Web image retrieval using self-organinzing feature map
Journal of the American Society for Information Science and Technology - Visual based retrieval systems and web mining
Leveraging a Web-Aware Self-Organization Map Tool for Clustering and Visualization
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
Correlation Visualization of High Dimensional Data Using Topographic Maps
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Using Smoothed Data Histograms for Cluster Visualization in Self-Organizing Maps
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Distance Matrix Based Clustering of the Self-Organizing Map
ICANN '02 Proceedings of the International Conference on Artificial 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
IEA/AIE '02 Proceedings of the 15th international conference on Industrial and engineering applications of artificial intelligence and expert systems: developments in applied artificial intelligence
Analysis and visualization of gene expression data using self-organizing maps
Neural Networks - New developments in self-organizing maps
An Adaptive Meta-Clustering Approach: Combining the Information from Different Clustering Results
CSB '02 Proceedings of the IEEE Computer Society Conference on Bioinformatics
Multilevel data summarization from information systems: a "rule + exception" approach
AI Communications - Special issue on Artificial intelligence advances in China
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
Self-Organizing-Map Based Clustering Using a Local Clustering Validity Index
Neural Processing Letters
Visualizing changes in the structure of data for exploratory feature selection
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
An Approach to Novelty Detection Applied to the Classification of Image Regions
IEEE Transactions on Knowledge and Data Engineering
Application of self-organizing maps to clustering of high-frequency financial data
ACSW Frontiers '04 Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation - Volume 32
Journal of VLSI Signal Processing Systems
Decision support systems using hybrid neurocomputing
Design and application of hybrid intelligent systems
Expanding self-organizing map for data visualization and cluster analysis
Information Sciences: an International Journal - Special issue: Soft computing data mining
ACODF: a novel data clustering approach for data mining in large databases
Journal of Systems and Software - Special issue: Performance modeling and analysis of computer systems and networks
On the Optimal Placement of Secure Data Objects over Internet
IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Papers - Volume 01
ICALT '05 Proceedings of the Fifth IEEE International Conference on Advanced Learning Technologies
Mining rare and frequent events in multi-camera surveillance video using self-organizing maps
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Segmentation of remote-sensing images by incremental neural network
Pattern Recognition Letters
Self-organizing map learning nonlinearly embedded manifolds
Information Visualization
An Integrated Framework for Visualized and Exploratory Pattern Discovery in Mixed Data
IEEE Transactions on Knowledge and Data Engineering
Class distribution on SOM surfaces for feature extraction and object retrieval
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Adaptive topological tree structure for document organisation and visualisation
Neural Networks - 2004 Special issue: New developments in self-organizing systems
A SOM based approach for visualization of GSM network performance data
IEA/AIE'2005 Proceedings of the 18th international conference on Innovations in Applied Artificial Intelligence
Multiple sensor integration for indoor surveillance
MDM '05 Proceedings of the 6th international workshop on Multimedia data mining: mining integrated media and complex data
A Neural Network-Based Novelty Detector for Image Sequence Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
A flocking based algorithm for document clustering analysis
Journal of Systems Architecture: the EUROMICRO Journal - Special issue: Nature-inspired applications and systems
Analysis of soft handover measurements in 3G network
Proceedings of the 9th ACM international symposium on Modeling analysis and simulation of wireless and mobile systems
Advanced visualization of self-organizing maps with vector fields
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
TreeSOM: cluster analysis in the self-organizing map
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
A hybrid sales forecasting system based on clustering and decision trees
Decision Support Systems
Multilevel data summarization from information systems: a “rule + exception” approach
AI Communications - Artificial Intelligence Advances in China
A hybrid SOM-kMER model for data visualization and classification
International Journal of Hybrid Intelligent Systems
A neural equalizer for nonlinearly distorted OFDM signals
International Journal of Knowledge-based and Intelligent Engineering Systems
Channel prediction for OFDMA using mixtures of experts
International Journal of Knowledge-based and Intelligent Engineering Systems
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A neural clustering and classification system for sales forecasting of new apparel items
Applied Soft Computing
Growing kernel-based self-organized maps trained with supervised bias
Intelligent Data Analysis
A new approach to hierarchical clustering and structuring of data with Self-Organizing Maps
Intelligent Data Analysis
A taxonomy of Self-organizing Maps for temporal sequence processing
Intelligent Data Analysis
On the use of self-organizing maps for clustering and visualization
Intelligent Data Analysis
Expert Systems with Applications: An International Journal
Intelligent physician segmentation and management based on KDD approach
Expert Systems with Applications: An International Journal
Web mining based on Growing Hierarchical Self-Organizing Maps: Analysis of a real citizen web portal
Expert Systems with Applications: An International Journal
Structure clustering for Chinese patent documents
Expert Systems with Applications: An International Journal
Environmental Modelling & Software
Achieving organism clustering analysis by using PC cluster architecture with MPI techniques
