Approximating semi-structured data with different errors using support vector machine regression
Mathematical Methods for Curves and Surfaces
IEEE Transactions on Pattern Analysis and Machine Intelligence
M-FastMap: A Modified FastMap Algorithm for Visual Cluster Validation in Data Mining
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Generation of Similarity Measures from Different Sources
Proceedings of the 14th International conference on Industrial and engineering applications of artificial intelligence and expert systems: engineering of intelligent systems
Clustering Data without Prior Knowledge
WAE '00 Proceedings of the 4th International Workshop on Algorithm Engineering
A Web-Based Selling Agent That Maintains Customer Loyalty through Integrative Negotiation
AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
On the Nature of Structure and Its Identification
WG '99 Proceedings of the 25th International Workshop on Graph-Theoretic Concepts in Computer Science
A Clustering-Based Constructive Induction Method and Its Application to Rheumatoid Arthritis
AIME '01 Proceedings of the 8th Conference on AI in Medicine in Europe: Artificial Intelligence Medicine
Using a Similarity Measurement to Partition a Vocabulary of Medical Concepts
DEXA '99 Proceedings of the 10th International Conference on Database and Expert Systems Applications
An Incremental Hierarchical Data Clustering Algorithm Based on Gravity Theory
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Pattern Discovery based on Rule Induction and Taxonomy Generation
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Minimum Entropy Clustering and Applications to Gene Expression Analysis
CSB '04 Proceedings of the 2004 IEEE Computational Systems Bioinformatics Conference
Stemming and lemmatization in the clustering of finnish text documents
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Hybrid BIST Based on Repeating Sequences and Cluster Analysis
Proceedings of the conference on Design, Automation and Test in Europe - Volume 2
Informing the design of pipeline-based software visualisations
APVis '05 proceedings of the 2005 Asia-Pacific symposium on Information visualisation - Volume 45
The Journal of Supercomputing
The capacitated centred clustering problem
Computers and Operations Research
Scan-BIST based on cluster analysis and the encoding of repeating sequences
ACM Transactions on Design Automation of Electronic Systems (TODAES)
Heuristic approaches for batching jobs in printed circuit board assembly
Computers and Operations Research
Combining schema and instance information for integrating heterogeneous data sources
Data & Knowledge Engineering
Optimal predictive partitioning
Statistics and Computing
The Crystallizing Substochastic Sequential Machine Extractor: CrySSMEx
Neural Computation
Dimensionality Reduction of Multimodal Labeled Data by Local Fisher Discriminant Analysis
The Journal of Machine Learning Research
Two-level workload characterization of online auctions
Electronic Commerce Research and Applications
Proceedings of the 9th annual conference on Genetic and evolutionary computation
GAPS: A clustering method using a new point symmetry-based distance measure
Pattern Recognition
Structured large margin machines: sensitive to data distributions
Machine Learning
Learning video preferences from video content
Proceedings of the 8th international workshop on Multimedia data mining: (associated with the ACM SIGKDD 2007)
TaxaMiner: an experimentation framework for automated taxonomy bootstrapping
International Journal of Web and Grid Services
An overview of clustering methods
Intelligent Data Analysis
International Journal of Data Mining and Bioinformatics
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
Effective Learning with Heterogeneous Neural Networks
Neural Information Processing
Streaming Algorithms for k-Center Clustering with Outliers and with Anonymity
APPROX '08 / RANDOM '08 Proceedings of the 11th international workshop, APPROX 2008, and 12th international workshop, RANDOM 2008 on Approximation, Randomization and Combinatorial Optimization: Algorithms and Techniques
Resource use pattern analysis for opportunistic grids
Proceedings of the 6th international workshop on Middleware for grid computing
A Robust Methodology for Comparing Performances of Clustering Validity Criteria
SBIA '08 Proceedings of the 19th Brazilian Symposium on Artificial Intelligence: Advances in Artificial Intelligence
On comparing two sequences of numbers and its applications to clustering analysis
Information Sciences: an International Journal
Detection of Risk Factors as Temporal Data Mining
New Frontiers in Applied Data Mining
Graph nodes clustering with the sigmoid commute-time kernel: A comparative study
Data & Knowledge Engineering
A genetic algorithm with gene rearrangement for K-means clustering
Pattern Recognition
A Clustering Method for Improving Performance of Anomaly-Based Intrusion Detection System
IEICE - Transactions on Information and Systems
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
A survey of Web clustering engines
ACM Computing Surveys (CSUR)
Clustering with r-regular graphs
Pattern Recognition
Evolutionary Approach to Data Discretization for Rough Sets Theory
Fundamenta Informaticae
Visual querying and analysis of large software repositories
Empirical Software Engineering
Patterns of Transition: The Shift from Traditional to Object-Oriented Development
Journal of Management Information Systems
Multivariate analysis of structural economic indicators for Croatia and EU 27
MAASE'09 Proceedings of the 2nd WSEAS international conference on Multivariate analysis and its application in science and engineering
Proceedings of the 2008 conference on Artificial Intelligence Research and Development: Proceedings of the 11th International Conference of the Catalan Association for Artificial Intelligence
Using the Negentropy Increment to Determine the Number of Clusters
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
A Cluster-Based Feature Selection Approach
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
A new point symmetry based fuzzy genetic clustering technique for automatic evolution of clusters
Information Sciences: an International Journal
A hybrid recommendation procedure for new items using preference boundary
Proceedings of the 11th International Conference on Electronic Commerce
How Much True Structure Has Been Discovered?
