Neural maps and topographic vector quantization

No abstract is available for this paper.

• Publication year

  1999

• Venue

  Neural Networks

• Publication date

  1999-06-01

• Fields of study

  Mathematics, Computer Science, Medicine

• Identifiers
  DOI 10.1016/S0893-6080(99)00027-1PMID 12662676
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• Theoretical aspects of the SOM algorithm

  1998cited by this paper
• Transmission of vector quantized data over a noisy channel

  1997cited by this paper
• A unifying measure for neighbourhood preservation in topographic mappings

  1997cited by this paper
• Growing a hypercubical output space in a self-organizing feature map

  1997cited by this paper
• Topology preservation in self-organizing feature maps: exact definition and measurement

  1997cited by this paper
• A Unifying Objective Function for Topographic Mappings

  1997cited by this paper
• Comparing Self-Organizing Maps

  1996cited by this paper
• Controlling the Magnification Factor of Self-Organizing Feature Maps

  1996cited by this paper
• Limitations of Self-organizing Maps for Vector Quantization and Multidimensional Scaling

  1996cited by this paper
• Constructing principal manifolds in sparse data sets by self-organizing maps with self-regulating neighborhood width

  1996cited by this paper
• Topology analysis of data space using self-organizing feature map

  1995cited by this paper
• Increasing the Error Tolerance in Transmission of Vector Quantized Images by Self-organizing Map 1. Image Vector Quantization Using Self-organizing Maps

  1995cited by this paper
• An index of topological preservation for feature extraction

  1995cited by this paper
• CCA : "Curvilinear component analysis"

  1995cited by this paper
• The Canonical Metric For Vector Quantization

  1995cited by this paper
• A Novel Approach to Measure the Topology Preservation of Feature Maps

  1994cited by this paper
• Topology representing networks

  1994cited by this paper
• Growing cell structures--A self-organizing network for unsupervised and supervised learning

  1994cited by this paper
• Kohonen neural networks for optimal colour quantization

  1994cited by this paper
• Critical phenomena in self-organizing feature maps: Ginzburg-Landau approach.

  1994cited by this paper
• Parametrized Self-Organizing Maps for Vision Learning Tasks

  1994cited by this paper
• Competitive Hebbian Learning Rule Forms Perfectly Topology Preserving Maps

  1993cited by this paper
• Analyzing Kohonen Maps with Geometry

  1993cited by this paper
• Neural computation and self-organizing maps, an introduction

  1993cited by this paper
• An index of topological preservation and its application to self-organizing feature maps

  1993cited by this paper
• Parametrized Self-Organizing Maps

  1993cited by this paper
• Quantifying the neighborhood preservation of self-organizing feature maps

  1992cited by this paper
• A nonlinear projection method based on Kohonen's topology preserving maps

  1992cited by this paper
• Analysing the chaotic motion of a driven pendulum

  1992cited by this paper
• Optimal adaptive k-means algorithm with dynamic adjustment of learning rate

  1991cited by this paper
• A dimension reduction framework for understanding cortical maps

  1990cited by this paper
• Derivation of a class of training algorithms

  1990cited by this paper
• Recognition of isolated words based on psychoacoustics and neurobiology

  1990cited by this paper
• Reducing transmission error effects using a self-organizing network

  1989cited by this paper
• Optimal numberings of an N N array

  1986cited by this paper
• Measuring the Strangeness of Strange Attractors

  1983cited by this paper
• A Nonlinear Feature Extraction Algorithm Using Distance Transformation

  1972cited by this paper
• A Nonlinear Mapping for Data Structure Analysis

  1969cited by this paper
• Multidimensional scaling: I. Theory and method

  1952cited by this paper

• Biogeochemical dynamics of the sea-surface microlayer in a multidisciplinary mesocosm study

  2025cites this paper
• The ESG Patterns of Emerging-Market Companies: Are There Differences in Their Sustainable Behavior after COVID-19?

