Models for Audiovisual Fusion in a Noisy-Vowel Recognition Task
Journal of VLSI Signal Processing Systems - special issue on multimedia signal processing
Fractional-Step Dimensionality Reduction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Piecewise Linear Projection Based on Self-Organizing Map
Neural Processing Letters
Straight monotonic embedding of data sets in Euclidean spaces
Neural Networks
Genetic Algorithm Visualization Using Self-organizing Maps
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
Nonlinear Projection with the Isotop Method
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Speech Dimensionality Analysis on Hypercubical Self-Organizing Maps
Neural Processing Letters
Statistical tools to assess the reliability of self-organizing maps
Neural Networks - New developments in self-organizing maps
Self-organizing maps with recursive neighborhood adaptation
Neural Networks - New developments in self-organizing maps
Distance-preserving mapping of patterns to 3-space
Pattern Recognition Letters
Shape variability and spatial relationships modeling in statistical pattern recognition
Pattern Recognition Letters
Distance-preserving projection of high dimensional data
Pattern Recognition Letters
Visualization of high-dimensional data with relational perspective map
Information Visualization
Distance-Preserving Projection of High-Dimensional Data for Nonlinear Dimensionality Reduction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Building connected neighborhood graphs for isometric data embedding
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Building k Edge-Disjoint Spanning Trees of Minimum Total Length for Isometric Data Embedding
IEEE Transactions on Pattern Analysis and Machine Intelligence
Auto-associative models and generalized principal component analysis
Journal of Multivariate Analysis
Building k-edge-connected neighborhood graph for distance-based data projection
Pattern Recognition Letters
Building k-Connected Neighborhood Graphs for Isometric Data Embedding
IEEE Transactions on Pattern Analysis and Machine Intelligence
Data embedding techniques and applications
Proceedings of the 2nd international workshop on Computer vision meets databases
Understanding and reducing variability of SOM neighbourhood structure
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
Local multidimensional scaling
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
Face detection in gray scale images using locally linear embeddings
Computer Vision and Image Understanding
Comparison of visualization methods for an atlas of gene expression data sets
Information Visualization
An integrative approach for biological data mining and visualisation
International Journal of Data Mining and Bioinformatics
Localization applying an efficient neural network mapping
Proceedings of the 1st international conference on Autonomic computing and communication systems
ANNPR '08 Proceedings of the 3rd IAPR workshop on Artificial Neural Networks in Pattern Recognition
Cooperative node localization using nonlinear data projection
ACM Transactions on Sensor Networks (TOSN)
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
Using the patient's questionnaire data to screen laryngeal disorders
Computers in Biology and Medicine
Dimension Reduction and Data Visualization Using Neural Networks
Proceedings of the 2007 conference on Emerging Artificial Intelligence Applications in Computer Engineering: Real Word AI Systems with Applications in eHealth, HCI, Information Retrieval and Pervasive Technologies
ViSOM for Dimensionality Reduction in Face Recognition
WSOM '09 Proceedings of the 7th International Workshop on Advances in Self-Organizing Maps
RankVisu: Mapping from the neighborhood network
Neurocomputing
A local semi-supervised Sammon algorithm for textual data visualization
Journal of Intelligent Information Systems
On the effects of dimensionality on data analysis with neural networks
IWANN '03 Proceedings of the 7th International Work-Conference on Artificial and Natural Neural Networks: Part II: Artificial Neural Nets Problem Solving Methods
Screening Paper Runnability in a Web-Offset Pressroom by Data Mining
ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
Nonlinear dimensionality reduction by locally linear inlaying
IEEE Transactions on Neural Networks
Simbed: Similarity-Based Embedding
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
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
Information Retrieval Perspective to Nonlinear Dimensionality Reduction for Data Visualization
The Journal of Machine Learning Research
Pixel-based visualization and density-based tabular model
VIEW'06 Proceedings of the 1st first visual information expert conference on Pixelization paradigm
Conflict, harmony, and independence: relationships in evolutionary multi-criterion optimisation
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
Separable recurrent neural networks treated with stochastic velocities
IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
Models for identifying structures in the data: a performance comparison
