Algorithms for clustering data
Algorithms for clustering data
CURE: an efficient clustering algorithm for large databases
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Document Categorization and Query Generation on the World Wide WebUsing WebACE
Artificial Intelligence Review - Special issue on data mining on the Internet
Data Mining: An Overview from a Database Perspective
IEEE Transactions on Knowledge and Data Engineering
Efficient and Effective Clustering Methods for Spatial Data Mining
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Clustering Large Datasets in Arbitrary Metric Spaces
ICDE '99 Proceedings of the 15th International Conference on Data Engineering
ROCK: A Robust Clustering Algorithm for Categorical Attributes
ICDE '99 Proceedings of the 15th International Conference on Data Engineering
H-BLOB: a hierarchical visual clustering method using implicit surfaces
Proceedings of the conference on Visualization '00
Clustering spatial data using random walks
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Fast spatial clustering with different metrics and in the presence of obstacles
Proceedings of the 9th ACM international symposium on Advances in geographic information systems
Document clustering with committees
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Why so many clustering algorithms: a position paper
ACM SIGKDD Explorations Newsletter
Evaluation of hierarchical clustering algorithms for document datasets
Proceedings of the eleventh international conference on Information and knowledge management
Squeezer: an efficient algorithm for clustering categorical data
Journal of Computer Science and Technology
A Decision Criterion for the Optimal Number of Clusters in Hierarchical Clustering
Journal of Global Optimization
CLARANS: A Method for Clustering Objects for Spatial Data Mining
IEEE Transactions on Knowledge and Data Engineering
Fast hierarchical clustering and its validation
Data & Knowledge Engineering
A Scalable Approach to Balanced, High-Dimensional Clustering of Market-Baskets
HiPC '00 Proceedings of the 7th International Conference on High Performance Computing
Constraint-based clustering in large databases
ICDT '01 Proceedings of the 8th International Conference on Database Theory
IPDPS '00 Proceedings of the 15 IPDPS 2000 Workshops on Parallel and Distributed Processing
An Adaptive Flocking Algorithm for Spatial Clustering
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
A Study on the Hierarchical Data Clustering Algorithm Based on Gravity Theory
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
C2P: Clustering based on Closest Pairs
Proceedings of the 27th International Conference on Very Large Data Bases
AUTOCLUST+: Automatic Clustering of Point-Data Sets in the Presence of Obstacles
TSDM '00 Proceedings of the First International Workshop on Temporal, Spatial, and Spatio-Temporal Data Mining-Revised Papers
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
COE: Clustering with Obstacles Entities. A Preliminary Study
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
Criteria on Proximity Graphs for Boundary Extraction and Spatial Clustering
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
Efficient Hierarchical Clustering Algorithms Using Partially Overlapping Partitions
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
On Data Clustering Analysis: Scalability, Constraints, and Validation
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
On Clustering Using Random Walks
FST TCS '01 Proceedings of the 21st Conference on Foundations of Software Technology and Theoretical Computer Science
Efficiently Clustering Documents with Committees
PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Discovering word senses from text
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
P-AutoClass: Scalable Parallel Clustering for Mining Large Data Sets
IEEE Transactions on Knowledge and Data Engineering
PHC: a fast partition and hierarchy-based clustering algorithm
Journal of Computer Science and Technology
A New Cluster Isolation Criterion Based on Dissimilarity Increments
IEEE Transactions on Pattern Analysis and Machine Intelligence
Graph-based hierarchical conceptual clustering
The Journal of Machine Learning Research
Cluster ensembles --- a knowledge reuse framework for combining multiple partitions
The Journal of Machine Learning Research
Model-based Clustering with Soft Balancing
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
A customizable hybrid approach to data clustering
Proceedings of the 2003 ACM symposium on Applied computing
Classifying large data sets using SVMs with hierarchical clusters
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
A unified framework for model-based clustering
The Journal of Machine Learning Research
GraphZip: a fast and automatic compression method for spatial data clustering
Proceedings of the 2004 ACM symposium on Applied computing
Word-for-word glossing with contextually similar words
NAACL 2000 Proceedings of the 1st North American chapter of the Association for Computational Linguistics conference
A novel genetic algorithm for automatic clustering
Pattern Recognition Letters
An information-interconnectivity-based retrieval method for network attached storage
Proceedings of the 1st conference on Computing frontiers
Exploration on the commonality of hierarchical clustering algorithms
