Artificial Neural Networks: A Tutorial

Authors:
Anil K. Jain;Jianchang Mao;K. M. Mohiuddin
Affiliations:
-;-;-
Venue:
Computer - Special issue: neural computing: companion issue to Spring 1996 IEEE Computational Science & Engineering
Year:
1996

Citing 11
Cited 80

Parallel distributed processing: explorations in the microstructure of cognition, vol. 2: psychological and biological models

Parallel distributed processing: explorations in the microstructure of cognition, vol. 2: psychological and biological models
Computing with Structured Neural Networks

Computer
Neurocomputing: foundations of research

Neurocomputing: foundations of research
Self-organization and associative memory: 3rd edition

Self-organization and associative memory: 3rd edition
Introduction to the theory of neural computation

Introduction to the theory of neural computation
Neural networks: computers with intuition

Neural networks: computers with intuition
Logical versus analogical or symbolic versus connectionist or neat versus scruffy

AI Magazine
Neural Networks: A Comprehensive Foundation

Neural Networks: A Comprehensive Foundation
Pattern Recognition by Self-Organizing Neural Networks

Pattern Recognition by Self-Organizing Neural Networks
DARPA Neural Network Stdy

DARPA Neural Network Stdy
Perceptrons: An Introduction to Computational Geometry

Perceptrons: An Introduction to Computational Geometry

Feature Extraction From Wavelet Coefficients for Pattern Recognition Tasks

IEEE Transactions on Pattern Analysis and Machine Intelligence
Statistical Pattern Recognition: A Review

IEEE Transactions on Pattern Analysis and Machine Intelligence
Data clustering: a review

ACM Computing Surveys (CSUR)
Transfusion Cost Containment for Abdominal Surgery with Neural Networks

Neural Processing Letters
Control of a Robotic Manipulator Using Artificial Neural Networks with On-line Adaptation

Neural Processing Letters
An Artificial Neural Network Approach to Diagnosing Epilepsy Using Lateralized Bursts of Theta EEGs

Journal of Medical Systems
Identifying Objects in Procedural Programs Using Clustering Neural Networks

Automated Software Engineering
Evaluation of Neural and Genetic Algorithms for Synthesizing Parallel Storage Schemes

International Journal of Parallel Programming
An Enhanced Neural Network Technique for Software Risk Analysis

IEEE Transactions on Software Engineering
Using Taxonomy, Discriminants, and Signatures for Navigating in Text Databases

VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Handwriting Quality Evaluation

ICAPR '01 Proceedings of the Second International Conference on Advances in Pattern Recognition
Comparative Study of Neural Network Controllers for Nonlinear Dynamic Systems

AI '00 Proceedings of the 13th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
Scalable feature selection, classification and signature generation for organizing large text databases into hierarchical topic taxonomies

The VLDB Journal — The International Journal on Very Large Data Bases
Vision-based quality control in poultry processing

Machine vision for the inspection of natural products
A New Chain-code Quantization Approach Enabling High Performance Handwriting Recognition based on Multi-Classifier Schemes

ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
Dynamic modelling of a single-link flexible manipulator: parametric and non-parametric approaches

Robotica
Neural Network Based Minutiae Filtering in Fingerprints

ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 2 - Volume 2
Training a multi-layer feedforward neural network to play Othello using the backpropogation algorithm and reinforcement learning

Journal of Computing Sciences in Colleges
Learning the Topological Properties of Brain Tumors

IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Learning to crawl: Comparing classification schemes

ACM Transactions on Information Systems (TOIS)
Benefit of multiclassifier systems for Arabic handwritten words recognition

ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
Arabic word recognition by classifiers and context

Journal of Computer Science and Technology
Analysis & comparison of neural network training algorithms for the joint time-frequency analysis

AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
Statistical Test Compaction Using Binary Decision Trees

IEEE Design & Test
Resource Discovery in a European Spatial Data Infrastructure

IEEE Transactions on Knowledge and Data Engineering
Application of the mutual information minimization to speaker recognition/identification improvement

Neurocomputing
The use of artificial neural networks to stratify the length of stay of cardiac patients based on preoperative and initial postoperative factors

Artificial Intelligence in Medicine
Self-training classifier of natural-language texts

Cybernetics and Systems Analysis
Forecasting Thailand's rice export: Statistical techniques vs. artificial neural networks

Computers and Industrial Engineering
Quantitative software security risk assessment model

Proceedings of the 2007 ACM workshop on Quality of protection
Predictive factors of glycemic control: a comparison of decision tree and neural networks

ACOS'07 Proceedings of the 6th Conference on WSEAS International Conference on Applied Computer Science - Volume 6
Traveling salesperson problem and neural networks: a complete algorithm in matrix form

ICCOMP'07 Proceedings of the 11th WSEAS International Conference on Computers
Application of neural networks in short-term load forecasting

MMACTE'05 Proceedings of the 7th WSEAS International Conference on Mathematical Methods and Computational Techniques In Electrical Engineering
Artificial Intelligence techniques: An introduction to their use for modelling environmental systems

Mathematics and Computers in Simulation
Role management in adhoc networks

SpringSim '07 Proceedings of the 2007 spring simulaiton multiconference - Volume 1
Automated recognition of patients with obstructive sleep apnoea using wavelet-based features of electrocardiogram recordings

Computers in Biology and Medicine
Support vector regression and multilayer feed forward neural networks for non-exercise prediction of VO2max

Expert Systems with Applications: An International Journal
Wafer defect pattern recognition by multi-class support vector machines by using a novel defect cluster index

Expert Systems with Applications: An International Journal
Prediction of street tree morphological parameters using artificial neural networks