  2024cites this paper
• Analyzing Quality Measurements for Dimensionality Reduction

  2023cites this paper
• Topological structural analysis based on self-adaptive growing neural network for shape feature extraction

  2022cites this paper
• Learning vector quantization as an interpretable classifier for the detection of SARS-CoV-2 types based on their RNA sequences

  2021cites this paper
• Smoothed self-organizing map for robust clustering

  2020cites this paper
• Analysis of SARS-CoV-2 RNA-Sequences by Interpretable Machine Learning Models

  2020cites this paper
• Improving Feature Map Quality of SOM Based on Adjusting the Neighborhood Function

  2019cites this paper
• Unsupervised Learning

  2018cites this paper
• ELMVIS+: Fast nonlinear visualization technique based on cosine distance and extreme learning machines

  2016cites this paper
• Self-Organizing Maps With Homogeneous Refractory Periods

  2016cites this paper
• Extreme learning machines: Novel extensions and application to big data

  2016cites this paper
• Enhancing Visual Clustering Using Adaptive Moving Self-Organizing Maps (AMSOM)

  2016cites this paper
• U-array: Extensão da U-matrix para Mapas Auto-Organizáveis com Espaço de Saída 3-D

  2016cites this paper
• AMSOM: Adaptive Moving Self-organizing Map for Clustering and Visualization

  2016cites this paper
• IMPROVING THE QUALITY OF SELF-ORGANIZING MAP BY “ DIFFERENT ELEMENTS ” COMPETITIVE STRATEGY

  2015cites this paper
• Analysing the information contributions and anatomical arrangement of neurons in population codes

  2015influential citation
• Topology-Preserving Ordering of the RGB Space with an Evolutionary Algorithm

  2015cites this paper
• Self-organizing maps whose topologies can be learned with adaptive binary search trees using conditional rotations

  2015cites this paper
• Self-Organizing Maps for imprecise data

  2014cites this paper
• Wavelet‐based self‐organizing maps for classifying multivariate time series

  2014cites this paper
• Detecting and Quantifying Topography in Neural Maps

  2014cites this paper
• Self-Organizing Map Formation with a Selectively Refractory Neighborhood

  2014cites this paper
• Topology-oriented self-organizing maps: a survey

  2014cites this paper
• The Application of Divergences in Prototype Based Vector Quantization

  2014cites this paper
• Computer Vision Applications of Self-Organizing Neural Networks

  2013cites this paper
• A Gravitational Approach for Enhancing Cluster Visualization in Self-Organizing Maps

  2013cites this paper
• Cortical plasticity, dynamic neural fields and self-organization. (Plasticité corticale, champs neuronaux dynamiques et auto-organisation)

  2013cites this paper
• 3D Hand Pose Estimation with Neural Networks

  2013cites this paper
• 3D gesture recognition with growing neural gas

  2013cites this paper
• Clustering the self-organizing map through the identification of core neuron regions

  2013cites this paper
• MIGSOM: Multilevel Interior Growing Self-Organizing Maps for High Dimensional Data Clustering

  2012cites this paper
• Autonomous Growing Neural Gas for applications with time constraint: Optimal parameter estimation

  2012cites this paper
• Fuzzy Supervised Self-Organizing Map for Semi-supervised Vector Quantization

  2012cites this paper
• Mining Chemical Reactions Using Neighborhood Behavior and Condensed Graphs of Reactions Approaches

  2012cites this paper
• Graph-Based Dimensionality Reduction

  2012cites this paper
• Dimensionality Reduction

  2011cites this paper
• Visualização e Análise de Agrupamentos Usando Redes Auto-Organizáveis, Segmentação de Imagens e Índices de Validação

  2011cites this paper
• Magnification in divergence based neural maps

  2011cites this paper
• Machine fusion to enhance the topology preservation of vector quantization artificial neural networks

  2011cites this paper
• Topographic Mapping of Dissimilarity Data

  2011cites this paper
• Imposing tree-based topologies onto self organizing maps

  2011cites this paper
• Determining an Optimal Seismic Network Configuration Using Self-Organizing Maps

  2011cites this paper
• Midpoint radius self-organizing maps for interval-valued data with telecommunications application

  2011cites this paper
• Chapter 1 Graph-based dimensionality reduction

  2011cites this paper
• Fast Autonomous Growing Neural Gas

  2011cites this paper
• Cluster Analysis of Cortical Pyramidal Neurons Using SOM

  2010cites this paper
• Self Organized Swarms for cluster preserving Projections of high-dimensional Data

  2010cites this paper
• Kullback-Leibler Divergence Based Kernel SOM for Visualization of Damage Process on Fuel Cells

  2010cites this paper
• The Generation of Experimental Data for Computational Testing in Optimization

  2010cites this paper
• Improvements Quality of Kohonen Maps Using Dimension Reduction Methods

  2010cites this paper
• Fusion of Topology Preserving Neural Networks

  2009cites this paper
• Topographic mapping of dissimilarity datasets

  2009cites this paper
• Swarm-Organized Projection for Topographic Mapping

  2009cites this paper
• Self-Organizing Maps with Non-cooperative Strategies (SOM-NC)

