國立高雄大學圖資館 |

Language: English

Back

Artificial Neural Network Modelling

Samarasinghe, Sandhya.

Artificial Neural Network Modelling

Record Type:	Electronic resources : Monograph/item
Title/Author:	Artificial Neural Network Modellingedited by Subana Shanmuganathan, Sandhya Samarasinghe.
other author:	Shanmuganathan, Subana.
Published:	Cham :Springer International Publishing :2016.
Description:	vii, 472 p. :ill., digital ;24 cm.
Contained By:	Springer eBooks
Subject:	Neural networks (Computer science)
Online resource:	http://dx.doi.org/10.1007/978-3-319-28495-8
ISBN:	9783319284958$q(electronic bk.)

Artificial Neural Network Modelling
Artificial Neural Network Modelling[electronic resource] /edited by Subana Shanmuganathan, Sandhya Samarasinghe. - Cham :Springer International Publishing :2016. - vii, 472 p. :ill., digital ;24 cm. - Studies in computational intelligence,v.6281860-949X ;. - Studies in computational intelligence ;v. 216..

Artificial Neural Networks Applications: An Introduction -- Order in the Black Box: Consistency And Robustness Of Neuron Activation Of Feed Forward Neural Networks And Its Use In Efficient Optimization Of Network Structure -- Artificial Neural Networks as Models of Robustness in Development And Regeneration: Stability of Memory During Morphological Remodeling -- A Structure Optimization Algorithm of Neural Networks For Pattern Learning from Educational Data -- Stochastic Neural Networks for Modelling Random Processes from Observed Data -- Curvelet Interaction with Artificial Neural Networks -- Hybrid Wavelet Neural Network Approaches -- Quantification of Prediction Uncertainty in Artificial Neural Network Models -- Classifying Calpain Inhibitors for The Treatment of Cataracts: A Self Organising Map (SOM) ANN/KM Approach in Drug Discovery -- Improved Ultrasound Based Computer Aided Diagnosis System for Breast Cancer Using Neural Networks Incorporating a Novel Effective Feature - Degree of Central Regularity of Mass -- SOM Clustering and Modelling of Australian Railway Drivers' Sleep, Wake, Duty Profiles -- A Neural Approach to Electricity Demand Forecasting -- Development of Artificial Intelligence Based Regional Flood Estimation Techniques for Eastern Australia -- Artificial Neural Networks in Precipitation Nowcasting: An Australian Case Study -- Construction of Pmx Concentration Surfaces Using Neural Evolutionary Fuzzy Models of Semi Physical Class -- Application of Artificial Neural Network in Social Media Data Analysis: A Case of Lodging Business in Philadelphia -- Sentiment Analysis on Morphologically Rich Languages - An Artificial Neural Network (ANN) Approach -- Predicting Stock Price Movements with News Sentiment: An Artificial Neural Networks Approach -- Modelling Mode Choice of Individual In Linked Trips with Artificial Neural Networks and Fuzzy Representation -- Artificial Neural Network (ANN) Pricing Model for Natural Rubber Products Based on Climate Dependencies -- A Hybrid Artificial Neural Network (ANN) Approach to Spatial and Non-Spatial Attribute Data Mining: A Case Study Experience.

This book covers theoretical aspects as well as recent innovative applications of Artificial Neural networks (ANNs) in natural, environmental, biological, social, industrial and automated systems. It presents recent results of ANNs in modelling small, large and complex systems under three categories, namely, 1) Networks, Structure Optimisation, Robustness and Stochasticity 2) Advances in Modelling Biological and Environmental Systems and 3) Advances in Modelling Social and Economic Systems. The book aims at serving undergraduates, postgraduates and researchers in ANN computational modelling.

ISBN: 9783319284958$q(electronic bk.)