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III
Visualizing sets of partial rankings
IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Nonlinear dimensionality reduction for face recognition
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
Adaptive nonlinear manifolds and their applications to pattern recognition
Information Sciences: an International Journal
Topology representing network map: a new tool for visualization of high-dimensional data
Transactions on computational science I
Linear and nonlinear dimensionality reduction for face recognition
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Real-time Object Recognition in Sparse Range Images Using Error Surface Embedding
International Journal of Computer Vision
Scale-independent quality criteria for dimensionality reduction
Pattern Recognition Letters
Similarity preserving principal curve: an optimal 1-D feature extractor for data representation
IEEE Transactions on Neural Networks
iCCA-MAP versus MCL and dual MCL: comparison of mobile node localization algorithms
ADHOC-NOW'10 Proceedings of the 9th international conference on Ad-hoc, mobile and wireless networks
Multidimensional data visualization applied for user's questionnaire data quality assessment
KES-AMSTA'10 Proceedings of the 4th KES international conference on Agent and multi-agent systems: technologies and applications, Part I
Extending metric multidimensional scaling with Bregman divergences
Pattern Recognition
Neural visualization of network traffic data for intrusion detection
Applied Soft Computing
Screening web breaks in a pressroom by soft computing
Applied Soft Computing
Extending metric multidimensional scaling with bregman divergences
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
Nonlinear dimensionality reduction using a temporal coherence principle
Information Sciences: an International Journal
Manifold learning for visualization of vibrational states of a rotating machine
ICANN'11 Proceedings of the 21st international conference on Artificial neural networks - Volume Part II
A study of embedding methods under the evidence accumulation framework
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Nonlinear exploratory data analysis applied to seismic signals
WIRN'05 Proceedings of the 16th Italian conference on Neural Nets
A novel technique for data visualization based on SOM
ICANN'05 Proceedings of the 15th international conference on Artificial Neural Networks: biological Inspirations - Volume Part I
Extending Sammon mapping with Bregman divergences
Information Sciences: an International Journal
SVMV – a novel algorithm for the visualization of SVM classification results
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - 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
Convergence rate in intelligent self-organizing feature map using dynamic gaussian function
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Signal subspace identification in hyperspectral linear mixtures
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part II
Questionnaire- versus voice-based screening for laryngeal disorders
Expert Systems with Applications: An International Journal
The curse of dimensionality in data mining and time series prediction
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Novelty detection in projected spaces for structural health monitoring
IDA'10 Proceedings of the 9th international conference on Advances in Intelligent Data Analysis
On nonlinear dimensionality reduction for face recognition
Image and Vision Computing
Neural Processing Letters
RT-MOVICAB-IDS: Addressing real-time intrusion detection
Future Generation Computer Systems
Incorporating visualisation quality measures to curvilinear component analysis
Information Sciences: an International Journal
idMAS-SQL: Intrusion Detection Based on MAS to Detect and Block SQL injection through data mining
Information Sciences: an International Journal
AusDM '08 Proceedings of the 7th Australasian Data Mining Conference - Volume 87
Engineering Applications of Artificial Intelligence
CCA-MAP and iCCA-MAP: stationary and mobile WSN localisation algorithms
International Journal of Autonomous and Adaptive Communications Systems
Shape classification by manifold learning in multiple observation spaces
Information Sciences: an International Journal
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We present a new strategy called “curvilinear component analysis” (CCA) for dimensionality reduction and representation of multidimensional data sets. The principle of CCA is a self-organized neural network performing two tasks: vector quantization (VQ) of the submanifold in the data set (input space); and nonlinear projection (P) of these quantizing vectors toward an output space, providing a revealing unfolding of the submanifold. After learning, the network has the ability to continuously map any new point from one space into another: forward mapping of new points in the input space, or backward mapping of an arbitrary position in the output space