References related to Clustering

Books and proceedings

James C. Bezdek, James M. Keller, Raghu Krishnapuram, and Nikhil R. Pal. Fuzzy Models and Algorithms for Pattern Recognition and Image Processing. Boston, 1999.
Keywords: Classification, Clustering, Fuzzy Clustering, Fuzzy Models, Image Data. [Abstract]
Frank Höppner, Frank Klawonn, Rudolf Kruse, and Thomas A. Runkler. Fuzzy Cluster Analysis. Chichester, England, 1999.
Keywords: Clustering, Fuzzy Clustering, Rule Generation, Image Data. [Abstract]
Michael Irwin Jordan, editor. Learning in Graphical Models. 1999.
Keywords: Clustering, Neural Networks, Bayesian Networks, Regression. [Abstract]
Frank Höppner, Frank Klawonn, and Rudolf Kruse. Fuzzy-Clusteranalyse, Computational Intelligence. Braunschweig, Germany, 1997.
Keywords: Clustering. [Abstract]
Mika Sato, Yoshiharu Sato, and Lakhmi C. Jain. Fuzzy Clustering Models and Applications, volume 9 of Studies in Fuzziness and Softcomputing. Heidelberg, Germany, 1997.
Keywords: Clustering, Fuzzy Clustering.
Johann Bacher. Clusteranalyse -- anwendungsorientierte Einführung. 1996.
Keywords: Clustering. [Abstract]
Boris Mirkin. Mathematical Classification and Clustering, volume 11 of Nonconvex Optimization and Its Application. 1996.
Keywords: Classification, Clustering. [Abstract]
Hans Bandemer and Wolfgang Näther. Fuzzy data analysis, volume 20 of Theory and decision library, Series B, Mathematical and statistical methods. 1992.
Keywords: Clustering, Similarity Measures, Fuzzy Clustering. [Abstract]
Anil K. Jain and Richard C. Dubes. Algorithms for Clustering Data. 1988.
Keywords: Clustering, Cluster Validity Measures, Image Data. [Abstract]
Fionn Murtagh. Multidimensional Clustering Algorithms, Lectures in Computational Statistics. 1985.
Keywords: Clustering, Nearest Neighbour Methods. [Abstract]
David Sankoff and Joseph B. Kruskal. Time Warps, String Edits, and Macromolecules: The Theory and Practice of Sequence Comparison. 1983.
Keywords: Clustering, Similarity Measures, Time Warping, Sequential/Temporal Data. [Abstract]
John A. Hartigan. Clustering Algorithms. 1975.
Keywords: Clustering.
B. S. Everitt. Cluster Analysis. 1974.
Keywords: Clustering.
R. Duda and P. Hart. Pattern Classification and Scene Analysis. 1973.
Keywords: Classification, Clustering. [Abstract]

Articles in journal or book's chapters

Steven Eschrich, Jingwei Ke, Lawrence O. Hall, and Dmitry B. Goldgof. Fast Accurate Fuzzy Clustering Through Data Reduction. TFS, 11(2):262--270, 2003.
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means, Image Data, Speed-up Issues. [Abstract]
Frank Höppner and Frank Klawonn. Improved Fuzzy Partitions for Fuzzy Regression Models. IJAR, 32:85--102, 2003. [ PDF ]
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means, Fuzzy Models, Sequential/Temporal Data, Regression. [Abstract]
Frank Höppner and Frank Klawonn. A Contribution to Convergence Theory of Fuzzy c-Means and Derivatives. TFS, 11(5):682--694, 2003.
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
S. Miyamoto, D. Suizu, and O. Takata. Methods of Fuzzy c-Means and Possibilistic Clustering using a Quadratic Term. Scientiae Mathematicae Japonicae, 9:17--33, 2003.
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means.
S. Miyamoto. Information clustering based on fuzzy multisets. Information Processing and Management, 39(2):195--213, 2003.
Keywords: Clustering.
Erhan Gokcay and Jose C. Principe. Information Theoretic Clustering. TPAMI, 24(2):158--171, 2002.
