Kalman filter implementation of self-organizing feature maps
Neural Computation
On the Characteristics of Growing Cell Structures (GCS) Neural Network
Neural Processing Letters
A Novel Self-Creating Neural Network for Learning Vector Quantization
Neural Processing Letters
Measures for the organization of self-organizing maps
Self-Organizing neural networks
Extensions and modifications of the Kohenen-SOM and applications in remote sensing image analysis
Self-Organizing neural networks
Self-organizing maps and financial forecasting: an application
Self-Organizing neural networks
Shape dimension and approximation from samples
SODA '02 Proceedings of the thirteenth annual ACM-SIAM symposium on Discrete algorithms
Intrinsic Dimension Estimation of Data: An Approach Based on Grassberger–Procaccia's Algorithm
Neural Processing Letters
Cluster Analysis of Biomedical Image Time-Series
International Journal of Computer Vision
Estimating the Intrinsic Dimension of Data with a Fractal-Based Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
Using Humanoid Robots to Study Human Behavior
IEEE Intelligent Systems
Classification of heart sounds using an artificial neural network
Pattern Recognition Letters
Exemplar-Based Face Recognition from Video
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Evolution Strategy with Neighborhood Attraction Using a Neural Gas Approach
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
RSCTC '00 Revised Papers from the Second International Conference on Rough Sets and Current Trends in Computing
Speech Dimensionality Analysis on Hypercubical Self-Organizing Maps
Neural Processing Letters
γ-Observable neighbours for vector quantization
Neural Networks - New developments in self-organizing maps
A self-organising network that grows when required
Neural Networks - New developments in self-organizing maps
Generalized relevance learning vector quantization
Neural Networks - New developments in self-organizing maps
Shape dimension and intrinsic metric from samples of manifolds with high co-dimension
Proceedings of the nineteenth annual symposium on Computational geometry
Think globally, fit locally: unsupervised learning of low dimensional manifolds
The Journal of Machine Learning Research
Probabilistic recognition of human faces from video
Computer Vision and Image Understanding - Special issue on Face recognition
Interpolating scattered data using 2D self-organizing feature maps
Graphical Models
Journal of Intelligent and Robotic Systems
Supervised Neural Gas with General Similarity Measure
Neural Processing Letters
Neural maps in remote sensing image analysis
Neural Networks - 2003 Special issue: Neural network analysis of complex scientific data: Astronomy and geosciences
Manifold reconstruction from point samples
SODA '05 Proceedings of the sixteenth annual ACM-SIAM symposium on Discrete algorithms
Recursive self-organizing network models
Neural Networks - 2004 Special issue: New developments in self-organizing systems
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
Neural Networks - 2005 Special issue: IJCNN 2005
Constructive Incremental Learning from Only Local Information
Neural Computation
Choosing representative data items: Kohonen, neural gas or mixture model?
Enhanced methods in computer security, biometric and artificial intelligence systems
Computer Vision and Image Understanding
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
Online data visualization using the neural gas network
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
Unsupervised learning with normalised data and non-Euclidean norms
Applied Soft Computing
Engineering Applications of Artificial Intelligence
Magnification control for batch neural gas
Neurocomputing
Weak witnesses for Delaunay triangulations of submanifolds
Proceedings of the 2007 ACM symposium on Solid and physical modeling
Robust non-linear dimensionality reduction using successive 1-dimensional Laplacian Eigenmaps
Proceedings of the 24th international conference on Machine learning
A SVM-based cursive character recognizer
Pattern Recognition
Validating neural network-based online adaptive systems: a case study
Software Quality Control
KI '07 Proceedings of the 30th annual German conference on Advances in Artificial Intelligence
Matrix Learning for Topographic Neural Maps
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Fuzzy Growing Hierarchical Self-Organizing Networks
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part II
Prototype Proliferation in the Growing Neural Gas Algorithm
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part II
Hybrid GNG Architecture Learns Features in Images
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
DS '08 Proceedings of the 11th International Conference on Discovery Science
Exploring Topology Preservation of SOMs with a Graph Based Visualization
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
Learning Topologic Maps with Growing Neural Gas
KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference
Patch clustering for massive data sets
Neurocomputing
Using conditional FCM to mine event-related brain dynamics
Computers in Biology and Medicine
Median Topographic Maps for Biomedical Data Sets
Similarity-Based Clustering
Learning Highly Structured Manifolds: Harnessing the Power of SOMs
Similarity-Based Clustering
Self-Organizing Maps versus Growing Neural Gas in a Robotic Application
IWANN '03 Proceedings of the 7th International Work-Conference on Artificial and Natural Neural Networks: Part II: Artificial Neural Nets Problem Solving Methods
Topology Preserving Visualization Methods for Growing Self-Organizing Maps
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Visual Surveillance of Objects Motion Using GNG
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part II: Distributed Computing, Artificial Intelligence, Bioinformatics, Soft Computing, and Ambient Assisted Living
5th Annual International Conference on Mobile and Ubiquitous Systems: Computing, Networking, and Services
On the role of hierarchy for neural network interpretation
IJCAI'97 Proceedings of the Fifteenth international joint conference on Artifical intelligence - Volume 2
Robust incremental growing multi-experts network
Applied Soft Computing
Short communication: Visualizing the dual space of biological molecules
Computational Biology and Chemistry
A toolbox for K-centroids cluster analysis
Computational Statistics & Data Analysis
Computer Vision and Image Understanding
A survey of evolutionary algorithms for clustering
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Nonlinear dimensionality reduction by locally linear inlaying