ACM-SE 42 Proceedings of the 42nd annual Southeast regional conference
Hypergraph Models and Algorithms for Data-Pattern-Based Clustering
Data Mining and Knowledge Discovery
Clustering objects on a spatial network
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
FAÇADE: a fast and effective approach to the discovery of dense clusters in noisy spatial data
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Discovering spatial patterns accurately with effective noise removal
Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Multi.Objective Hypergraph Partitioning Algorithms for Cut and Maximum Subdomain Degree Minimization
Proceedings of the 2003 IEEE/ACM international conference on Computer-aided design
Fully automatic cross-associations
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and 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
A top-down approach for density-based clustering using multidimensional indexes
Journal of Systems and Software - Special issue: Performance modeling and analysis of computer systems and networks
ClusterMap: labeling clusters in large datasets via visualization
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Guided Cluster Discovery with Markov Model
Applied Intelligence
IEEE Transactions on Knowledge and Data Engineering
Combining Multiple Clusterings Using Evidence Accumulation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hierarchical Clustering Algorithms for Document Datasets
Data Mining and Knowledge Discovery
The role of visualization in effective data cleaning
Proceedings of the 2005 ACM symposium on Applied computing
Combining queueing networks and web usage mining techniques for web performance analysis
Proceedings of the 2005 ACM symposium on Applied computing
Factor matrix text filtering and clustering: Research Articles
Journal of the American Society for Information Science and Technology
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
GCHL: A grid-clustering algorithm for high-dimensional very large spatial data bases
Pattern Recognition Letters
VISTA: validating and refining clusters via visualization
Information Visualization
Making SVMs Scalable to Large Data Sets using Hierarchical Cluster Indexing
Data Mining and Knowledge Discovery
Learning States and Rules for Detecting Anomalies in Time Series
Applied Intelligence
Parameter-Free Spatial Data Mining Using MDL
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
BORDER: Efficient Computation of Boundary Points
IEEE Transactions on Knowledge and Data Engineering
Unsupervised clustering on dynamic databases
Pattern Recognition Letters
A parallel hybrid web document clustering algorithm and its performance study
The Journal of Supercomputing - Special issue: Parallel and distributed processing and applications
Dynamic Cluster Formation Using Level Set Methods
IEEE Transactions on Pattern Analysis and Machine Intelligence
Maxdiff kd-trees for data condensation
Pattern Recognition Letters
QROCK: A quick version of the ROCK algorithm for clustering of categorical data
Pattern Recognition Letters
MPM: a hierarchical clustering algorithm using matrix partitioning method for non-numeric data
Journal of Intelligent Information Systems
iVIBRATE: Interactive visualization-based framework for clustering large datasets
ACM Transactions on Information Systems (TOIS)
A method for personalized clustering in data intensive web applications
Proceedings of the joint international workshop on Adaptivity, personalization & the semantic web
K-means clustering versus validation measures: a data distribution perspective
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Identifying bridging rules between conceptual clusters
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Projected clustering for categorical datasets
Pattern Recognition Letters
Finding centric local outliers in categorical/numerical spaces
Knowledge and Information Systems
Text mining without document context
Information Processing and Management: an International Journal - Special issue: Informetrics
Fast Agglomerative Clustering Using a k-Nearest Neighbor Graph
IEEE Transactions on Pattern Analysis and Machine Intelligence
A clustering algorithm based on maximal θ-distant subtrees
Pattern Recognition
Novel multi-centroid, multi-run sampling schemes for $K$-medoids-based algorithms
International Journal of Knowledge-based and Intelligent Engineering Systems
pPOP: Fast yet accurate parallel hierarchical clustering using partitioning
Data & Knowledge Engineering
A threshold criterion, auto-detection and its use in MST-based clustering
Intelligent Data Analysis
Exploratory spatio-temporal data mining and visualization
Journal of Visual Languages and Computing
Finding near neighbors through cluster pruning
Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Fast agglomerative hierarchical clustering algorithm using Locality-Sensitive Hashing
Knowledge and Information Systems
Enhancing the Effectiveness of Clustering with Spectra Analysis
IEEE Transactions on Knowledge and Data Engineering
Clustering methodologies for identifying country core competencies
Journal of Information Science
A new data clustering approach: Generalized cellular automata
Information Systems
A k-mean clustering algorithm for mixed numeric and categorical data
Data & Knowledge Engineering
