The Resource Learning from data streams : processing techniques in sensor networks, João Gama, Mohamed Medhat Gaber, (electronic resource)

Learning from data streams : processing techniques in sensor networks, João Gama, Mohamed Medhat Gaber, (electronic resource)

Label
Learning from data streams : processing techniques in sensor networks
Title
Learning from data streams
Title remainder
processing techniques in sensor networks
Statement of responsibility
João Gama, Mohamed Medhat Gaber
Contributor
Provider
Subject
Genre
Language
eng
Summary
Sensor networks consist of distributed autonomous devices that cooperatively monitor an environment. Sensors are equipped with capacities to store information in memory, process this information and communicate with their neighbors. Processing data streams generated from wireless sensor networks has raised new research challenges over the last few years due to the huge numbers of data streams to be managed continuously and at a very high rate. The book provides the reader with a comprehensive overview of stream data processing, including famous prototype implementations like the Nile system and the TinyOS operating system. The set of chapters covers the state-of-art in data stream mining approaches using clustering, predictive learning, and tensor analysis techniques, and applying them to applications in security, the natural sciences, and education. This research monograph delivers to researchers and graduate students the state of the art in data stream processing in sensor networks. The huge bibliography offers an excellent starting point for further reading and future research
Member of
Cataloging source
GW5XE
Image bit depth
0
LC call number
TK7872.D48
LC item number
L43 2007eb
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • SpringerLink
  • Gama, João
  • Gaber, Mohamed Medhat
http://library.link/vocab/subjectName
  • Sensor networks
  • Data mining
  • Algorithms
  • Coding theory
  • Artificial Intelligence (incl. Robotics)
  • Computer Communication Networks
  • Information Storage and Retrieval
  • TECHNOLOGY & ENGINEERING
  • Informatique
  • Algorithms
  • Coding theory
  • Data mining
  • Sensor networks
  • Mineração de dados
  • Inteligência artificial
  • Sistemas híbridos
  • Sensor networks
  • Data mining
  • Algorithms
  • Coding theory
  • Artificial Intelligence (incl. Robotics)
  • Computer Communication Networks
  • Information Storage and Retrieval
  • Electronic books
Label
Learning from data streams : processing techniques in sensor networks, João Gama, Mohamed Medhat Gaber, (electronic resource)
Instantiates
Publication
Note
Electronic book
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Overview -- Sensor Networks: An Overview -- Data Stream Processing -- Data Stream Processing in Sensor Networks -- Data Stream Management Techniques in Sensor Networks -- Data Stream Management Systems and Architectures -- Querying of Sensor Data -- Aggregation and Summarization in Sensor Networks -- Sensory Data Monitoring -- Mining Sensor Network Data Streams -- Clustering Techniques in Sensor Networks -- Predictive Learning in Sensor Networks -- Tensor Analysis on Multi-aspect Streams -- Applications -- Knowledge Discovery from Sensor Data for Security Applications -- Knowledge Discovery from Sensor Data For Scientific Applications -- TinyOS Education with LEGO MINDSTORMS NXT
Dimensions
unknown
Extent
1 online resource (x, 244 pages)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9783540736783
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other physical details
illustrations
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-3-540-73678-3
System control number
  • (OCoLC)213091693
  • (OCoLC)ocn213091693
  • (DE-He213)3-540-73679-4
Label
Learning from data streams : processing techniques in sensor networks, João Gama, Mohamed Medhat Gaber, (electronic resource)
Publication
Note
Electronic book
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Overview -- Sensor Networks: An Overview -- Data Stream Processing -- Data Stream Processing in Sensor Networks -- Data Stream Management Techniques in Sensor Networks -- Data Stream Management Systems and Architectures -- Querying of Sensor Data -- Aggregation and Summarization in Sensor Networks -- Sensory Data Monitoring -- Mining Sensor Network Data Streams -- Clustering Techniques in Sensor Networks -- Predictive Learning in Sensor Networks -- Tensor Analysis on Multi-aspect Streams -- Applications -- Knowledge Discovery from Sensor Data for Security Applications -- Knowledge Discovery from Sensor Data For Scientific Applications -- TinyOS Education with LEGO MINDSTORMS NXT
Dimensions
unknown
Extent
1 online resource (x, 244 pages)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9783540736783
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other physical details
illustrations
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-3-540-73678-3
System control number
  • (OCoLC)213091693
  • (OCoLC)ocn213091693
  • (DE-He213)3-540-73679-4

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