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
An Extended Comparison of Six Approaches to Discretization - A Rough Set Approach
Fundamenta Informaticae - Fundamentals of Knowledge Technology
Eliciting Mental Models of User Methods for Product and Communications Design
UAHCI '09 Proceedings of the 5th International Conference on Universal Access in Human-Computer Interaction. Addressing Diversity. Part I: Held as Part of HCI International 2009
On the Explorative Behavior of MAX---MIN Ant System
SLS '09 Proceedings of the Second International Workshop on Engineering Stochastic Local Search Algorithms. Designing, Implementing and Analyzing Effective Heuristics
Constrained Connectivity and Transition Regions
ISMM '09 Proceedings of the 9th International Symposium on Mathematical Morphology and Its Application to Signal and Image Processing
Iterative optimization and simplification of hierarchical clusterings
Journal of Artificial Intelligence Research
Approaches to conceptual clustering
IJCAI'85 Proceedings of the 9th international joint conference on Artificial intelligence - Volume 1
Understanding the thematic structure of the Qur'an: an exploratory multivariate approach
ACLstudent '05 Proceedings of the ACL Student Research Workshop
A hybrid genetic algorithm for classification
IJCAI'91 Proceedings of the 12th international joint conference on Artificial intelligence - Volume 2
An investigation into affective design using sorting technique and Kohonen self-organising map
Advances in Engineering Software
Sura Length and Lexical Probability Estimation in Cluster Analysis of the Qur’an
ACM Transactions on Asian Language Information Processing (TALIP)
Tracking based motion segmentation under relaxed statistical assumptions
Computer Vision and Image Understanding
Formal concept analysis with background knowledge: attribute priorities
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews - Special issue on information reuse and integration
Performance evaluation of some symmetry-based cluster validity indexes
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews - Special issue on information reuse and integration
A survey of evolutionary algorithms for clustering
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Normality-based validation for crisp clustering
Pattern Recognition
Quality indices for (practical) clustering evaluation
Intelligent Data Analysis
The capacitated centred clustering problem
Computers and Operations Research
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
Fuzzy Cluster Validation Using the Partition Negentropy Criterion
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Decision Support Systems - Special issue: Intelligence and security informatics
An outlier-based data association method for linking criminal incidents
Decision Support Systems - Special issue: Intelligence and security informatics
Learning, detecting, understanding, and predicting concept changes
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
A diversity-based method for infrequent purchase decision support in e-commerce
Electronic Commerce Research and Applications
Dynamic clustering of interval-valued data based on adaptive quadratic distances
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Watershed merging method for color images
Annales UMCS, Informatica
IPCM separability ratio for supervised feature selection
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Application execution management on the InteGrade opportunistic grid middleware
Journal of Parallel and Distributed Computing
Pairwise-adaptive dissimilarity measure for document clustering
Information Sciences: an International Journal
A partitioning method for mixed feature-type symbolic data using a squared Euclidean distance
KI'06 Proceedings of the 29th annual German conference on Artificial intelligence
IFSA'03 Proceedings of the 10th international fuzzy systems association World Congress conference on Fuzzy sets and systems
Finding natural clusters using multi-clusterer combiner based on shared nearest neighbors
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
Graph nodes clustering based on the commute-time kernel
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Constructing appropriate data abstractions for mining classification knowledge
INAP'01 Proceedings of the Applications of prolog 14th international conference on Web knowledge management and decision support
Additive and nonadditive fuzzy hidden Markov models
IEEE Transactions on Fuzzy Systems
ABBA: adaptive bicluster-based approach to impute missing values in binary matrices
Proceedings of the 2010 ACM Symposium on Applied Computing
Generalized external indexes for comparing data partitions with overlapping categories
Pattern Recognition Letters
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Trajectory analysis of laboratory tests as medical complex data mining
MCD'07 Proceedings of the 3rd ECML/PKDD international conference on Mining complex data
A comparison of six approaches to discretization: a rough set perspective
