Competitive learning algorithms for vector quantization

Original Contribution: Computer aided neural network engineering

Neural Networks

Original Contribution: Least mean square error reconstruction principle for self-organizing neural-nets

Neural Networks

Representation-burden Conservation Network Applied to Learning VQ (NPL270)

Neural Processing Letters

A Sensitivity Analysis of the Self Organizing Maps as an AdaptiveOne-pass Non-stationary Clustering Algorithm: the Case of ColorQuantization of Image Sequences

Neural Processing Letters

Improved Representation-burden Conservation Network for LearningNon-stationary VQ

Neural Processing Letters

Efficient Vector Quantization Using the WTA-Rule with Activity Equalization

Neural Processing Letters

Expansive and Competitive Learning for Vector Quantization

Neural Processing Letters

Hill-Climbing, Density-Based Clustering and Equiprobabilistic Topographic Maps

Journal of VLSI Signal Processing Systems

Self-Organizing Dynamic Graphs

Neural Processing Letters

Parallel codebook design for vector quantization on a message passing MIMD architecture

Parallel Computing - Parallel computing in image and video processing

Sequential and Parallel Neural Network Vector Quantizers

IEEE Transactions on Computers

A Multi-purpose Visual Classification System

Proceedings of the International Conference, 7th Fuzzy Days on Computational Intelligence, Theory and Applications

Nonlinear Projection with the Isotop Method

ICANN '02 Proceedings of the International Conference on Artificial Neural Networks

Entropic Measures with Radial Basis Units

ICANN '02 Proceedings of the International Conference on Artificial Neural Networks

k-Means - A Generalized k-Means Clustering Algorithm with Unknown Cluster Number

IDEAL '02 Proceedings of the Third International Conference on Intelligent Data Engineering and Automated Learning

Analyses on the Generalised Lotto-Type Competitive Learning

IDEAL '00 Proceedings of the Second International Conference on Intelligent Data Engineering and Automated Learning, Data Mining, Financial Engineering, and Intelligent Agents

Expansive and Competitive Neural Networks

IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Connectionist Models of Neurons, Learning Processes and Artificial Intelligence-Part I

Classification with Synaptic Radial Basis Units

IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Connectionist Models of Neurons, Learning Processes and Artificial Intelligence-Part I

Divided-Data Analysis in a Financial Case Classification with Multi-dendritic Neural Networks

IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Connectionist Models of Neurons, Learning Processes and Artificial Intelligence-Part I

Dynamic Topology Networks for Colour Image Compression

IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Bio-inspired Applications of Connectionism-Part II

A Pattern Reordering Approach Based on Ambiguity Detection for Online Category Learning

IEEE Transactions on Pattern Analysis and Machine Intelligence

γ-Observable neighbours for vector quantization

Neural Networks - New developments in self-organizing maps

BYY harmony learning, structural RPCL, and topological self-organizing on mixture models

Neural Networks - New developments in self-organizing maps

Reduced-search fractal block coding of images

DCC '95 Proceedings of the Conference on Data Compression

k-means: a new generalized k-means clustering algorithm

Pattern Recognition Letters

Model-based Clustering with Soft Balancing

ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining

Information-Theoretic Competitive Learning with Inverse Euclidean Distance Output Units

Neural Processing Letters

Advantages of Unbiased Support Vector Classifiers for Data Mining Applications

Journal of VLSI Signal Processing Systems

Combining spatial and colour information for content based image retrieval

Computer Vision and Image Understanding - Special issue on color for image indexing and retrieval

An intelligent system for customer targeting: a data mining approach

Decision Support Systems

Principal components analysis competitive learning

Neural Computation

Maximum Weighted Likelihood via Rival Penalized EM for Density Mixture Clustering with Automatic Model Selection

IEEE Transactions on Knowledge and Data Engineering

On Rival Penalization Controlled Competitive Learning for Clustering with Automatic Cluster Number Selection

IEEE Transactions on Knowledge and Data Engineering

Robust growing neural gas algorithm with application in cluster analysis

Neural Networks - 2004 Special issue: New developments in self-organizing systems

Magnification Control in Self-Organizing Maps and Neural Gas

Neural Computation

2005 Special Issue: Unifying cost and information in information-theoretic competitive learning

Neural Networks - 2005 Special issue: IJCNN 2005

2005 Special Issue: Efficient streaming text clustering

Neural Networks - 2005 Special issue: IJCNN 2005

A Reinforcement Learning Approach to Online Clustering

Neural Computation

Toward a successful CRM: variable selection, sampling, and ensemble

Decision Support Systems

BYY Harmony Learning on Finite Mixture: Adaptive Gradient Implementation and A Floating RPCL Mechanism

Neural Processing Letters

Preprocessing of brain stem auditory evoked potentials for diagnosing multiple sclerosis

ACST'06 Proceedings of the 2nd IASTED international conference on Advances in computer science and technology

Computational Intelligence: Concepts to Implementations

Computational Intelligence: Concepts to Implementations

A unified perspective and new results on RHT computing, mixture based learning, and multi-learner based problem solving

Pattern Recognition

Inverting mappings from smooth paths through Rn to paths through Rm: A technique applied to recovering articulation from acoustics

Speech Communication

Learning to display high dynamic range images

Pattern Recognition

Learning Image Components for Object Recognition

The Journal of Machine Learning Research

Sample-size adaptive self-organization map for color images quantization

Pattern Recognition Letters

Concerning the differentiability of the energy function in vector quantization algorithms

Neural Networks

Partial distortion entropy maximization for online data clustering

Neural Networks

Forced information and information loss in information-theoretic competitive learning

AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications

Region saliency as a measure for colour segmentation stability

Image and Vision Computing

Controlling the magnification factor of self-organizing feature maps

Neural Computation

Symbol decision equalizer using a radial basis functions neural network

NN'06 Proceedings of the 7th WSEAS International Conference on Neural Networks

An efficient k'-means clustering algorithm

Pattern Recognition Letters

Fuzzy classification using information theoretic learning vector quantization

Neurocomputing

Improved Production of Competitive Learning Rules with an Additional Term for Vector Quantization

ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I

An Robust RPCL Algorithm and Its Application in Clustering of Visual Features

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks

Reproduction and Recognition of Vowel Signals Using Single and Bagging Competitive Associative Nets

Neural Information Processing

Expansive competitive learning for kernel vector quantization

Pattern Recognition Letters

An information-theoretic approach to feature extraction in competitive learning

Neurocomputing

Enhancing and Relaxing Competitive Units for Feature Discovery

Neural Processing Letters

Combining forward and backward WTA for partially activated neural networks

ISC '07 Proceedings of the 10th IASTED International Conference on Intelligent Systems and Control

Clustering: A neural network approach

Neural Networks

A Method to Switch Multiple CAN2s for Variable Initial Temperature in Temperature Control of RCA Cleaning Solutions

ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II

Toward a successful CRM: variable selection, sampling, and ensemble

Decision Support Systems

Self-enhancement learning: self-supervised and target-creating learning

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks

Effects of widely separated clusters on lotto-type competitive learning with particle swarm features

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks

Unsupervised image categorization

Image and Vision Computing

An information-theoretic approach to feature extraction in competitive learning

AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications

Free energy-based competitive learning and minimum information production learning

AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications

Free energy-based competitive learning for self-organizing maps

AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications

Self-supervised learning by information enhancement: target-generating and spontaneous learning for competitive learning

SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics

Nonlinear dimensionality reduction of data manifolds with essential loops

Neurocomputing

Enhanced neural gas network for prototype-based clustering

Pattern Recognition

The recurrent IML-network

IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1

Progressive concept formation in self-organising maps

IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1

An N-parallel multivalued network: applications to the travelling salesman problem

IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1

Competitive learning by information maximization: eliminating dead neurons in competitive learning

ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing

Partially activated neural networks by controlling information

ICANN'07 Proceedings of the 17th international conference on Artificial neural networks

On building local models for inverse system identification with vector quantization algorithms

Neurocomputing

Text clustering using frequent itemsets

Knowledge-Based Systems

Range image registration using plane extraction by the CAN2

CIRA'09 Proceedings of the 8th IEEE international conference on Computational intelligence in robotics and automation

Improving generalization performance of bagging ensemble via Bayesian approach

CIRA'09 Proceedings of the 8th IEEE international conference on Computational intelligence in robotics and automation

Growing competitive network for tracking objects in video sequences

ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms

Realization of the conscience mechanism in CMOS implementation of winner-takes-all self-organizing neural networks

IEEE Transactions on Neural Networks

Information-theoretic enhancement learning and its application to visualization of self-organizing maps

Neurocomputing

Prostate cancer prognosis evaluation assisted by neural networks

WSEAS Transactions on Computers

A cooperative and penalized competitive learning approach to Gaussian mixture clustering

ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III

A stage by stage pruning algorithm for detecting the number of clusters in a dataset

ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing

Unsupervised learning for expert-based software quality estimation

HASE'04 Proceedings of the Eighth IEEE international conference on High assurance systems engineering

An analysis of speaker recognition using bagging CAN2 and pole distribution of speech signals

ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I

Minimax non-redundant channel coding for vector quantization

ICASSP'93 Proceedings of the 1993 IEEE international conference on Acoustics, speech, and signal processing: image and multidimensional signal processing - Volume V

A review on particle swarm optimization algorithms and their applications to data clustering

Artificial Intelligence Review

Maximizing the ratio of information to its cost in information theoretic competitive learning

ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II

Automatic inference of cabinet approval ratings by information-theoretic competitive learning

ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II

Image compression by vector quantization with recurrent discrete networks

ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II

Perspectives of self-adapted self-organizing clustering in organic computing

BioADIT'06 Proceedings of the Second international conference on Biologically Inspired Approaches to Advanced Information Technology

Evolutionary generation of prototypes for a learning vector quantization classifier

EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing

The mahalanobis distance based rival penalized competitive learning algorithm

ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I

Dynamic competitive learning

ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I

Rival penalized fuzzy competitive learning algorithm

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

A competitive-based method for determining the number of groups: a clinical application

IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems

Ensemble of competitive associative nets and a method to select an effective number of units

ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I

SOM and neural gas as graduated nonconvexity algorithms

ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part III

Naive bayesian multistep speaker recognition using competitive associative nets

ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part I

Software note: Rival penalized competitive learning (RPCL): a topology-determining algorithm for analyzing gene expression data

Computational Biology and Chemistry

Comparison of competitive learning for SOM used in classification of partial discharge

HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II

Double enhancement learning for explicit internal representations: unifying self-enhancement and information enhancement to incorporate information on input variables

Applied Intelligence

Clustering through SOM consistency

ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part I

Image retrieval based on GA integrated color vector quantization and curvelet transform

ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I

Interactive visualization of function fields by range-space segmentation

EuroVis'09 Proceedings of the 11th Eurographics / IEEE - VGTC conference on Visualization

Robust controller for flexible specifications using difference signals and competitive associative nets

ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V

Multistep speaker identification using gibbs-distribution-based extended bayesian inference for rejecting unregistered speaker

ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V

Categorical-and-numerical-attribute data clustering based on a unified similarity metric without knowing cluster number

Pattern Recognition

Magnitude Sensitive Competitive Learning

Neurocomputing

Evolving soft subspace clustering

Applied Soft Computing