Aggarwal Managing and Mining Sensor Data

2013
ISBN: 978-1-4614-6309-2
Verlag: Springer
Format: PDF
Kopierschutz: 1 - PDF Watermark

E-Book, Englisch, 546 Seiten

Advances in hardware technology have lead to an ability to collect data with the use of a variety of sensor technologies. In particular sensor notes have become cheaper and more efficient, and  have even been integrated into day-to-day devices of use, such as mobile phones. This has lead to a much larger scale of applicability and mining of sensor data sets. The human-centric aspect of sensor data has created tremendous opportunities in integrating social aspects of sensor data collection into the mining process.  Managing and Mining Sensor Data is a contributed volume by prominent leaders in this field, targeting advanced-level students in computer science as a secondary text book or reference. Practitioners and researchers working in this field will also find this book useful. 

Autoren/Hrsg.

Aggarwal, Charu C.

Inhaltsverzeichnis

1;Managing and Mining Sensor Data;4
2;Contents;6
3;Preface;14
4;Chapter 1 AN INTRODUCTION TO SENSOR DATA ANALYTICS;16
5;Chapter 2 A SURVEY OF MODEL-BASED SENSOR DATA ACQUISITION AND MANAGEMENT;24
6;Chapter 3 QUERY PROCESSING IN WIRELESS SENSOR NETWORKS;66
7;Chapter 4 EVENT PROCESSING IN SENSOR STREAMS;92
8;Chapter 5 DIMENSIONALITY REDUCTION AND FILTERING ON TIME SERIES SENSOR STREAMS;118
9;Chapter 6 MINING SENSOR DATA STREAMS;157
10;Chapter 7 REAL-TIME DATA ANALYTICS IN SENSOR NETWORKS;186
11;Chapter 8 DISTRIBUTED DATA MINING IN SENSOR NETWORKS;224
12;Chapter 9 SOCIAL SENSING;250
13;Chapter 10 SENSING FOR MOBILE OBJECTS;311
14;Chapter 11 A SURVEY OF RFID DATA PROCESSING;361
15;Chapter 12 THE INTERNET OF THINGS: A SURVEY FROM THE DATA-CENTRIC PERSPECTIVE;395
16;Chapter 13 A SURVEY OF DATAMINING METHODS FOR SENSOR NETWORK BUG DIAGNOSIS;441
17;Chapter 14 MINING OF SENSOR DATA IN HEALTHCARE: A SURVEY;471
18;Chapter 15 EARTH SCIENCE APPLICATIONS OF SENSOR DATA;517
19;Index;543