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Book Details

DATA MINING: NEXT GENERATION CHALLENGES AND FUTURE DIRECTIONS


By KARGUPTA, HILLOL, JOSHI, ANUPAM, SHIVAKUMAR, KRISHNAMOORTHY, YESHA YELENA (Edited by)
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Price : Rs.450.00  Rs.360.00
ISBN : 9788120327948  
Page : 576
Year of Publication : 2015
Edition : 
Publisher : MIT Press



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Description :

Data Mining, or Knowledge Discovery, has become an indispensable technology for business and researchers in many fields. Drawing on work in such areas as statistics, machine learning, pattern recognition, databases, and high performance computing, data mining extracts useful information from the large data set now available to industry and science. This collection surveys the most recent advances in the field and charts directions for future research.

The first part discusses topics that include distributed data mining algorithms for new application areas, several aspects of next-generation data mining systems and applications, and detection of recurrent patterns in digital media. The second examines such topics as bio-surveillance, marshalling evidence through data mining, and link discovery. The third focuses at scientific data mining; and the topics include mining temporally-varying phenomena, data sets using graphs, and spatial data mining. The last part considers web, semantics and data mining, examining advances in text mining algorithms and software, semantic webs, and other subjects.

The book serves as a supplementary text for the students of Information Technology.

It should also be of interest to the professionals of knowledge management.



Content :

Foreword Preface Pervassive, Distributed, and Stream Data Mining 1. Existential Pleasures of Distributed Data Mining Hillol Kargupta and Krishamoorthy Sivakumar Research Issues in Mining and Monitoring of Intelligence Pata Alan Demers, Johannes Gehrke, and Mirek Riedewald 3. A Consensus Framework for Integrating Distributed Clusterings Under Limited Knowledge Sharing Joydeep Ghosh, Alexander Strehl, and Srujana Merugu 4. Design of Distributed Data Mining Applications on the Knowledge Grid Mario Cannataro, Domenico Talia, and Paolo Trunfio 5. Photonic Data Services: Integrating Data, Network and Path Services to Support Next Generation Data Mining Applications Robert L. Grossman, Yunhong Gu, Dave Hanley, Xinwei Hong, Jorge Levera, Marco Mazzucco, David Lillethun, Joe Mambretti, and Jeremy Weinberger 6. Mining Frequent Patterns in Data Streams at Multiple Time Granularities ‘Chris Giannella, Jiawei Han, Jian Pei, Xifeng Yan, and Philip S. Yu 7. Efficient Data-Reduction Methods for On-Line Association Rule Discovery Hervé Bronnimann, Bin Chen, Manoranjan Dash, Peter Haas, and Peter Scheuermann 8. Discovering Recurrent Events in Multichannel Data Streams Using Unsupervised Methods Milind R. Naphade, Chung-Sheng Li, and Thomas S. Huang Counterterrorism, Privacy, and Data Mining 9. Data Mining for Counterterrorism Bhavani Thuraisingham 10. Biosurveillance and Outbreak Detection Paola Sebastiani and Kenneth D. Mandl 11. MINDS — Minnesota Intrusion Detection System Levent Ertöz; Eric Eilertson, Aleksandar Lazarevic, Pang-Ning Tan. Vipin Kumar, Jaideep Srivastava, and Paul Dokas 12. Marshalling Evidence Through Data Mining in Support of Counter Terrorism Daniel Barbara. James J. Nolan. David Schum, and Arun Sood 13. Relational Data Mining with Inductive Logic Programming for Link Discovery Raymond 1. Mooney. Prem Melville. Lappoon Rupert Tang. Jude Shavlik, Inês de Castro Dutra. David Page and Vitor Santos Costa 14. Defining Privacy for Data Mining Chris Clifton. Murat Kantarctoglu, and Jaideep Vaidya Scientific Data Mining 15 Mining Temporally-Varying Phenomena in Scientific Datasets Raghu Machiraju, Srinivasan Parthasarathy, John Wilkins, David S. Thompson, Boyd Gatlin, David Richie, Tat-Sang S. Choy, Ming Jiang, Sameep Mehta, Matthew Coatney, Stephen A. Barr, and Kaden Hazzard 16 Methods for Mining Protein Contact Maps Mohammed J. Zaki, Jingjing Hu, and Chris Bystroff 17 Mining Scientific Data Sets using Graphs Michihiro Kuramochi, Mukund Deshpande, and George Karypis 18 Challenges in Environmental Data Warehousing and Mining Nabil R. Adam, Vijayalakshmi Atluri, Dihua Guo, and Songmei Yu 19 Trends in Spatial Data Mining Shashi Shekhar, Pusheng Zhang, Yan Huang, and Ranga Raju Vatsavai 20 Challenges in Scientific Data Mining: Heterogeneous, Biased, and Large Samples Zoran Obradovic and Slobodan Vucetic Web, Semantics, and Data Mining 21. Web Mining — Concepts, Applications, and Research Directions Jaideep Srivastava. Prasanna Desikan, and Yipin Kumar 22 Advancements in Text Mining Algorithms and Software Svetlana Y. Mironova, Michael W. Berry. Scott Atchley. and Micah Beck 23 On Data Mining, Semantics, and Intrusion Detection: What to Dig for and Where to Find It Anupam Joshi and Jeffrey L. Undercoffer 24. Usage Mining for and on the Semantic Web Bettina Berendt. Gerd Stumme, and Andreas Hotho Bibliography Index
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