Spelling checkers,spelling correctors and the misspellings of poor spellers
Information Processing and Management: an International Journal
Introduction to optimization methods and their application in statistics
Introduction to optimization methods and their application in statistics
Algorithms for clustering data
Algorithms for clustering data
Some advances in transformation-based part of speech tagging
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
Classification of binary vectors by stochastic complexity
Journal of Multivariate Analysis
Reinterpreting the Category Utility Function
Machine Learning
Clustering Algorithms
Distributed clustering using collective principal component analysis
Knowledge and Information Systems
The Theory of Computation
On Clustering Validation Techniques
Journal of Intelligent Information Systems
A comparative study on content-based music genre classification
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Cluster ensembles --- a knowledge reuse framework for combining multiple partitions
The Journal of Machine Learning Research
Integrating Microarray Data by Consensus Clustering
ICTAI '03 Proceedings of the 15th IEEE International Conference on Tools with Artificial Intelligence
Style mining of electronic messages for multiple authorship discrimination: first results
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Automatic text categorization in terms of genre and author
Computational Linguistics
Document clustering via adaptive subspace iteration
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Music artist style identification by semi-supervised learning from both lyrics and content
Proceedings of the 12th annual ACM international conference on Multimedia
On combining multiple clusterings
Proceedings of the thirteenth ACM international conference on Information and knowledge management
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
A general model for clustering binary data
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
A Unified View on Clustering Binary Data
Machine Learning
Moderate diversity for better cluster ensembles
Information Fusion
Multiobjective clustering with automatic k-determination for large-scale data
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Algorithms for clustering high dimensional and distributed data
Intelligent Data Analysis
Wavelet transformation and cluster ensemble for gene expression analysis
International Journal of Bioinformatics Research and Applications
Solving Consensus and Semi-supervised Clustering Problems Using Nonnegative Matrix Factorization
ICDM '07 Proceedings of the 2007 Seventh IEEE International Conference on Data Mining
Multi-objective genetic algorithms based automated clustering for fuzzy association rules mining
Journal of Intelligent Information Systems
Multiobjective data clustering
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
A theoretic framework of K-means-based consensus clustering
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
| Hi-index | 0.00 |
Many problems can be reduced to the problem of combining multiple clusterings. In this paper, we first summarize different application scenarios of combining multiple clusterings and provide a new perspective of viewing the problem as a categorical clustering problem. We then show the connections between various consensus and clustering criteria and discuss the complexity results of the problem. Finally we propose a new method to determine the final clustering. Experiments on kinship terms and clustering popular music from heterogeneous feature sets show the effectiveness of combining multiple clusterings.