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Similarity search for web services
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Gorder: an efficient method for KNN join processing
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
LEGClust—A Clustering Algorithm Based on Layered Entropic Subgraphs
IEEE Transactions on Pattern Analysis and Machine Intelligence
CEA'07 Proceedings of the 2007 annual Conference on International Conference on Computer Engineering and Applications
Hierarchical initialization approach for K-Means clustering
Pattern Recognition Letters
BAG: a graph theoretic sequence clustering algorithm
International Journal of Data Mining and Bioinformatics
Clustering techniques utilized in web usage mining
AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
ACM Transactions on Knowledge Discovery from Data (TKDD)
Using web information for creating publication venue authority files
Proceedings of the 8th ACM/IEEE-CS joint conference on Digital libraries
Mesh simplification for building typification
International Journal of Geographical Information Science
Mining knowledge from natural language texts using fuzzy associated concept mapping
Information Processing and Management: an International Journal
Mining typical patterns from databases
Information Sciences: an International Journal
Improved search strategies and extensions to k-medoids-based clustering algorithms
International Journal of Business Intelligence and Data Mining
Data Set Homeomorphism Transformation Based Meta-clustering
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
A Clustering Algorithm Based on Adaptive Subcluster Merging
CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Improvement of Jarvis-Patrick Clustering Based on Fuzzy Similarity
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
Approximate Clustering of Noisy Biomedical Data
ICCS '08 Proceedings of the 8th international conference on Computational Science, Part I
Finding Arbitrary Shaped Clusters for Character Recognition
ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
Hierarchical, Parameter-Free Community Discovery
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Finding groups in data: Cluster analysis with ants
Applied Soft Computing
A microscopic view on community detection in complex networks
Proceedings of the 2nd PhD workshop on Information and knowledge management
Incremental clustering of dynamic data streams using connectivity based representative points
Data & Knowledge Engineering
Outlier detection and evaluation by network flow
International Journal of Computer Applications in Technology
Cocluster analysis of thalamo-cortical fibre tracts extracted from diffusion tensor MRI
International Journal of Data Mining and Bioinformatics
Multifractal-based cluster hierarchy optimisation algorithm
International Journal of Business Intelligence and Data Mining
A multi-prototype clustering algorithm
Pattern Recognition
Mining class-bridge rules based on rough sets
Expert Systems with Applications: An International Journal
A similarity-guaranteed clustering algorithm and its search tree for handling an increased weight
AIC'08 Proceedings of the 8th conference on Applied informatics and communications
Minimum spanning tree based one-class classifier
Neurocomputing
Efficient layered density-based clustering of categorical data
Journal of Biomedical Informatics
Ricochet: A Family of Unconstrained Algorithms for Graph Clustering
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
Clustering with r-regular graphs
Pattern Recognition
Top-k typicality queries and efficient query answering methods on large databases
The VLDB Journal — The International Journal on Very Large Data Bases
Multi-focal learning and its application to customer service support
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Adaptive Web SitesA Knowledge Extraction from Web Data Approach
Proceedings of the 2008 conference on Adaptive Web Sites: A Knowledge Extraction from Web Data Approach
An adaptive flocking algorithm for performing approximate clustering
Information Sciences: an International Journal
NPUST: An Efficient Clustering Algorithm Using Partition Space Technique for Large Databases
IEA/AIE '09 Proceedings of the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: Next-Generation Applied Intelligence
C-DBSCAN: Density-Based Clustering with Constraints
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Proceedings of the 46th Annual Southeast Regional Conference on XX
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
NP-hard and linear variants of hypergraph partitioning
Theoretical Computer Science
A hybrid EM approach to spatial clustering
Computational Statistics & Data Analysis
Generalized fuzzy C-means clustering algorithm with improved fuzzy partitions
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Clustering: A neural network approach
Neural Networks
SPARCL: an effective and efficient algorithm for mining arbitrary shape-based clusters
Knowledge and Information Systems
EIDBSCAN: An Extended Improving DBSCAN algorithm with sampling techniques
International Journal of Business Intelligence and Data Mining
Improving keyword based web image search with visual feature distribution and term expansion
Knowledge and Information Systems
Discovering conjecturable rules through tree-based clustering analysis
