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Tables of Contents for Neural Networks in Transport Applications
Chapter/Section Title
Page #
Page Count
Figures and tables
vii
Contributors
xv
Preface
xxi
Acknowledgement
xxiii
Part A Overview
Computational Neural Networks: An Attractive Class of Mathematical Models for Transportation Research
3
18
M.M. Fischer
Neural Networks: An Overview and Applications in the Space Economy
21
36
A. Reggiani
R. Romanelli
T. Tritapepe
P. Nijkamp
Part B Travel Behaviour
Analysis of Performance of Backpropagation ANN with Different Training Parameters
57
28
A. Faghri
A. Sandeep
Daily Travelling Viewed by Self-Organizing Maps
85
26
V. Himanen
T. Jarvi-Nykanen
J. Raitio
Neural Networks and Logit Models Applied to Commuters' Mobility in The Metropolitan Area of Milan
111
20
A. Reggiani
T. Tritapepe
Neural Networks as Adaptive Logit Models
131
20
L.A. Schintler
O. Olurotimi
Neural Network Analysis of Travel Behaviour
151
20
D. Shmueli
I. Salomon
D. Shefer
A Methodology for Modelling Driver Behaviour in Signalized Urban Intersections Using Artificial Neural Networks
171
22
L. Mussone
G. Reitani
S. Rinelli
Part C Traffic Flow
A New Traffic Light Single Junction Control System Implemented by a Symbolic Neural Network
193
18
E. Burattini
M. de Gregorio
G. Improta
Exploring Traffic Systems by Elasticity Analysis of Neural Networks
211
18
M. Dougherty
Factors Influencing the Performance of a Neural Network Driver Decision Model: A Case Study Using Simulated Data
229
20
G.D. Lyons
J.G. Hunt
S.Y. Yousif
Neural Network Models Applied to Traffic Flow Problems
249
14
T. Nakatsuji
S. Shibuya
Two Dimensional Estimation of Speed Flow Relationships with Backpropagation Neural Networks
263
34
M. Pursula
Part D Traffic Management
The Application of Fuzzy Multiobjective and Artificial Neural Networks on Urban Public Transport Equilibrium
297
14
Y. Chang
C.C. Shen
The Impact of Data Quantity on The Performance of Neural Network Freeway Incident Detection Models
311
30
D. Hussein
G. Rose
Predicting Parking Characteristics: The Use of Neural Networks to Support Parking Management
341
14
M. Kontaratos
T. Tillis
K. Kleanthous
Travel Time Prediction for Freeway Traffic Information by Neural Network Driven Fuzzy Reasoning
355
H. Matsui
M. Fujita