Keywords: Classification, Clustering. [Abstract]
Maria Halkidi, Yannis Batistakis, and Michalis Vazirgiannis. Cluster Validity Methodes: Part II. SIGMOD Record, 2002. [ URL ]
Keywords: Clustering, Cluster Validity Measures. [Abstract]
Maria Halkidi, Yannis Batistakis, and Michalis Vazirgiannis. Cluster Validity Methodes: Part I. SIGMOD Record, 2002. [ URL ]
Keywords: Clustering, Cluster Validity Measures. [Abstract]
Frank Höppner. Speeding up Fuzzy c-Means: Using a Hierarchical Data Organisation to Control the Precision of Membership Calculation. FSS, 128(3):365--378, 2002.
Keywords: Clustering, Fuzzy c-Means, Speed-up Issues. [Abstract]
Frank Höppner, Frank Klawonn, and Patrik Eklund. Learning Indistinguishability from Data. Soft Computing, 6(1):6--13, 2002. [ PDF ]
Keywords: Clustering, Similarity Measures, Fuzzy Clustering, Fuzzy Models. [Abstract]
Tapas Kanungo, David M. Mount, Nathan S. Netanyahu, Christine D. Piatko, Ruth Silverman, and Angela Y. Wu. An Efficient k-Means Clustering Algorithm: Analysis and Implementation. TPAMI, 24(7):881-892, 2002.
Keywords: Clustering, Image Data, Speed-up Issues. [Abstract]
Annette Keller and Frank Klawonn. Adaption of Cluster Sizes in Objective-Function Based Fuzzy Clustering, volume IV, pages 181-199. 2002.
Keywords: Clustering, Fuzzy Clustering. [Abstract]
John F. Kolen and Tim Hutcheson. Reducing the Time Complexity of the Fuzzy c-Means Algorithm. TFS, 10(2):263--267, 2002.
Keywords: Clustering, Fuzzy c-Means, Speed-up Issues. [Abstract]
Michel Ménard. Fuzzy clustering and switching regression models using ambiguity and distance rejects. FSS, 128(3), 2002.
Keywords: Clustering, Fuzzy Clustering, Regression.
Michel Ménard and Michel Eboueya. Extreme physical information and objective function in fuzzy clustering. FSS, 128:285--303, 2002.
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Pabitra Mitra, C. A. Murthy, and Sankar K. Pal. Density-Based Multiscale Data Condensation. TPAMI, 24(6):734--747, 2002.
Keywords: Classification, Clustering, Rule Generation, Multiscale Analysis. [Abstract]
Bamshad Mobasher, Honghua Dai, Tao Luo, and Miki Nakagawa. Discovery and Evaluation of Aggregate Usage Profiles for Web Personalization. Data Mining and Knowledge Discovery, 6:61--82, 2002.
Keywords: Clustering, Sequential/Temporal Data. [Abstract]
Witold Pedrycz and Andrzej Bargiela. Granular Clustering: A Granular Signature of Data. TSMCB, 32(2):212--224, 2002.
Keywords: Clustering. [Abstract]
Sani Susanto, Ignatius Suharto, and Paulus Sukapto. Using the fuzzy clustering algorithm for the allocation of students. World Transactions on Engineering and Technology Education, 1(2):245--248, 2002. [ PDF ]
Keywords: Clustering, Fuzzy Clustering.
Ziv Bar-Joseph, David K. Gifford, and Tommi S. Jaakkola. Fast optimal leaf ordering for hierarchical clustering. Bioinformatics, 17(Suppl. 1):S22-S29, 2001.
Keywords: Clustering. [Abstract]
Maria Halkidi, Yannis Batistakis, and Michalis Vazirgiannis. On Clustering Validation Techniques. JIIS, 17(2):107--145, 2001. [ URL ]
Keywords: Clustering, Cluster Validity Measures, Surveys. [Abstract]
Maria Halkidi and Michalis Vazirgiannis. A data set oriented approach for clustering algorithm selection. PKDD01, 2001. [ URL ]
Keywords: Clustering. [Abstract]
Maria Halkidi and Michalis Vazirgiannis. Clustering Validity Assessment: Finding the optimal partitioning of a data set. ICDM01, 2001. [ URL ]
Keywords: Clustering, Sequential/Temporal Data. [Abstract]
Richard J. Hathaway and James C. Bezdek. Fuzzy c-Means Clustering of Incomplete Data. SMCB, 31(5):735--744, 2001.