Expert Systems with Applications: An International Journal
Active constrained clustering with multiple cluster representatives
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Reducing metadata complexity for faster table summarization
Proceedings of the 13th International Conference on Extending Database Technology
Clustering of time series data-a survey
Pattern Recognition
Mining comprehensible clustering rules with an evolutionary algorithm
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Coclustering based parcellation of human brain cortex using diffusion tensor MRI
ISBRA'07 Proceedings of the 3rd international conference on Bioinformatics research and applications
AGRID: an efficient algorithm for clustering large high-dimensional datasets
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Hierarchical density-based clustering of categorical data and a simplification
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
A clustering algorithm based on mechanics
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Effective density queries for moving objects in road networks
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Outlier detection with streaming dyadic decomposition
ICDM'07 Proceedings of the 7th industrial conference on Advances in data mining: theoretical aspects and applications
Scalable indexing for layout based document retrieval and ranking
Proceedings of the 2010 ACM Symposium on Applied Computing
Clustering moving objects in spatial networks
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
ICDCN'08 Proceedings of the 9th international conference on Distributed computing and networking
Towards region discovery in spatial datasets
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Connectivity based stream clustering using localised density exemplars
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Discovering word senses from text using random indexing
CICLing'08 Proceedings of the 9th international conference on Computational linguistics and intelligent text processing
Evaluation of internal validity measures in short-text corpora
CICLing'08 Proceedings of the 9th international conference on Computational linguistics and intelligent text processing
Clustering with XCS and agglomerative rule merging
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Energy description of data object and clustering
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
On cluster tree for nested and multi-density data clustering
Pattern Recognition
A fast divisive clustering algorithm using an improved discrete particle swarm optimizer
Pattern Recognition Letters
Enhancing principal direction divisive clustering
Pattern Recognition
A meta-heuristic approach for improving the accuracy in some classification algorithms
Computers and Operations Research
Density-based semi-supervised clustering
Data Mining and Knowledge Discovery
KI-67 hot-spots detection on glioblastoma tissue sections
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
A novel intrusion detection system based on hierarchical clustering and support vector machines
Expert Systems with Applications: An International Journal
Unsupervised learning for expert-based software quality estimation
HASE'04 Proceedings of the Eighth IEEE international conference on High assurance systems engineering
Coclustering for cross-subject fiber tract analysis through diffusion tensor imaging
IEEE Transactions on Information Technology in Biomedicine - Special section on affective and pervasive computing for healthcare
Proceedings of the 2010 conference on Artificial Intelligence Research and Development: Proceedings of the 13th International Conference of the Catalan Association for Artificial Intelligence
Data clustering by minimizing disconnectivity
Information Sciences: an International Journal
Swarming agents for discovering clusters in spatial data
ISPDC'03 Proceedings of the Second international conference on Parallel and distributed computing
A neighborhood density estimation clustering algorithm based on minimum spanning tree
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
The discovery of hierarchical cluster structures assisted by a visualization technique
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
A new-fangled FES-k-Means clustering algorithm for disease discovery and visual analytics
EURASIP Journal on Bioinformatics and Systems Biology
ITSA*: an effective iterative method for short-text clustering tasks
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
MSDBSCAN: multi-density scale-independent clustering algorithm based on DBSCAN
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
A top-down approach for hierarchical cluster exploration by visualization
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume PartI
Multifocal learning for customer problem analysis
ACM Transactions on Intelligent Systems and Technology (TIST)
Minimum spanning tree based split-and-merge: A hierarchical clustering method
Information Sciences: an International Journal
A Clustering-Driven LDAP Framework
ACM Transactions on the Web (TWEB)
Enhancing grid-density based clustering for high dimensional data
Journal of Systems and Software
Graph-based clustering with constraints
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
A unique property of single-link distance and its application in data clustering
