.S., Motwani, R., & Kumar, V. (Eds.). (2008). Next Generation of Data Mining (1st ed.). Chapman and Hall/CRC. https://doi.org/10.1201/9781420085877

ABSTRACT

Drawn from the US National Science Foundation's Symposium on Next Generation of Data Mining and Cyber-Enabled Discovery for Innovation (NGDM 07), Next Generation of Data Mining explores emerging technologies and applications in data mining as well as potential challenges faced by the field.Gathering perspectives from top experts across different di

TABLE OF CONTENTS

part |2 pages

Part I Data Mining in e-Science and Engineering

chapter 1|26 pages

Research Challenges for Data Mining in Science and Engineering

ByJiawei Han, Jing Gao

chapter 2|20 pages

Detecting Ecosystem Disturbances and Land Cover Change Using Data Mining

ByShyam Boriah, Vipin Kumar, Michael Steinbach, Pang-Ning Tan, Christopher Potter, Steven Klooster

chapter 3|20 pages

Efficient Data-Mining Methods Enabling Genome-Wide Computing

ByWei Wang, Leonard McMillan, David Threadgill, and Fernando Pardo-Manuel de Villena

chapter 4|22 pages

Mining Frequent Approximate Sequential Patterns

ByFeida Zhu, Xifeng Yan, Jiawei Han, Philip S. Yu

chapter 5|24 pages

Scientific Data Mining in Astronomy

ByKirk D. Borne

part |2 pages

Part II: Ubiquitous, Distributed, and High Performance Data Mining

chapter 6|14 pages

Thoughts on Human Emotions, Breakthroughs in Communication, and the Next Generation of Data Mining

ByHillol Kargupta

chapter 7|20 pages

Research Challenges in Ubiquitous Knowledge Discovery

ByMichael May, Bettina Berendt, Antoine Cornue´jols, Joa˜o Gama, Fosca Giannotti, Andreas Hotho, Donato Malerba, Ernestina Menesalvas, Katharina Morik, Rasmus Pedersen, Lorenza Saitta, Yu¨cel Saygin, Assaf Schuster, and Koen Vanhoof

chapter 8|20 pages

High-Performance Distributed Data Mining

BySanchit Misra, Ramanathan Narayanan, Daniel Honbo, Alok Choudhary

chapter 9|38 pages

User-Centered Biological Information Location by Combining User Profiles and Domain Knowledge

ByJeffrey E. Stone, Xindong Wu, Marc Greenblatt

chapter 10|14 pages

Issues and Challenges in Learning from Data Streams

ByJoa˜o Gama

chapter 11|20 pages

Service-Oriented Architectures for Distributed and Mobile Knowledge Discovery

ByDomenico Talia, Paolo Trunfio

chapter 12|18 pages

Discovering Emergent Behavior from Network Packet Data: Lessons from the Angle Project

ByRobert L. Grossman, Michael Sabala, Yunhong Gu, Anushka Anand, Matt Handley, Rajmonda Sulo, Lee Wilkinson

chapter 13|20 pages

Architecture Conscious Data Mining: Current Progress and Future Outlook

BySrinivasan Parthasarathy, Shirish Tatikonda, Gregory Buehrer

part |2 pages

Part III The Web, Semantics, and Text Data Mining

chapter 14|12 pages

Web 2.0 Mining: Analyzing Social Media

ByAnupam Joshi, Tim Finin, Akshay Java, Anubhav Kale, Pranam Kolari

chapter 15|22 pages

Searching for “Familiar Strangers” on Blogosphere

ByNitin Agarwal, Huan Liu, John Salerno, Philip S. Yu

chapter 16|22 pages

Toward Semantics-Enabled Infrastructure for Knowledge Acquisition from Distributed Data

ByVasant Honavar, Doina Caragea

chapter 17|18 pages

Nonnegative Matrix Factorization for Document Classification

ByAmy N. Langville, Michael W. Berry

part |2 pages

Part IV: Data mining in Security, Surveillance, and Privacy Protection

chapter 18|18 pages

Is Privacy Still an Issue for Data Mining?

ByChris Clifton, Wei Jiang, Mummoorthy Murugesan, M. Ercan Nergiz

chapter 19|22 pages

Analysis of Social Networks and Group Dynamics from Electronic Communication

ByNishith Pathak, Sandeep Mane, Jaideep Srivastava, Noshir Contractor, Scott Poole, Dmitri Williams

chapter 20|20 pages

Challenges for Dynamic Heterogeneous Networks in Observational Sciences

ByLisa Singh

chapter 21|20 pages

Privacy-Preserving Data Analysis on Graphs and Social Networks

ByKun Liu, Kamalika Das, Tyrone Grandison, Hillol Kargupta

part |2 pages

Part V: Medicine, Social Science, Finance, and Spatial Data Mining

chapter 22|30 pages

Risk Mining as New Trends in Hospital Management

ByShusaku Tsumoto, Shoji Hirano

chapter 23|34 pages

Challenges for Information Discovery on Electronic Medical Records

ByVagelis Hristidis, Fernando Farfa´n, Redmond P. Burke, Anthony F. Rossi, and Jeffrey A. White

chapter 24|22 pages

Market-Based Profile Infrastructure: Giving Back to the User

ByOlfa Nasraoui, Maha Soliman

chapter 25|22 pages

Challenges in Mining Financial Data

ByJames E. Gentle

chapter 26|36 pages

Spatial and Spatiotemporal Data Mining: Recent Advances

ByShashi Shekhar, Ranga Raju Vatsavai, Mete Celik
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