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The Resource Data mining techniques in sensor networks : summarization, interpolation and surveillance, Annalisa Appice [and three others]

Data mining techniques in sensor networks : summarization, interpolation and surveillance, Annalisa Appice [and three others]

Label
Data mining techniques in sensor networks : summarization, interpolation and surveillance
Title
Data mining techniques in sensor networks
Title remainder
summarization, interpolation and surveillance
Statement of responsibility
Annalisa Appice [and three others]
Creator
Author
Subject
Language
eng
Summary
Sensor networks comprise of a number of sensors installed across a spatially distributed network, which gather information and periodically feed a central server with the measured data. The server monitors the data, issues possible alarms and computes fast aggregates. As data analysis requests may concern both present and past data, the server is forced to store the entire stream. But the limited storage capacity of a server may reduce the amount of data stored on the disk. One solution is to compute summaries of the data as it arrives, and to use these summaries to interpolate the real data. This work introduces a recently defined spatio-temporal pattern, called trend cluster, to summarize, interpolate and identify anomalies in a sensor network. As an example, the application of trend cluster discovery to monitor the efficiency of photovoltaic power plants is discussed. --
Member of
Assigning source
Edited summary from book
Cataloging source
CtWfDGI
Illustrations
illustrations
Index
index present
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Series statement
SpringerBriefs in computer science
Data mining techniques in sensor networks : summarization, interpolation and surveillance, Annalisa Appice [and three others]
Label
Data mining techniques in sensor networks : summarization, interpolation and surveillance, Annalisa Appice [and three others]
Publication
Copyright
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Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
mixed
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Sensor Networks and Data Streams: Basics -- Geodata Stream Summarization -- Missing Sensor Data Interpolation -- Sensor Data Surveillance -- Sensor Data Analysis Applications
http://library.link/vocab/cover_art
https://contentcafe2.btol.com/ContentCafe/Jacket.aspx?Return=1&Type=S&Value=9781447154549&userID=ebsco-test&password=ebsco-test
Dimensions
unknown
http://library.link/vocab/discovery_link
{'f': 'http://opac.lib.rpi.edu/record=b4359174'}
Extent
1 online resource
Form of item
online
Isbn
9781447154549
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations
Specific material designation
remote

Library Locations

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