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Discovery of risky cases in chronic diseases: an approach using trajectory grouping
JSAI'07 Proceedings of the 2007 conference on New frontiers in artificial intelligence
Criminal incident data association using the OLAP technology
ISI'03 Proceedings of the 1st NSF/NIJ conference on Intelligence and security informatics
Decision based spatial analysis of crime
ISI'03 Proceedings of the 1st NSF/NIJ conference on Intelligence and security informatics
POPI: a user-level tool for inferring router packet forwarding priority
IEEE/ACM Transactions on Networking (TON)
Signal identification of block orthogonal modulations
RWS'10 Proceedings of the 2010 IEEE conference on Radio and wireless symposium
Multiobjective evolutionary algorithms for dynamic social network clustering
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Constructing tree-based knowledge structures from text corpus
Applied Intelligence
A topological embedding of the lexicon for semantic distance computation
Natural Language Engineering
Cone carving for surface reconstruction
ACM SIGGRAPH Asia 2010 papers
Style-content separation by anisotropic part scales
ACM SIGGRAPH Asia 2010 papers
Topic-driven web search result organization by leveraging wikipedia semantic knowledge
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Neighborhood graphs, stripes and shadow plots for cluster visualization
Statistics and Computing
RSCTC'10 Proceedings of the 7th international conference on Rough sets and current trends in computing
Evolutionary clustering of relational data
International Journal of Hybrid Intelligent Systems - Advances in Intelligent Agent Systems
Efficiency issues of evolutionary k-means
Applied Soft Computing
Fuzzy clustering of time series in the frequency domain
Information Sciences: an International Journal
Use of a fuzzy granulation--degranulation criterion for assessing cluster validity
Fuzzy Sets and Systems
Incident mining using structural prototypes
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
Partition selection approach for hierarchical clustering based on clustering ensemble
CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications
Natural Computing: an international journal
Clustering stakeholders for requirements decision making
REFSQ'11 Proceedings of the 17th international working conference on Requirements engineering: foundation for software quality
Identification of the design variables of eLearning tools
Interacting with Computers
Detection of risk factors using trajectory mining
Journal of Intelligent Information Systems
Characterizing e-business workloads using fractal methods
Journal of Web Engineering
Learning inverted dirichlet mixtures for positive data clustering
RSFDGrC'11 Proceedings of the 13th international conference on Rough sets, fuzzy sets, data mining and granular computing
A genetic clustering algorithm using a message-based similarity measure
Expert Systems with Applications: An International Journal
A framework for personalized and collaborative clustering of search results
Proceedings of the 20th ACM international conference on Information and knowledge management
Weighted association based methods for the combination of heterogeneous partitions
Pattern Recognition Letters
Kml: A package to cluster longitudinal data
Computer Methods and Programs in Biomedicine
A complete gradient clustering algorithm formed with kernel estimators
International Journal of Applied Mathematics and Computer Science - Computational Intelligence in Modern Control Systems
A Small-Area Study of Environmental Risk Assessment of Outdoor Falls
Journal of Medical Systems
Supporting visual exploration of discovered association rules through multi-dimensional scaling
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
MICCAI'06 Proceedings of the 9th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
CIARP'05 Proceedings of the 10th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis and Applications
A new combinatorial approach to supervised learning: application to gait recognition
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
An adaptive fuzzy c-means algorithm with the L2 norm
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Greedy routing in tree-decomposed graphs
ESA'05 Proceedings of the 13th annual European conference on Algorithms
DHCC: Divisive hierarchical clustering of categorical data
Data Mining and Knowledge Discovery
Evaluative Schemas and the Mediating Role of Critics
Organization Science
A framework for unsupervised selection of indiscernibility threshold in rough clustering
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
A clustering method for spatio-temporal data and its application to soccer game records
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
Multi-grain parallel processing of data-clustering on programmable graphics hardware
ISPA'04 Proceedings of the Second international conference on Parallel and Distributed Processing and Applications
On constructing clusters from non-euclidean dissimilarity matrix by using rough clustering
