The Resource Artificial Neuronal Networks, edited by Sovan Lek, Jean-François Guégan, (electronic resource)

Artificial Neuronal Networks, edited by Sovan Lek, Jean-François Guégan, (electronic resource)

Label
Artificial Neuronal Networks
Title
Artificial Neuronal Networks
Statement of responsibility
edited by Sovan Lek, Jean-François Guégan
Creator
Contributor
Subject
Genre
Language
eng
Summary
In this book, an easily understandable account of modelling methods with artificial neuronal networks for practical applications in ecology and evolution is provided. Special features include examples of applications using both supervised and unsupervised training, comparative analysis of artificial neural networks and conventional statistical methods, and proposals to deal with poor datasets. Extensive references and a large range of topics make this book a useful guide for ecologists, evolutionary ecologists and population geneticists
Member of
Cataloging source
I9W
http://library.link/vocab/creatorName
Lek, Sovan
Dewey number
333.7
Illustrations
illustrations
Index
no index present
LC call number
GE45.M38
Literary form
non fiction
Nature of contents
encyclopedias
http://library.link/vocab/relatedWorkOrContributorName
Guégan, Jean-François
Series statement
Environmental Science, 1863-5520
http://library.link/vocab/subjectName
  • Environmental sciences
  • Artificial intelligence
  • Computer simulation
  • Ecology
  • Artificial intelligence
  • Computer simulation
  • Ecology
  • Environmental sciences
Label
Artificial Neuronal Networks, edited by Sovan Lek, Jean-François Guégan, (electronic resource)
Link
http://dx.doi.org/10.1007/978-3-642-57030-8
Instantiates
Publication
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
I Introduction -- 1 Neuronal Networks: Algorithms and Architectures for Ecologists and Evolutionary Ecologists -- II Artificial Neuronal Networks in Landscape Ecology and Remote Sensing -- 2 Predicting Ecologically Important Vegetation Variables from Remotely Sensed Optical/Radar Data Using Neuronal Networks -- 3 Soft Mapping of Coastal Vegetation from Remotely Sensed Imagery with a Feed-Forward Neuronal Network -- 4 Ultrafast Estimation of Neotropical Forest DBH Distributions from Ground Based Photographs Using a Neuronal Network -- 5 Normalized Difference Vegetation Index Estimation in Grasslands of Patagonia by ANN Analysis of Satellite and Climatic Data -- 6 On the Probabilistic Interpretation of Area Based Fuzzy Land Cover Mixing Proportions -- III Artificial Neuronal Networks in Population, Community and Ecosystem Ecology -- 7 Patterning of Community Changes in Benthic Macroinvertebrates Collected from Urbanized Streams for the Short Time Prediction by Temporal Artificial Neuronal Networks -- 8 Neuronal Network Models of Phytoplankton Primary Production -- 9 Predicting Presence of Fish Species in the Seine River Basin Using Artificial Neuronal Networks -- 10 Elucidation and Prediction of Aquatic Ecosystems by Artificial Neuronal Networks -- 11 Performance Comparison between Regression and Neuronal Network Models for Forecasting Pacific Sardine (Sardinops caeruleus) Biomass -- 12 A Comparison of Artificial Neuronal Network and Conventional Statistical Techniques for Analyzing Environmental Data -- IV Artificial Neuronal Networks in Genetics and Evolutionary Ecology -- 13 Application of the Self-Organizing Mapping and Fuzzy Clustering to Microsatellite Data: How to Detect Genetic Structure in Brown Trout (Salmo trutta) Populations -- 14 The Macroepidemiology of Parasitic and Infectious Diseases: A Comparative Study Using Artificial Neuronal Nets and Logistic Regressions -- 15 Evolutionarily Optimal Networks for Controlling Energy Allocation to Growth, Reproduction and Repair in Men and Women -- V Perspectives -- 16 Can Neuronal Networks be Used in Data-Poor Situations?
Dimensions
unknown
Extent
1 online resource (XXVI, 262 pages 99 illustrations).
Form of item
online
Isbn
9783642631160
Isbn Type
(print)
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-642-57030-8
Specific material designation
remote
System control number
  • (OCoLC)840292336
  • (OCoLC)ocn840292336
Label
Artificial Neuronal Networks, edited by Sovan Lek, Jean-François Guégan, (electronic resource)
Link
http://dx.doi.org/10.1007/978-3-642-57030-8
Publication
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
I Introduction -- 1 Neuronal Networks: Algorithms and Architectures for Ecologists and Evolutionary Ecologists -- II Artificial Neuronal Networks in Landscape Ecology and Remote Sensing -- 2 Predicting Ecologically Important Vegetation Variables from Remotely Sensed Optical/Radar Data Using Neuronal Networks -- 3 Soft Mapping of Coastal Vegetation from Remotely Sensed Imagery with a Feed-Forward Neuronal Network -- 4 Ultrafast Estimation of Neotropical Forest DBH Distributions from Ground Based Photographs Using a Neuronal Network -- 5 Normalized Difference Vegetation Index Estimation in Grasslands of Patagonia by ANN Analysis of Satellite and Climatic Data -- 6 On the Probabilistic Interpretation of Area Based Fuzzy Land Cover Mixing Proportions -- III Artificial Neuronal Networks in Population, Community and Ecosystem Ecology -- 7 Patterning of Community Changes in Benthic Macroinvertebrates Collected from Urbanized Streams for the Short Time Prediction by Temporal Artificial Neuronal Networks -- 8 Neuronal Network Models of Phytoplankton Primary Production -- 9 Predicting Presence of Fish Species in the Seine River Basin Using Artificial Neuronal Networks -- 10 Elucidation and Prediction of Aquatic Ecosystems by Artificial Neuronal Networks -- 11 Performance Comparison between Regression and Neuronal Network Models for Forecasting Pacific Sardine (Sardinops caeruleus) Biomass -- 12 A Comparison of Artificial Neuronal Network and Conventional Statistical Techniques for Analyzing Environmental Data -- IV Artificial Neuronal Networks in Genetics and Evolutionary Ecology -- 13 Application of the Self-Organizing Mapping and Fuzzy Clustering to Microsatellite Data: How to Detect Genetic Structure in Brown Trout (Salmo trutta) Populations -- 14 The Macroepidemiology of Parasitic and Infectious Diseases: A Comparative Study Using Artificial Neuronal Nets and Logistic Regressions -- 15 Evolutionarily Optimal Networks for Controlling Energy Allocation to Growth, Reproduction and Repair in Men and Women -- V Perspectives -- 16 Can Neuronal Networks be Used in Data-Poor Situations?
Dimensions
unknown
Extent
1 online resource (XXVI, 262 pages 99 illustrations).
Form of item
online
Isbn
9783642631160
Isbn Type
(print)
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-642-57030-8
Specific material designation
remote
System control number
  • (OCoLC)840292336
  • (OCoLC)ocn840292336

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