The world is witnessing the rapid evolution of its own nervous system by an unparalleled growth in communication technology. Like the evolution of the nervous systems in animals, this growth is being driven by a survival-of-the-fittest-mechanism. In telecommunications, the entities that fuel this growth are companies and nations who compete with each other. Companies with superior information systems can outrun and outsmart others because they serve their customers better. On the threshold of an explosion in the variety, speed and usefulness of telecommunication networks, neural network…mehr
The world is witnessing the rapid evolution of its own nervous system by an unparalleled growth in communication technology. Like the evolution of the nervous systems in animals, this growth is being driven by a survival-of-the-fittest-mechanism. In telecommunications, the entities that fuel this growth are companies and nations who compete with each other. Companies with superior information systems can outrun and outsmart others because they serve their customers better. On the threshold of an explosion in the variety, speed and usefulness of telecommunication networks, neural network researchers can make important contributions to this emerging new telecommunications infrastructure. The first International Workshop on Applications of Neural Networks to Telecommunications (IWANNT) was planned in response to the telecommunications industry's needs for new adaptive technologies. This workshop featured 50 talks and posters that were selected by an organizing committee of experts in both telecommunications and neural networks. These proceedings will also be available on-line in an electronic format providing multimedia figures, cross-referencing, and annotation.
Contents: S.H. Bang B.J. Sheu J. Choi Programmable VLSI Neural Network Processors for Equalization of Digital Communication Channels. A. Jayakumar J. Alspector An Analog Neural-Network Co- Processor System for Rapid Prototyping of Telecommunications Applications. J. Cid-Sueiro A.R. Figueiras-Vidal Improving Conventional Equalizers with Neural Networks. T.X. Brown Neural Networks for Adaptive Equalization. R. Goodman B. Ambrose Applications of Learning Techniques to Network Management. M. Littman J. Boyan A Distributed Reinforcement Learning Scheme for Network Routing. M. Goudreau C.L. Giles Discovering the Structure of a Self-Routing Interconnection Network with a Recurrent Neural Network. G. Kechriotis E. Manolakos Implementing the Optimal CDMA Multiuser Detector with Hopfield Neural Networks. A. Jagota Scheduling Problems in Radio Networks Using Hopfield Networks. E. Nordstrom A Hybrid Admission Control Scheme for Broadband ATM Traffic. A. Tarraf I. Habib T. Saadawi Neural Networks for ATM Multimedia Traffic Prediction. A. Chhabra S. Chandran R. Kasturi Table Structure Interpretation & Neural Network Based Text Recognition for Conversion of Telephone Company Tabular Drawings. A. Amin H. Al-Sadoun Arabic Character Recognition System Using Artificial Neural Network. S. Amin M. Gell Constrained Optimization for Switching Using Neural Networks. Y-K. Park V. Cherkassky G. Lee ATM Cell Scheduling for Broadband Switching Systems by Neural Network. F. Comellas R. Roca Using Genetic Algorithms to Design Constant Weight Codes. J. Connor Bootstrap Methods in Neural Network Time Series Prediction. S. Haykin L. Li 16 kbps Adaptive Differential Pulse Code Modulation of Speech. A. Hasegawa K. Shibata K. Itoh Y. Ichioka K. Inamura Adapting-Size Neural Network for Character Recognition on X-Ray Films. A. Holst A. Lansner Diagnosis of Technical Equipment Using a Bayesian Neural Network. N. Karunanithi A Connectionist Approach for Incorporating Continuous Code Churn into Software Reliability Growth Models. S. Kwasny B. Kalman A.M. Engebretson W. Wu Real-Time Identification of Language from Raw Speech Waveforms. P. Leray Y. Burnod CUBICORT: A Simulation of a Multicolumn Model for 3D Image Analysis Understanding & Compression for Digital TV HDTV & Multimedia. H. Liu D. Yun Self-Organizing Finite State Vector Quantization for Image Coding. T. Martinez G. Rudolph A Learning Model for Adaptive Network Routing. M. Meyer G. Pfeiffer Multilayer Perceptron Based Equalizers Applied to Nonlinear Channels. A. Mikler J. Wong V. Honavar Quo Vadis - A Framework for Adaptive Routing in Very Large Communication Networks. S. Neuhauser Hopfield Optimization Techniques Applied to Routing in Computer Networks. J.E. Neves L.B. Almeida M.J. Leitão ATM Call Control by Neural Networks. M.K. Sönmez T. Adali Channel Equalization by Distribution Learning: The Least Relative Entropy Algorithm. C-X. Zhang Optimal Traffic Routing Using Self-Organization Principle. J. Connor Prediction of Access Line Growth. B.P. Yuhas Toll-Fraud Detection. T. John Multistage Information Filtering Using Cascaded Neural Networks. L.R. Leerink M.A. Jabri Temporal Difference Learning Applied to Continuous Speech Recognition. T-D. Chiueh T-T. Tang L-G. Chen Vector Quantization Using Tree-Structured Self-Organizing Feature Maps. N. Karunanithi Identifying Fault-Prone Software Modules Using Connectionist Networks. S. Carter R.J. Frank D.S.W. Tansley Clone Detection in Telecommunications Software Systems: A Neural Net Approach. L. Lewis S. Sycamore Learning Index Rules and Adaptation Functions for a Communications Network Fault Resolution System. T. Sone Using Distributed Neural Networks to Identify Faults in Switching Systems. A. Chattell J.B. Brook A Neural Network Pre-Processor for a Fault Diagnosis Expert System.