Data & Knowledge Engineering
Spatial clustering to uncluttering map visualization in SOLAP
ICCSA'11 Proceedings of the 2011 international conference on Computational science and its applications - Volume Part I
Partitioning hard clustering algorithms based on multiple dissimilarity matrices
Pattern Recognition
The minimum code length for clustering using the gray code
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
A survey: hybrid evolutionary algorithms for cluster analysis
Artificial Intelligence Review
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
A Semantic-based Intellectual Property Management System (SIPMS) for supporting patent analysis
Engineering Applications of Artificial Intelligence
Mining qualitative patterns in spatial cluster analysis
Expert Systems with Applications: An International Journal
EDA-USL: unsupervised clustering algorithm based on estimation of distribution algorithm
International Journal of Wireless and Mobile Computing
Swarm-Based distributed clustering in peer-to-peer systems
EA'05 Proceedings of the 7th international conference on Artificial Evolution
Closest pair queries with spatial constraints
PCI'05 Proceedings of the 10th Panhellenic conference on Advances in Informatics
Cluster aggregate inequality and multi-level hierarchical clustering
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Semantic correlation network based text clustering
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Efficient spatial clustering algorithm using binary tree
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
A clustering algorithm based absorbing nearest neighbors
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Multilevel compound tree: construction visualization and interaction
INTERACT'05 Proceedings of the 2005 IFIP TC13 international conference on Human-Computer Interaction
Improved ROCK for text clustering using asymmetric proximity
SOFSEM'06 Proceedings of the 32nd conference on Current Trends in Theory and Practice of Computer Science
DICLENS: Divisive Clustering Ensemble with Automatic Cluster Number
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A greedy approach to concurrent processing of frequent itemset queries
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Agent community extraction for 2d-robosoccer
RoboCup 2005
Mining bridging rules between conceptual clusters
Applied Intelligence
A new approach for cluster detection for large datasets with high dimensionality
DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
Density-based hierarchical clustering for streaming data
Pattern Recognition Letters
HYBRID: from atom-clusters to molecule-clusters
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Dynamic pattern mining: an incremental data clustering approach
Journal on Data Semantics II
Clustering large dynamic datasets using exemplar points
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
PatZip: pattern-preserved spatial data compression
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Determining the number of clusters using information entropy for mixed data
Pattern Recognition
A new blockmodeling based hierarchical clustering algorithm for web social networks
Engineering Applications of Artificial Intelligence
Hierarchical clustering algorithm with combined criteria for large and complex similarity data
International Journal of Knowledge Engineering and Soft Data Paradigms
OTM'05 Proceedings of the 2005 OTM Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, COA, and ODBASE - Volume Part II
Mining significant usage patterns from clickstream data
WebKDD'05 Proceedings of the 7th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
KIDBSCAN: a new efficient data clustering algorithm
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
A general bio-inspired method to improve the short-text clustering task
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
Non parametric local density-based clustering for multimodal overlapping distributions
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
An approach to find embedded clusters using density based techniques
ICDCIT'05 Proceedings of the Second international conference on Distributed Computing and Internet Technology
Extracting rocks from mars images with data fields
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
A fast and effective partitioning algorithm for document clustering
ICDEM'10 Proceedings of the Second international conference on Data Engineering and Management
SpaGRID: a spatial grid framework for high dimensional medical databases
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
A new hierarchical clustering algorithm
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part II
Clustering algorithm based on mutual K-nearest neighbor relationships
Statistical Analysis and Data Mining
Survey on particle swarm optimization based clustering analysis
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
Mining temporal patterns in popularity of web items
Information Sciences: an International Journal
Dynamic rough clustering and its applications
Applied Soft Computing
Parameter-lite clustering algorithm based on MST and fuzzy similarity merging
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
An evaluation of clustering technique over intrusion detection system