  2009cites this paper
• Using Bayesian Blocks to Partition Self-Organizing Maps

  2008cites this paper
• The Meaningful Fractal Fuzzy Dimension applied to the design of self organizing maps

  2008cites this paper
• Under Consideration for Publication in Knowledge and Information Systems Evolving Trees for the Retrieval of Mass Spectrometry Based Bacteria Fingerprints

  2008cites this paper
• Topology Preservation and Cooperative Learning in Identification of Multiple Model Systems

  2008cites this paper
• Meteorological data analysis using self‐organizing maps

  2008cites this paper
• Temporal self-organizing maps for telecommunications market segmentation

  2008cites this paper
• Data integration constraints for consistent data redundancy in fuzzy databases

  2008cites this paper
• Investigation of psycho-physiological interactions between patient and therapist during a psychodynamic therapy and their relation to speech using in terms of entropy analysis using a neural network approach

  2008cites this paper
• Experiments with real-world data: the acoustic-to-articulatory mapping problem

  2007cites this paper
• Segmentação de mapas auto-organizáveis com espaço de saída 3-D

  2007cites this paper
• A Quick Assessment of Topology Preservation for SOM Structures

  2007cites this paper
• Self-organizing Maps with Refractory Period

  2007cites this paper
• Unsupervised clustering of fMRI and MRI time series

  2007cites this paper
• The activation frequency self-organizing map (AFSOM)

  2007cites this paper
• Learning 2D Hand Shapes Using the Topology Preservation Model GNG

  2006cites this paper
• Topological Correlation

  2006cites this paper
• Magnification Control in Self-Organizing Maps and Neural Gas

  2006cites this paper
• Understanding and reducing variability of SOM neighbourhood structure

  2006cites this paper
• Learning 2D Hand Shapes Using the Topology

  2006cites this paper
• Statistical Properties of Lattices Affect Topographic Error in Self-organizing Maps

  2005cites this paper
• Supervised Neural Gas with General Similarity Measure

  2005cites this paper
• Application of Unsupervised Clustering Methods to Medical Imaging

  2005cites this paper
• Classification non supervisée pour la visualisation de données structurées et la construction de prototypes

  2005influential citation
• The architecture of emergent self-organizing maps to reduce projection errors

  2005cites this paper
• Grading Textured Surfaces with Automated Soft Clustering in a Supervised SOM

  2004cites this paper
• Fractal fuzzy decision-making: what is the adequate dimension for self-organizing maps?

  2004cites this paper
• Evolutionary algorithms with neighborhood cooperativeness according to neural maps

  2004cites this paper
• Theory and applications of neural maps

  2004cites this paper
• Expanding Self-Organizing Map for data visualization and cluster analysis

  2004cites this paper
• Geodesic Topographic Product: An Improvement to Measure Topology Preservation of Self-Organizing Neural Networks

  2004cites this paper
• Bibliography of Self-Organizing Map SOM) Papers: 1998-2001 Addendum

  2003cites this paper
• REDUCTION OF A COMPLEX BIOGEOCHEMICAL MODEL WITH NEURAL NETWORK AND CLUSTERING TECHNIQUES

  2003cites this paper
• New methods for self-organising map visual analysis

  2003cites this paper
• Mathematical Aspects of Neural Networks

  2003cites this paper
• Enhancement of topology preservation and hierarchical dynamic self-organising maps for data visualisation

  2003influential citation
• Scalable model-based clustering algorithms for large databases and their applications

  2002cites this paper
• 2002 Special Issue Self-organizing maps with recursive neighborhood adaptation

  2002cites this paper
• A self-organizing map with expanding force for data clustering and visualization

  2002cites this paper
• Self-organizing maps with recursive neighborhood adaptation

  2002cites this paper
• Mapping the Growing Neural Gas to Situation Calculus

  2002cites this paper
• Neural maps for faithful data modelling in medicine - state-of-the-art and exemplary applications

  2002cites this paper
• Enhanced topology preservation of Dynamic Self-Organising Maps for data visualisation

  2001cites this paper
• On the Emulation of Kohonen's Self-Organization via Single-Map Metropolis-Hastings Algorithms

  2001cites this paper
• Evolving High-Posterior Self-Organizing Maps

  2001cites this paper
• Measures for the organization of self-organizing maps

  2001cites this paper