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Data Streams Charu C. Aggarwal

Data Streams By Charu C. Aggarwal

Data Streams by Charu C. Aggarwal

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Summary

This book primarily discusses issues related to the mining aspects of data streams and it is unique in its primary focus on the subject. It is intended for a professional audience, but is also appropriate for advanced-level students in computer science.

Data Streams Summary

Data Streams: Models and Algorithms by Charu C. Aggarwal

This book primarily discusses issues related to the mining aspects of data streams and it is unique in its primary focus on the subject.

This volume covers mining aspects of data streams comprehensively: each contributed chapter contains a survey on the topic, the key ideas in the field for that particular topic, and future research directions. The book is intended for a professional audience composed of researchers and practitioners in industry. This book is also appropriate for advanced-level students in computer science.

Data Streams Reviews

From the reviews:

This book is the very first attempt to record the challenges and present the solutions currently adopted to deal with the data streams. ... All chapters are written by prominent researchers in the field ... which makes the material in the book invaluable. This book is mainly intended for researchers, graduate students, and developers in industry. ... This book will be very useful for researchers or practitioners in the field of data streams, despite the fast growth of this field. Overall, we highly recommend it. (Yannis Manolopoulos and Maria Kontaki, Computing Reviews, January, 2008)

About Charu C. Aggarwal

Charu C. Aggarwal obtained his B.Tech in Computer Science from IIT Kanpur in 1993 and Ph.D. from MIT in 1996. He has been a Research Staff Member at IBM since then, and has published over 90 papers in major conferences and journals in the database and data mining field. He has applied for or been granted over 50 US and International patents, and has twice been designated Master Inventor at IBM for the commercial value of his patents. He has been granted 14 invention achievement awards by IBM for his patents. His work on real time bio-terrorist threat detection in data streams won the IBM Epispire award for environmental excellence in 2003. He has served on the program committee of most major database conferences, and was program chair for the Data Mining and Knowledge Discovery Workshop, 2003, and a program vice-chair for the SIAM Conference on Data Mining, 2007. He is an associate editor of the IEEE Transactions on Data Engineering and an action editor of the Data Mining and Knowledge Discovery Journal. He is a senior member of the IEEE.

Table of Contents

An Introduction to Data Streams.- On Clustering Massive Data Streams: A Summarization Paradigm.- A Survey of Classification Methods in Data Streams.- Frequent Pattern Mining in Data Streams.- A Survey of Change Diagnosis Algorithms in Evolving Data Streams.- Multi-Dimensional Analysis of Data Streams Using Stream Cubes.- Load Shedding in Data Stream Systems.- The Sliding-Window Computation Model and Results.- A Survey of Synopsis Construction in Data Streams.- A Survey of Join Processing in Data Streams.- Indexing and Querying Data Streams.- Dimensionality Reduction and Forecasting on Streams.- A Survey of Distributed Mining of Data Streams.- Algorithms for Distributed Data Stream Mining.- A Survey of Stream Processing Problems and Techniques in Sensor Networks.

Additional information

NLS9781461497684
9781461497684
146149768X
Data Streams: Models and Algorithms by Charu C. Aggarwal
Charu C. Aggarwal
Advances in Database Systems
New
Paperback
Springer-Verlag New York Inc.
2014-11-20
354
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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