Proving geometric algorithm non-solvability: An application of factoring polynomials
Journal of Symbolic Computation
Robust regression and outlier detection
Robust regression and outlier detection
Algorithms for clustering data
Algorithms for clustering data
Cluster analysis and related issues
Handbook of pattern recognition & computer vision
BIRCH: an efficient data clustering method for very large databases
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Data mining and knowledge discovery in databases
Communications of the ACM
CURE: an efficient clustering algorithm for large databases
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
A new cluster validity index for the fuzzy c-mean
Pattern Recognition Letters
Web document clustering: a feasibility demonstration
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
ACM Computing Surveys (CSUR)
Data mining: concepts and techniques
Data mining: concepts and techniques
A human-computer cooperative system for effective high dimensional clustering
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Pattern Recognition with Fuzzy Objective Function Algorithms
Pattern Recognition with Fuzzy Objective Function Algorithms
Computers and Intractability: A Guide to the Theory of NP-Completeness
Computers and Intractability: A Guide to the Theory of NP-Completeness
Efficient and Effective Clustering Methods for Spatial Data Mining
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Discovering Associations in Spatial Data - An Efficient Medoid Based Approach
PAKDD '98 Proceedings of the Second Pacific-Asia Conference on Research and Development in Knowledge Discovery and Data Mining
Pattern Recognition, Third Edition
Pattern Recognition, Third Edition
Fast and robust general purpose clustering algorithms
PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
Hybrid genetic algorithms are better for spatial clustering
PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
Clustering with a genetically optimized approach
IEEE Transactions on Evolutionary Computation
Some new indexes of cluster validity
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
On cluster validity for the fuzzy c-means model
IEEE Transactions on Fuzzy Systems
Book review: Three perspectives of data mining
Artificial Intelligence
Web Usage Mining as a Tool for Personalization: A Survey
User Modeling and User-Adapted Interaction
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Fast and Robust General Purpose Clustering Algorithms
Data Mining and Knowledge Discovery
SOM Ensemble-Based Image Segmentation
Neural Processing Letters
Multi-objective clustering ensemble
International Journal of Hybrid Intelligent Systems - Hybridization of Intelligent Systems
Supervised classification of share price trends
Information Sciences: an International Journal
Multi-level Clustering in Sarcoidosis: A Preliminary Study
AIME '07 Proceedings of the 11th conference on Artificial Intelligence in Medicine
Clustering with Feature Order Preferences
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
A survey of Web clustering engines
ACM Computing Surveys (CSUR)
Knowledge-Based Systems
Clustering with feature order preferences
Intelligent Data Analysis - Artificial Intelligence
Data Mining and Knowledge Discovery
Predicting mobility events on personal devices
Pervasive and Mobile Computing
Data clustering by minimizing disconnectivity
Information Sciences: an International Journal
Supervised chromosome clustering and image classification
Future Generation Computer Systems
Visualizing transactional data with multiple clusterings for knowledge discovery
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Geospatial clustering in data-rich environments: features and issues
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
Information retrieval from the web: an interactive paradigm
MIS'05 Proceedings of the 11th international conference on Advances in Multimedia Information Systems
An architecture for component-based design of representative-based clustering algorithms
Data & Knowledge Engineering
A framework for Multi-Agent Based Clustering
Autonomous Agents and Multi-Agent Systems
Footprint generation using fuzzy-neighborhood clustering
Geoinformatica
Robust clustering for social annotated images
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Review: Soft computing applications in customer segmentation: State-of-art review and critique
Expert Systems with Applications: An International Journal
Pattern forced geophysical vector field segmentation based on Clifford FFT
Computers & Geosciences
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We argue that there are many clustering algorithms, because the notion of "cluster" cannot be precisely defined. Clustering is in the eye of the beholder, and as such, researchers have proposed many induction principles and models whose corresponding optimization problem can only be approximately solved by an even larger number of algorithms. Therefore, comparing clustering algorithms, must take into account a careful understanding of the inductive principles involved.