Standard No.: 10.1007/978-3-319-28495-8doiSubjects--Topical Terms:

181982
Neural networks (Computer science)

LC Class. No.: QA76.87

Dewey Class. No.: 006.3

Artificial Neural Network Modelling
LDR:03745nmm a2200325 a 4500 001 483347
003 DE-He213
005 20160824142354.0
006 m d
007 cr nn 008maaau
008 161007s2016 gw s 0 eng d
020 $a 9783319284958$q(electronic bk.)
020 $a 9783319284934$q(paper)
024 7 $a 10.1007/978-3-319-28495-8 $2 doi
035 $a 978-3-319-28495-8
040 $a GP $c GP
041 0 $a eng
050 4 $a QA76.87
072 7 $a UYQ $2 bicssc
072 7 $a COM004000 $2 bisacsh
082 0 4 $a 006.3 $2 23
090 $a QA76.87 $b .A791 2016
245 0 0 $a Artificial Neural Network Modelling $h [electronic resource] / $c edited by Subana Shanmuganathan, Sandhya Samarasinghe.
260 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2016.
300 $a vii, 472 p. : $b ill., digital ; $c 24 cm.
490 1 $a Studies in computational intelligence, $x 1860-949X ; $v v.628
505 0 $a Artificial Neural Networks Applications: An Introduction -- Order in the Black Box: Consistency And Robustness Of Neuron Activation Of Feed Forward Neural Networks And Its Use In Efficient Optimization Of Network Structure -- Artificial Neural Networks as Models of Robustness in Development And Regeneration: Stability of Memory During Morphological Remodeling -- A Structure Optimization Algorithm of Neural Networks For Pattern Learning from Educational Data -- Stochastic Neural Networks for Modelling Random Processes from Observed Data -- Curvelet Interaction with Artificial Neural Networks -- Hybrid Wavelet Neural Network Approaches -- Quantification of Prediction Uncertainty in Artificial Neural Network Models -- Classifying Calpain Inhibitors for The Treatment of Cataracts: A Self Organising Map (SOM) ANN/KM Approach in Drug Discovery -- Improved Ultrasound Based Computer Aided Diagnosis System for Breast Cancer Using Neural Networks Incorporating a Novel Effective Feature - Degree of Central Regularity of Mass -- SOM Clustering and Modelling of Australian Railway Drivers' Sleep, Wake, Duty Profiles -- A Neural Approach to Electricity Demand Forecasting -- Development of Artificial Intelligence Based Regional Flood Estimation Techniques for Eastern Australia -- Artificial Neural Networks in Precipitation Nowcasting: An Australian Case Study -- Construction of Pmx Concentration Surfaces Using Neural Evolutionary Fuzzy Models of Semi Physical Class -- Application of Artificial Neural Network in Social Media Data Analysis: A Case of Lodging Business in Philadelphia -- Sentiment Analysis on Morphologically Rich Languages - An Artificial Neural Network (ANN) Approach -- Predicting Stock Price Movements with News Sentiment: An Artificial Neural Networks Approach -- Modelling Mode Choice of Individual In Linked Trips with Artificial Neural Networks and Fuzzy Representation -- Artificial Neural Network (ANN) Pricing Model for Natural Rubber Products Based on Climate Dependencies -- A Hybrid Artificial Neural Network (ANN) Approach to Spatial and Non-Spatial Attribute Data Mining: A Case Study Experience.
520 $a This book covers theoretical aspects as well as recent innovative applications of Artificial Neural networks (ANNs) in natural, environmental, biological, social, industrial and automated systems. It presents recent results of ANNs in modelling small, large and complex systems under three categories, namely, 1) Networks, Structure Optimisation, Robustness and Stochasticity 2) Advances in Modelling Biological and Environmental Systems and 3) Advances in Modelling Social and Economic Systems. The book aims at serving undergraduates, postgraduates and researchers in ANN computational modelling.
650 0 $a Neural networks (Computer science) $3 181982
650 1 4 $a Engineering. $3 210888
650 2 4 $a Computational Intelligence. $3 338479
650 2 4 $a Artificial Intelligence (incl. Robotics) $3 252959
700 1 $a Shanmuganathan, Subana. $3 740849
700 1 $a Samarasinghe, Sandhya. $3 740850
710 2 $a SpringerLink (Online service) $3 273601
773 0 $t Springer eBooks
830 0 $a Studies in computational intelligence ; $v v. 216. $3 380871
856 4 0 $u http://dx.doi.org/10.1007/978-3-319-28495-8
950 $a Engineering (Springer-11647)