ICCOMP'07 Proceedings of the 11th WSEAS International Conference on Computers
Visualizing and classifying data using a hybrid intelligent system
AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
ICCOMP'05 Proceedings of the 9th WSEAS International Conference on Computers
Ontological interoperability of learning objects: a hybrid graphical-neural approach
ICCOMP'05 Proceedings of the 9th WSEAS International Conference on Computers
Process state estimation in a wastewater biological treatment
ICCOMP'05 Proceedings of the 9th WSEAS International Conference on Computers
Validation for data classification
ICS'05 Proceedings of the 9th WSEAS International Conference on Systems
Systematic viewpoint for integrating computational resources by using the technique of PC cluster
ISTASC'06 Proceedings of the 6th WSEAS International Conference on Systems Theory & Scientific Computation
The linear neuron as marker selector and clinical predictor in cancer gene analysis
Computer Methods and Programs in Biomedicine
Exploratory multilevel hot spot analysis: Australian taxation office case study
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
Mining images using clustering and data compressing techniques
International Journal of Information and Communication Technology
Using SOM and PCA for analysing and interpreting data from a P-removal SBR
Engineering Applications of Artificial Intelligence
Real-time credit card fraud detection using computational intelligence
Expert Systems with Applications: An International Journal
Local anomaly detection for mobile network monitoring
Information Sciences: an International Journal
Density Based Fuzzy Membership Functions in the Context of Geocomputation
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part II
On the Initialization of Two-Stage Clustering with Class-GTM
Current Topics in Artificial Intelligence
A Novel Spike Sorting Method Based on Semi-supervised Learning
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
International Journal of Remote Sensing
Identifying clusters of user behavior in intranet search engine log files
Journal of the American Society for Information Science and Technology
A comprehensive validity index for clustering
Intelligent Data Analysis
An intelligent market segmentation system using k-means and particle swarm optimization
Expert Systems with Applications: An International Journal
QoS management in mobile IP networks using a terminal assistant
International Journal of Network Management
Tentacled Self-Organizing Map for Effective Data Extraction
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Self-Organizing Map with False-Neighbor Degree between Neurons for Effective Self-Organization
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Robotics and Computer-Integrated Manufacturing
A knowledge-based similarity classifier to stratify sample units to improve the estimation precision
International Journal of Remote Sensing
Recognition of Western style musical genres using machine learning techniques
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Learning Highly Structured Manifolds: Harnessing the Power of SOMs
Similarity-Based Clustering
Concept Mining with Self-Organizing Maps for the Semantic Web
WSOM '09 Proceedings of the 7th International Workshop on Advances in Self-Organizing Maps
Enhancing and Relaxing Competitive Units for Feature Discovery
Neural Processing Letters
A New Linear Initialization in SOM for Biomolecular Data
Computational Intelligence Methods for Bioinformatics and Biostatistics
Cluster-based classification using self-organising maps for medical image databases
International Journal of Innovative Computing and Applications
On the integration of grounding language and learning objects
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
McSOM: Minimal Coloring of Self-Organizing Map
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
A hybrid of sequential rules and collaborative filtering for product recommendation
Information Sciences: an International Journal
Computer Networks: The International Journal of Computer and Telecommunications Networking
Using self-organizing maps to visualize high-dimensional data
Computers & Geosciences
Automated classification of landforms on Mars
Computers & Geosciences
The self-organizing map, the Geo-SOM, and relevant variants for geosciences
Computers & Geosciences
IEEE Transactions on Information Technology in Biomedicine - Special section on computational intelligence in medical systems
Exploiting data topology in visualization and clustering of self-organizing maps
IEEE Transactions on Neural Networks
Automatic detection and classification of football players
SIP '07 Proceedings of the Ninth IASTED International Conference on Signal and Image Processing
Clustering: A neural network approach
Neural Networks
Clustering the ecological footprint of nations using Kohonen's self-organizing maps
Expert Systems with Applications: An International Journal
A Two Stage Clustering Method Combining Self-Organizing Maps and Ant K-Means
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
From variable weighting to cluster characterization in topographic unsupervised learning
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Community self-organizing map and its application to data extraction
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
End-point detection of the aerobic phase in a biological reactor using SOM and clustering algorithms
Engineering Applications of Artificial Intelligence
PolSOM: A new method for multidimensional data visualization
Pattern Recognition
International Journal of Approximate Reasoning
A comparison of an SOM and ALEV for data reduction purposes in transport telematics
AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
Engineering Applications of Artificial Intelligence
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Expert Systems with Applications: An International Journal
Visualization and data mining of Pareto solutions using self-organizing map
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
Motion recognition from video sequences
AI'03 Proceedings of the 16th Canadian society for computational studies of intelligence conference on Advances in artificial intelligence
Introducing long term memory in an ANN based multilevel darwinist brain
IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
On the influence of class information in the two-stage clustering of a human brain tumour dataset
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Using ant colony optimization and self-organizing map for image segmentation
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Modeling of dynamics using process state projection on the self organizing map
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Fuzzy labeled self-organizing map with kernel-based topographic map formation
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
A three-stage approach based on the self-organizing map for satellite image classification
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
STORM: a novel information fusion and cluster interpretation technique
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Ontological knowledge management through hybrid unsupervised clustering techniques
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
Application of AI algorithm in video indexing and retrieval
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
An intelligent decision-support model using FSOM and rule extraction for crime prevention
Expert Systems with Applications: An International Journal
A two-stage clustering approach for multi-region segmentation
Expert Systems with Applications: An International Journal
Graph based representations of density distribution and distances for self-organizing maps
IEEE Transactions on Neural Networks
Integrated pre-design step methodology based onmulti-objective evolutionary optimization
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Self-organizing potential field network: a new optimization algorithm
IEEE Transactions on Neural Networks
Fault detection on robot manipulators using artificial neural networks
Robotics and Computer-Integrated Manufacturing
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Clustering and visualizing SOM results
IDEAL'10 Proceedings of the 11th international conference on Intelligent data engineering and automated learning
A graph based framework for clustering and characterization of SOM
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
Application of SOM-based visualization maps for time-response analysis of industrial processes
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
A time-efficient pattern reduction algorithm for k-means clustering
Information Sciences: an International Journal
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Computer Science - Research and Development
A psycho-cognitive segmentation of organ donors in Egypt using Kohonen's self-organizing maps
Expert Systems with Applications: An International Journal
A new-fangled FES-k-Means clustering algorithm for disease discovery and visual analytics
EURASIP Journal on Bioinformatics and Systems Biology
A neuro-computational intelligence analysis of the global consumer software piracy rates
Expert Systems with Applications: An International Journal
A novel self-organizing map (SOM) neural network for discrete groups of data clustering
Applied Soft Computing
Cluster ensemble in adaptive tree structured clustering
International Journal of Knowledge Engineering and Soft Data Paradigms
Embedded classification kernel using SOM clustering and mixture of experts
ICECS'05 Proceedings of the 4th WSEAS international conference on Electronics, control and signal processing
Proceedings of the International Conference & Workshop on Emerging Trends in Technology
Visualization technology for the financial decision models of DSS
ICCOMP'06 Proceedings of the 10th WSEAS international conference on Computers
Clustering with kernel-based self-organized maps trained with supervised bias
SIP'06 Proceedings of the 5th WSEAS international conference on Signal processing
A clustering algorithm for Chinese text based on SOM neural network and density
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
Gravitational clustering of the self-organizing map
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part II
Diagnosis of partial discharge using self organizing maps and hierarchical clustering: an approach
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I
Unsupervised local and global weighting for feature selection
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part II
Fuzzy clustering of the self-organizing map: some applications on financial time series
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
Spectral clustering as an automated SOM segmentation tool
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
Customer portfolio analysis using the SOM
International Journal of Business Information Systems
Constraint selection for semi-supervised topological clustering
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
A graph partitioning approach to SOM clustering
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Unsupervised system to classify SO2 pollutant concentrations in Salamanca, Mexico
Expert Systems with Applications: An International Journal
Study of SOM-based intelligent multi-controller for real-time scheduling
Applied Soft Computing
Multistrategy self-organizing map learning for classification problems
Computational Intelligence and Neuroscience
A data-driven approach for modeling post-fire debris-flow volumes and their uncertainty
Environmental Modelling & Software
Environmental Modelling & Software
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Application of a two-level self organizing map for korean online game market segmentation
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Electricity load forecasting using self organizing maps
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Fusing biomedical multi-modal data for exploratory data analysis
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Integration of ant colony SOM and k-means for clustering analysis
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Joint time-frequency and kernel principal component based SOM for machine maintenance
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III
Data-driven modeling approaches to support wastewater treatment plant operation
Environmental Modelling & Software
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
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
