Charu C. Aggarwal
Springer US
e druk, 2014
9781461497684
Data Streams
Models and Algorithms
Specificaties
Paperback, blz.
|
Engels
Springer US |
e druk, 2014
ISBN13: 9781461497684
Rubricering
Onderdeel van serie
Advances in Database Systems
Levertijd ongeveer 8 werkdagen
Samenvatting
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.
Specificaties
ISBN13:9781461497684
Taal:Engels
Bindwijze:paperback
Uitgever:Springer US
Hoofdrubriek:Grafisch, Computer en informatica
Inhoudsopgave
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.