國立虎尾科技大學 |

Artificial Neural Network Modelling

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Artificial Neural Network Modelling/ edited 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

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. 50. .

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

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

528588
Neural networks (Computer science)

LC Class. No.: QA76.87

Dewey Class. No.: 006.3

Artificial Neural Network Modelling
LDR:03745nam a2200325 a 4500 001 862554
003 DE-He213
005 20160824142354.0
006 m d
007 cr nn 008maaau
008 170720s2016 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 : $c 2016. $b Springer International Publishing : $b Imprint: Springer,
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 528588
650 1 4 $a Engineering. $3 561152
650 2 4 $a Computational Intelligence. $3 768837
650 2 4 $a Artificial Intelligence (incl. Robotics) $3 593924
700 1 $a Shanmuganathan, Subana. $3 1105985
700 1 $a Samarasinghe, Sandhya. $3 720315
710 2 $a SpringerLink (Online service) $3 593884
773 0 $t Springer eBooks
830 0 $a Studies in computational intelligence ; $v v. 50. $3 720500 $3 770436
856 4 0 $u http://dx.doi.org/10.1007/978-3-319-28495-8
950 $a Engineering (Springer-11647)