High-Fidelity multidisciplinary design optimization of wing shape for regional jet aircraft
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Fuzzy self-organizing map neural network using kernel PCA and the application
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Visualization of cluster changes by comparing self-organizing maps
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Reliable hierarchical clustering with the self-organizing map
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Mining of an alarm log to improve the discovery of frequent patterns
ICDM'04 Proceedings of the 4th international conference on Advances in Data Mining: applications in Image Mining, Medicine and Biotechnology, Management and Environmental Control, and Telecommunications
LEA2C: low energy adaptive connectionist clustering for wireless sensor networks
MATA'05 Proceedings of the Second international conference on Mobility Aware Technologies and Applications
CIA'06 Proceedings of the 10th international conference on Cooperative Information Agents
Automatic cartoon image re-authoring using SOFM
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
A new SOM algorithm for electricity load forecasting
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Computers and Electronics in Agriculture
Computers and Industrial Engineering
Simultaneous pattern and variable weighting during topological clustering
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part I
Privileged information for data clustering
Information Sciences: an International Journal
Country corruption analysis with self organizing maps and support vector machines
WISI'06 Proceedings of the 2006 international conference on Intelligence and Security Informatics
Analysis of cluster migrations using self-organizing maps
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
Visual query processing for efficient image retrieval using a SOM-based filter-refinement scheme
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
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
Kohonen neural networks and genetic classification
Mathematical and Computer Modelling: An International Journal
Data-driven modeling of surface temperature anomaly and solar activity trends
Environmental Modelling & Software
A two-leveled symbiotic evolutionary algorithm for clustering problems
Applied Intelligence
A new approach for data clustering and visualization using self-organizing maps
Expert Systems with Applications: An International Journal
Review: Neural Networks to model the innovativeness perception of co-creative firms
Expert Systems with Applications: An International Journal
An effective ensemble method for hierarchical clustering
Proceedings of the Fifth International C* Conference on Computer Science and Software Engineering
Clustering through SOM consistency
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part I
Electricity consumption time series profiling: a data mining application in energy industry
ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects
Classification of pharmaceutical solid excipients using self-organizing maps
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Regional models for nonlinear system identification using the self-organizing map
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Expert Systems with Applications: An International Journal
Clustering and visualization of bankruptcy trajectory using self-organizing map
Expert Systems with Applications: An International Journal
Assisted descriptor selection based on visual comparative data analysis
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
Characterization and detection of taxpayers with false invoices using data mining techniques
Expert Systems with Applications: An International Journal
Visitors of two types of museums: A segmentation study
Expert Systems with Applications: An International Journal
International Journal of Applied Evolutionary Computation
Value estimation of the use case parameters using SOM and fuzzy rules
Proceedings of the International Conference on Management of Emergent Digital EcoSystems
Hybrid modeling of spatial continuity for application to numerical inverse problems
Environmental Modelling & Software
Exploiting the self-organizing financial stability map
Engineering Applications of Artificial Intelligence
An ensemble model for day-ahead electricity demand time series forecasting
Proceedings of the fourth international conference on Future energy systems
Journal of Information Science
Review: Soft computing applications in customer segmentation: State-of-art review and critique
Expert Systems with Applications: An International Journal
Letters: Clustering of the Self-Organizing Time Map
Neurocomputing
Patient's motion recognition based on SOM-decision tree
WASA'13 Proceedings of the 8th international conference on Wireless Algorithms, Systems, and Applications
Rendering scenes with participating media based on RBFs for photon mapping using graphics hardware
Proceedings of the 12th ACM SIGGRAPH International Conference on Virtual-Reality Continuum and Its Applications in Industry
Pattern recognition of big nutritional data in RCT
BodyNets '13 Proceedings of the 8th International Conference on Body Area Networks
Forecasting conditional climate-change using a hybrid approach
Environmental Modelling & Software
Different Aspects of Clustering The Self-Organizing Maps
Neural Processing Letters
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The self-organizing map (SOM) is an excellent tool in exploratory phase of data mining. It projects input space on prototypes of a low-dimensional regular grid that can be effectively utilized to visualize and explore properties of the data. When the number of SOM units is large, to facilitate quantitative analysis of the map and the data, similar units need to be grouped, i.e., clustered. In this paper, different approaches to clustering of the SOM are considered. In particular, the use of hierarchical agglomerative clustering and partitive clustering using K-means are investigated. The two-stage procedure-first using SOM to produce the prototypes that are then clustered in the second stage-is found to perform well when compared with direct clustering of the data and to reduce the computation time