Keywords: Clustering, Fuzzy c-Means. [Abstract]
Raghu Krishnapuram, Anupam Joshi, Olfa Nasraoui, and Liyu Yi. Low-Complexity Fuzzy Relational Clustering Algorithms for Web Mining. TFS, 9(4):595--607, 2001.
Keywords: Clustering, Similarity Measures, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Reginald E. Hammah and John H. Curran. Validity Measures for the Fuzzy Cluster Analysis of Orientations. TPAMI, 22(12):1467--1472, 2000.
Keywords: Clustering, Cluster Validity Measures, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Annette Keller and Frank Klawonn. Fuzzy Clustering with Weighting of Data Variables. Int. Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, 8(6):735--746, 2000.
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Vladik Kreinovich and Yeung Yam. Why Clustering in Function Approximation? Theoretical Explanation. Int. Journal of Intelligent Systems, 15(10):959--966, 2000.
Keywords: Clustering, Splines. [Abstract]
Nikhil R. Pal and Debrup Chakraborty. Mountain and Subtractive Clustering Method: Improvements and Generalizations. IJIS, 15:329--341, 2000.
Keywords: Clustering, Mountain Method. [Abstract]
Anil K. Jain, N. M. Murty, and P. J. Flynn. Data Clustering: A Review. ACMCS, 31(3):264--323, 1999.
Keywords: Classification, Clustering, Image Data. [Abstract]
A. Joentgen, L. Mikenina, R. Weber, and H.-J. Zimmermann. Dynamic fuzzy data analysis based on similarity between functions. FSS, 105:81--90, 1999.
Keywords: Classification, Clustering, Similarity Measures, Fuzzy c-Means. [Abstract]
Thomas A. Runkler and James C. Bezdek. Alternating cluster estimation: A new tool for clustering and function approximation. TFS, 7(4):377--393, 1999.
Keywords: Clustering.
Sani Susanto, Robert Damian Kennedy, and John W.H. Price. A new fuzzy c-means and assignment technique-based cell formation algorithm to perform part-type clusters and machine-type clusters separately. Production Planning and Control, 10(4):375--388, 1999. [ PDF ]
Keywords: Clustering, Fuzzy c-Means.
James C. Bezdek and Nikhil R. Pal. Some New Indexes of Cluster Validity. SMCB, 28(3):301--315, 1998.
Keywords: Noise Handling, Clustering, Cluster Validity Measures. [Abstract]
Jian-Qin Chen, Yu-Geng Xi, and Zhong-Jun Zhang. A clustering algorithm for fuzzy model identification. FSS, 98:319--329, 1998.
Keywords: Clustering, Fuzzy Models, Sequential/Temporal Data. [Abstract]
Yasser El-Sonbaty and M. A. Ismail. Fuzzy Clustering for Symbolic Data. TFS, 6(2):195--204, 1998.
Keywords: Clustering, Fuzzy Clustering. [Abstract]
Amir B. Geva. Feature Extraction and State Identification in Biomedical Signals using Hierarchical Fuzzy Clustering. MBEC, 36:608--614, 1998.
Keywords: Clustering, Cluster Validity Measures, Fuzzy Clustering, Sequential/Temporal Patterns, Medical Applications. [Abstract]
Amir B. Geva. ScaleNet -- Multiscale Neural-Network Architecture for Time Series Prediction. TNN, 9(5):1471--1482, 1998.
Keywords: Clustering, Neural Networks, Wavelets, Multiscale Analysis, Sequential/Temporal Data, Sequential/Temporal Patterns. [Abstract]
M. Ramze Rezaee, B. P. F. Lelieveldt, and J. H. C. Reiber. A new cluster validity index for the fuzzy c-means. PRL, 19:237--246, 1998.
Keywords: Clustering, Cluster Validity Measures, Fuzzy c-Means. [Abstract]
Rajesh N. Davé and Raghu Krishnapuram. Robust Clustering Methods: A Unified View. TFS, 5(2):270--293, 1997.