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
Design and evaluation of decentralized online clustering
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Multi-scale decomposition of point process data
Geoinformatica
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Towards hierarchical clustering
CSR'07 Proceedings of the Second international conference on Computer Science: theory and applications
MOSAIC: a proximity graph approach for agglomerative clustering
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Efficient stochastic algorithms for document clustering
Information Sciences: an International Journal
User activity profiling with multi-layer analysis
Proceedings of the 21st ACM international conference on Information and knowledge management
Outlier detection using centrality and center-proximity
Proceedings of the 21st ACM international conference on Information and knowledge management
A heuristic hierarchical clustering based on multiple similarity measurements
Pattern Recognition Letters
Hierarchical data organization for effective retrieval of similar shaders
Proceedings of the 2012 ACM Research in Applied Computation Symposium
Graph degree linkage: agglomerative clustering on a directed graph
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Knowledge augmentation via incremental clustering: new technology for effective knowledge management
International Journal of Business Information Systems
Enhancing density-based clustering: Parameter reduction and outlier detection
Information Systems
Extending enterprise service design knowledge using clustering
ICSOC'12 Proceedings of the 10th international conference on Service-Oriented Computing
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Clustering and labeling of multi-dimensional mixed structured data
Search Computing
MicroClAn: Microarray clustering analysis
Journal of Parallel and Distributed Computing
ESC: An efficient synchronization-based clustering algorithm
Knowledge-Based Systems
Handwritten Data Clustering Using Agents Competition in Networks
Journal of Mathematical Imaging and Vision
GPU accelerated genetic clustering
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
Hierarchical clustering through bayesian inference
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part I
Spatial Clustering in SOLAP Systems to Enhance Map Visualization
International Journal of Data Warehousing and Mining
Hamming Distance based Clustering Algorithm
International Journal of Information Retrieval Research
A data partitioning approach for hierarchical clustering
Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication
Comparison of Co-authorship Networks across Scientific Fields Using Motifs
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
An algorithm for discovering clusters of different densities or shapes in noisy data sets
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Fuzzy and hard clustering analysis for thyroid disease
Computer Methods and Programs in Biomedicine
Crowd++: unsupervised speaker count with smartphones
Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
Clustering based on a near neighbor graph and a grid cell graph
Journal of Intelligent Information Systems
Enhancing minimum spanning tree-based clustering by removing density-based outliers
Digital Signal Processing
QUAC: Quick unsupervised anisotropic clustering
Pattern Recognition
Consensus strategy for clustering using RC-images
Pattern Recognition
Mining stable patterns in multiple correlated databases
Decision Support Systems
An efficient Particle Swarm Optimization approach to cluster short texts
Information Sciences: an International Journal
Survey of Clustering: Algorithms and Applications
International Journal of Information Retrieval Research
Enhanced cross-domain document clustering with a semantically enhanced text stemmer SETS
International Journal of Knowledge-based and Intelligent Engineering Systems - Selected papers of KES2012-Part 2 of 2
| Hi-index | 4.11 |
Many advanced algorithms have difficulty dealing with highly variable clusters that do not follow a preconceived model. By basing its selections on both interconnectivity and closeness, the Chameleon algorithm yields accurate results for these highly variable clusters. Existing algorithms use a static model of the clusters and do not use information about the nature of individual clusters as they are merged. Furthermore, one set of schemes (the CURE algorithm and related schemes) ignores the information about the aggregate interconnectivity of items in two clusters. Another set of schemes (the Rock algorithm, group averaging method, and related schemes) ignores information about the closeness of two clusters as defined by the similarity of the closest items across two clusters. By considering either interconnectivity or closeness only, these algorithms can select and merge the wrong pair of clusters. Chameleon's key feature is that it accounts for both interconnectivity and closeness in identifying the most similar pair of clusters. Chameleon finds the clusters in the data set by using a two-phase algorithm. During the first phase, Chameleon uses a graph-partitioning algorithm to cluster the data items into several relatively small subclusters. During the second phase, it uses an algorithm to find the genuine clusters by repeatedly combining these sub-clusters.