Contents: S.H. Bang B.J. Sheu J. Choi Programmable VLSI Neural Network Processors for Equalization of Digital Communication Channels. A. Jayakumar J. Alspector An Analog Neural-Network Co- Processor System for Rapid Prototyping of Telecommunications Applications. J. Cid-Sueiro A.R. Figueiras-Vidal Improving Conventional Equalizers with Neural Networks. T.X. Brown Neural Networks for Adaptive Equalization. R. Goodman B. Ambrose Applications of Learning Techniques to Network Management. M. Littman J. Boyan A Distributed Reinforcement Learning Scheme for Network Routing. M. Goudreau C.L. Giles Discovering the Structure of a Self-Routing Interconnection Network with a Recurrent Neural Network. G. Kechriotis E. Manolakos Implementing the Optimal CDMA Multiuser Detector with Hopfield Neural Networks. A. Jagota Scheduling Problems in Radio Networks Using Hopfield Networks. E. Nordstrom A Hybrid Admission Control Scheme for Broadband ATM Traffic. A. Tarraf I. Habib T. Saadawi Neural Networks for ATM Multimedia Traffic Prediction. A. Chhabra S. Chandran R. Kasturi Table Structure Interpretation & Neural Network Based Text Recognition for Conversion of Telephone Company Tabular Drawings. A. Amin H. Al-Sadoun Arabic Character Recognition System Using Artificial Neural Network. S. Amin M. Gell Constrained Optimization for Switching Using Neural Networks. Y-K. Park V. Cherkassky G. Lee ATM Cell Scheduling for Broadband Switching Systems by Neural Network. F. Comellas R. Roca Using Genetic Algorithms to Design Constant Weight Codes. J. Connor Bootstrap Methods in Neural Network Time Series Prediction. S. Haykin L. Li 16 kbps Adaptive Differential Pulse Code Modulation of Speech. A. Hasegawa K. Shibata K. Itoh Y. Ichioka K. Inamura Adapting-Size Neural Network for Character Recognition on X-Ray Films. A. Holst A. Lansner Diagnosis of Technical Equipment Using a Bayesian Neural Network. N. Karunanithi A Connectionist Approach for Incorporating Continuous Code Churn into Software Reliability Growth Models. S. Kwasny B. Kalman A.M. Engebretson W. Wu Real-Time Identification of Language from Raw Speech Waveforms. P. Leray Y. Burnod CUBICORT: A Simulation of a Multicolumn Model for 3D Image Analysis Understanding & Compression for Digital TV HDTV & Multimedia. H. Liu D. Yun Self-Organizing Finite State Vector Quantization for Image Coding. T. Martinez G. Rudolph A Learning Model for Adaptive Network Routing. M. Meyer G. Pfeiffer Multilayer Perceptron Based Equalizers Applied to Nonlinear Channels. A. Mikler J. Wong V. Honavar Quo Vadis - A Framework for Adaptive Routing in Very Large Communication Networks. S. Neuhauser Hopfield Optimization Techniques Applied to Routing in Computer Networks. J.E. Neves L.B. Almeida M.J. Leitão ATM Call Control by Neural Networks. M.K. Sönmez T. Adali Channel Equalization by Distribution Learning: The Least Relative Entropy Algorithm. C-X. Zhang Optimal Traffic Routing Using Self-Organization Principle. J. Connor Prediction of Access Line Growth. B.P. Yuhas Toll-Fraud Detection. T. John Multistage Information Filtering Using Cascaded Neural Networks. L.R. Leerink M.A. Jabri Temporal Difference Learning Applied to Continuous Speech Recognition. T-D. Chiueh T-T. Tang L-G. Chen Vector Quantization Using Tree-Structured Self-Organizing Feature Maps. N. Karunanithi Identifying Fault-Prone Software Modules Using Connectionist Networks. S. Carter R.J. Frank D.S.W. Tansley Clone Detection in Telecommunications Software Systems: A Neural Net Approach. L. Lewis S. Sycamore Learning Index Rules and Adaptation Functions for a Communications Network Fault Resolution System. T. Sone Using Distributed Neural Networks to Identify Faults in Switching Systems. A. Chattell J.B. Brook A Neural Network Pre-Processor for a Fault Diagnosis Expert System.
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