IEEE Transactions on Neural Networks
Exploiting data topology in visualization and clustering of self-organizing maps
IEEE Transactions on Neural Networks
Clustering: A neural network approach
Neural Networks
SPARCL: an effective and efficient algorithm for mining arbitrary shape-based clusters
Knowledge and Information Systems
Surface Reconstruction Method Based on a Growing Self-Organizing Map
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
A spectral distribution approach to fingerprint verification
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
A growing self-organizing network for reconstructing curves and surfaces
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
A robust nonlinear projection method using the neural gas network
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Medical image compression using topology-preserving neural networks
Engineering Applications of Artificial Intelligence
A multi-level abstraction model for competitive learning neural networks
AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
Unsupervised recursive sequence processing
Neurocomputing
Enhanced neural gas network for prototype-based clustering
Pattern Recognition
Medial set, boundary, and topology of random point sets
Proceedings of the 11th international conference on Theoretical foundations of computer vision
Lyapunov analysis of neural network stability in an adaptive flight control system
SSS'03 Proceedings of the 6th international conference on Self-stabilizing systems
A relaxation algorithm influenced by self-organizing maps
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Adaptive representation of objects topology deformations with growing neural gas
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Neural gas clustering for dissimilarity data with continuous prototypes
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
Growing self-reconstruction maps
IEEE Transactions on Neural Networks
Visualization of topology representing networks
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Topology representing network map: a new tool for visualization of high-dimensional data
Transactions on computational science I
Graph based representations of density distribution and distances for self-organizing maps
IEEE Transactions on Neural Networks
Learning-based robot vision: principles and applications
Learning-based robot vision: principles and applications
Topographic mapping of large dissimilarity data sets
Neural Computation
Neighborhood graphs, stripes and shadow plots for cluster visualization
Statistics and Computing
Novelty detection for a neural network-based online adaptive system
COMPSAC-W'05 Proceedings of the 29th annual international conference on Computer software and applications conference
Approximate solution of the multiple watchman routes problem with restricted visibility range
IEEE Transactions on Neural Networks
Local matrix adaptation in topographic neural maps
Neurocomputing
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Computer Science - Research and Development
Visual object tracking by an evolutionary self-organizing neural network
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Evolutionary neural networks for practical applications
Surveillance and human-computer interaction applications of self-growing models
Applied Soft Computing
Fast image representation with GPU-based growing neural gas
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part II
Video and image processing with self-organizing neural networks
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part II
Object representation with self-organising networks
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part II
Density as the segregation mechanism in fish school search for multimodal optimization problems
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part II
A Skeletonizing Reconfigurable Self-Organizing Model: Validation Through Text Recognition
Neural Processing Letters
Prototype-based classification of dissimilarity data
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
Growing neural gas for vision tasks with time restrictions
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Learning 2D hand shapes using the topology preservation model GNG
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
CIARP'05 Proceedings of the 10th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis and Applications
Performance estimation of a neural network-based controller
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Automatically building 2D statistical shapes using the topology preservation model GNG
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Nonlinear projection using geodesic distances and the neural gas network
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
Global coordination based on matrix neural gas for dynamic texture synthesis
ANNPR'10 Proceedings of the 4th IAPR TC3 conference on Artificial Neural Networks in Pattern Recognition
Predicting with confidence – an improved dynamic cell structure
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
An approach to v&v of embedded adaptive systems
FAABS'04 Proceedings of the Third international conference on Formal Approaches to Agent-Based Systems
Automatic landmarking of 2d medical shapes using the growing neural gas network
CVBIA'05 Proceedings of the First international conference on Computer Vision for Biomedical Image Applications
Self-organizing map with input data represented as graph
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Measuring GNG topology preservation in computer vision applications
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Vector quantization based approximate spectral clustering of large datasets
Pattern Recognition
Surface creation on unstructured point sets using neural networks
Computer-Aided Design
Topological estimation using witness complexes
SPBG'04 Proceedings of the First Eurographics conference on Point-Based Graphics
WADS'07 Proceedings of the 10th international conference on Algorithms and Data Structures
Finding short structural motifs for re-construction of proteins 3D structure
Applied Soft Computing
Self-organizing maps with a time-varying structure
ACM Computing Surveys (CSUR)
Model probability in self-organising maps
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advences in computational intelligence - Volume Part II
3D hand pose estimation with neural networks
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advences in computational intelligence - Volume Part II
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