JSAI'05 Proceedings of the 2005 international conference on New Frontiers in Artificial Intelligence
Empirical comparison of clustering methods for long time-series databases
AM'03 Proceedings of the Second international conference on Active Mining
Learning the grammar of distant change in the world-wide web
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Towards efficient imputation by nearest-neighbors: a clustering-based approach
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
A framework of checking subsumption relations between composite concepts in different ontologies
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Adaptive radius immune algorithm for data clustering
ICARIS'05 Proceedings of the 4th international conference on Artificial Immune Systems
Some connectivity based cluster validity indices
Applied Soft Computing
A competitive co-evolving support vector clustering
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Evolving clusters in gene-expression data
Information Sciences: an International Journal
A clustering algorithm using the ordered weight sum of self-organizing feature maps
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part III
SBP'10 Proceedings of the Third international conference on Social Computing, Behavioral Modeling, and Prediction
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
Multimedia Tools and Applications
Artificial Intelligence in Medicine
FiRePat—Finding Regulatory Patterns between sRNAs and Genes
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Autonomous construction of ecologically and socially relevant semantics
Cognitive Systems Research
A two-leveled symbiotic evolutionary algorithm for clustering problems
Applied Intelligence
Evolutionary Approach to Data Discretization for Rough Sets Theory
Fundamenta Informaticae
Basic level of concepts in formal concept analysis
ICFCA'12 Proceedings of the 10th international conference on Formal Concept Analysis
Extraction of Structure of Medical Diagnosis from Clinical Data
Fundamenta Informaticae - The 9th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Conputing (RSFDGrC 2003)
SAGA: socially- and geography-aware mobility modeling framework
Proceedings of the 15th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Extracting elite pairwise constraints for clustering
Neurocomputing
Fuzzy Kohonen clustering networks for interval data
Neurocomputing
Journal of the American Society for Information Science and Technology
Feature selection for classification of oscillating time series
Expert Systems: The Journal of Knowledge Engineering
KmL3D: A non-parametric algorithm for clustering joint trajectories
Computer Methods and Programs in Biomedicine
Interactive visual analysis of temporal cluster structures
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
Structural decomposition trees
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
Clustering and labeling of multi-dimensional mixed structured data
Search Computing
Clustering interval data through kernel-induced feature space
Journal of Intelligent Information Systems
Fuzzy clustering of human activity patterns
Fuzzy Sets and Systems
Network Planning and Retail Store Segmentation: A Spatial Clustering Approach
International Journal of Applied Geospatial Research
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
Analysing 3G radio network performance with fuzzy methods
Neurocomputing
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
On the combination of relative clustering validity criteria
Proceedings of the 25th International Conference on Scientific and Statistical Database Management
Fuzzy and hard clustering analysis for thyroid disease
Computer Methods and Programs in Biomedicine
Geographical analysis of the vernacular
Journal of Information Science
Efficient hierarchical clustering of large high dimensional datasets
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Journal of Mathematical Imaging and Vision
A supervised learning approach to the ensemble clustering of genes
International Journal of Data Mining and Bioinformatics
Cluster Differences Unfolding for Two-Way Two-Mode Preference Rating Data
Journal of Classification
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Cluster analysis comprises a range of methods for classifying multivariate data into subgroups. By organising multivariate data into such subgroups, clustering can help reveal the characteristics of any structure or patterns present. These techniques are applicable in a wide range of areas such as medicine, psychology and market research. This fourth edition of the highly successful Cluster Analysis represents a thorough revision of the third edition and covers new and developing areas such as classification likelihood and neural networks for clustering. Real life examples are used throughout to demonstrate the application of the theory, and figures are used extensively to illustrate graphical techniques. The book is comprehensive yet relatively non-mathematical, focusing on the practical aspects of cluster analysis.