Computers and Electronics in Agriculture
Mathematical modeling and efficient optimization methods for the distance-dependent rearrangement clustering problem

Journal of Global Optimization
Support vector machines for automated recognition of obstructive sleep apnea syndrome from ECG recordings

IEEE Transactions on Information Technology in Biomedicine
Computational intelligence in gait research: a perspective on current applications and future challenges

IEEE Transactions on Information Technology in Biomedicine - Special section on computational intelligence in medical systems
Performance evaluation of classification methods in cultural modeling

ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
Classifiers combination and syntax analysis for Arabic literal amount recognition

Engineering Applications of Artificial Intelligence
Statistical models to assess the health effects and to forecast ground-level ozone

Environmental Modelling & Software
Input space transformations for multi-classifier systems based on n-tuple classifiers with application to handwriting recognition

MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
Nonlinear predictive models: overview and possibilities in speaker recognition

Progress in nonlinear speech processing
Study on evaluation methods of flood disaster grade: attribute recognition analysis and BP neural network

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 4
The mathematical foundation and a step by step description for 17 algorithms on artificial neural networks

AIKED'10 Proceedings of the 9th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
A network flow model for biclustering via optimal re-ordering of data matrices

Journal of Global Optimization
Investigating the behaviour of radial basis function networks in regression and classification of geospatial data

IDEAL'10 Proceedings of the 11th international conference on Intelligent data engineering and automated learning
Data mining applications in hydrocarbon exploration

Artificial Intelligence Review
Traffic flow condition classification for short sections using single microwave sensor

EURASIP Journal on Advances in Signal Processing - Special title on vehicular ad hoc networks
Wavelet Neural Network for Corrections Prediction in Single-Frequency GPS Users

Neural Processing Letters
A neural network algorithm in matrix form and a heuristic greedy method for traveling salesperson problem

ACMOS'07 Proceedings of the 9th WSEAS international conference on Automatic control, modelling and simulation
Applying ANNs into constructing the CLV discriminant model

DNCOCO'06 Proceedings of the 5th WSEAS international conference on Data networks, communications and computers
A complete sequential learning algorithm for RBF neural networks with applications

MMACTEE'06 Proceedings of the 8th WSEAS international conference on Mathematical methods and computational techniques in electrical engineering
Performance prediction of a parallel Monte Carlo application: a neural network approach

EC'05 Proceedings of the 6th WSEAS international conference on Evolutionary computing
Cost-sensitive neural networks and editing techniques for imbalance problems

MCPR'10 Proceedings of the 2nd Mexican conference on Pattern recognition: Advances in pattern recognition
Human-centered visualization environments

Human-centered visualization environments
Optimization of feed-forward neural networks configuration used for bridge condition rating approximation

EMESEG'10 Proceedings of the 3rd WSEAS international conference on Engineering mechanics, structures, engineering geology
Predict on-shelf product availability in grocery retailing with classification methods

Expert Systems with Applications: An International Journal
A neural network based methodology for performance evaluation of parallel systems

AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Neural network based emotion estimation using heart rate variability and skin resistance

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
An efficient feature extraction method for the middle-age character recognition

ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part II
Suitability of two associative memory neural networks to character recognition

AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Study of a committee of neural networks for biometric hand-geometry recognition

IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Crack detection in wooden pallets using the wavelet transform of the histogram of connected elements

IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Nonlinear speech processing: overview and possibilities in speech coding

Nonlinear Speech Modeling and Applications
On the usefulness of almost-redundant information for pattern recognition

Nonlinear Speech Modeling and Applications
Intelligent on/off dynamic link management for on-chip networks

Journal of Electrical and Computer Engineering - Special issue on Networks-on-Chip: Architectures, Design Methodologies, and Case Studies
Software evolution and natural processes: a taxonomy of approaches

ISIICT'09 Proceedings of the Third international conference on Innovation and Information and Communication Technology
Natural occurrence of nocturnal hypoglycemia detection using hybrid particle swarm optimized fuzzy reasoning model

Artificial Intelligence in Medicine
Advancing interconnect density for spiking neural network hardware implementations using traffic-aware adaptive network-on-chip routers

Neural Networks
Multilayer perceptron classification of unknown volatile chemicals from the firing rates of insect olfactory sensory neurons and its application to biosensor design

Neural Computation
Heuristic-based neural networks for stochastic dynamic lot sizing problem

Applied Soft Computing
An indication of unification for different clustering approaches

Pattern Recognition
Age classification based on back-propagation network

Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Research on electromagnetic coupling artificial neural network with spatial topology

BICS'13 Proceedings of the 6th international conference on Advances in Brain Inspired Cognitive Systems
Prediction of energy's environmental impact using a three-variable time series model

Expert Systems with Applications: An International Journal

Quantified Score

Hi-index	0.01

Visualization

Abstract

Numerous advances have been made in developing intelligent programs, some inspired by biological neural networks. Researchers from many scientific disciplines are designing artificial neural networks (ANNs) to solve a variety of problems in pattern recognition, prediction, optimization, associative memory, and control. Although successful conventional applications can be found in certain well-constrained environments, none is flexible enough to perform well outside its domain. ANNs provide exciting alternatives, and many applications could benefit from using them. This article is for those readers with little or no knowledge of ANNs to help them understand the other articles in this issue of Computer. It discusses the motivation behind the development of ANNs; describes the basic biological neuron and the artificial computation model; outlines network architectures and learning processes; and presents multilayer feed-forward networks, Kohonen's self-organizing maps, Carpenter and Grossberg's Adaptive Resonance Theory models, and the Hopfield network. It concludes with character recognition, a successful ANN application.