Keywords: Clustering. [Abstract]
Frank Höppner. Fuzzy Shell Clustering Algorithms in Image Processing: Fuzzy c-Rectangular and 2-Rectangular Shells. TFS, 5(4):599-613, 1997. [ PDF ]
Keywords: Clustering, Image Data. [Abstract]
Nicolaos B. Karayiannis and James C. Bezdek. An Integrated Approach to Fuzzy Learning Vector Quantization and Fuzzy c-Means Clustering. TFS, 5(4):622-628, 1997.
Keywords: Discretization, Classification, Clustering, Fuzzy c-Means. [Abstract]
Nikhil R. Pal and James C. Bezdek. Corrections to ``On Cluster Validity for the Fuzzy c-Means Model''. TFS, 5(1):152--153, 1997.
Keywords: Clustering, Cluster Validity Measures, Fuzzy c-Means. [Abstract]
Witold Pedrycz and James Waletzky. Fuzzy Clustering with Partial Supervision. SMCB, 27(5):787--795, 1997.
Keywords: Classification, Clustering, Fuzzy Clustering. [Abstract]
Padhraic Smyth. Clustering sequences with hidden Markov models. In Advances in Neural Information Processing 9. 1997.
Keywords: Clustering, Sequential/Temporal Data. [Abstract]
Arnaldo J. Abrantes and Jorge S. Marques. A Class of Constrained Clustering Algorithms for Object Boundary Extraction. TIP, 5(11):1507--1521, 1996.
Keywords: Clustering, Image Data. [Abstract]
M. Barni, V. Cappellini, and A. Mecocci. Comments on ``A Possibilistic Approach to Clustering''. TFS, 4(3):393--396, 1996.
Keywords: Clustering, Fuzzy Clustering. [Abstract]
Hichem Frigui and Raghu Krishnapuram. A Comparison of Fuzzy Shell-Clustering Methods for the Detection of Ellipses. TFS, 4(2):193--199, 1996.
Keywords: Noise Handling, Clustering. [Abstract]
Raghu Krishnapuram and James M. Keller. The Possibilistic c-Means Algorithm: Insights and Recommendations. TFS, 4(3):385--393, 1996.
Keywords: Clustering, Fuzzy c-Means. [Abstract]
Witold Pedrycz. Conditional Fuzzy c-Means. PRL, 17:625--631, 1996.
Keywords: Clustering, Similarity Measures, Fuzzy c-Means. [Abstract]
James C. Bezdek, Richard J. Hathaway, and Nikhil R. Pal. Norm-Induced Shell-Prototypes (NISP) Clustering. NPSC, 3:431--450, 1995.
Keywords: Clustering, Similarity Measures, Fuzzy c-Means. [Abstract]
James C. Bezdek. Hybrid modelling in pattern recognition and control. KBS, 8(6):359--371, 1995.
Keywords: Clustering, Fuzzy Clustering, Neural Networks. [Abstract]
David Eppstein. Fast Hierarchical Clustering and Other Applications of Dynamic Closest Pairs. Disc. Comp. Geom., 13:111--122, 1995.
Keywords: Clustering, Similarity Measures. [Abstract]
J.A. Garcia, J. Fdez-Valdivia, F. J. Cortijo, and R. Molina. A dynamic approach for clustering data. SP, 44(2):181--196, 1995.
Keywords: Piecewise Linear Representations, Clustering, Similarity Measures, Sequential/Temporal Data. [Abstract]
Isak Gath and Dan Hoory. Fuzzy clustering of elliptic ring-shaped clusters. PRL, 16:727--741, 1995.
Keywords: Clustering, Fuzzy Clustering, Image Data. [Abstract]
Richard J. Hathaway and James C. Bezdek. Optimization of Clustering Criteria by Reformulation. TFS, 3(2):241--245, 1995.
Keywords: Clustering, Fuzzy Clustering. [Abstract]
C.V. Jawahar, P.K. Biswas, and A.K. Ray. Detection of clusters of distinct geometry: A step towards generalised fuzzy clustering. PRL, 16:1119--1123, 1995.
Keywords: Clustering, Fuzzy Clustering, Image Data. [Abstract]
Raghu Krishnapuram, Hichem Frigui, and Olfa Nasraoui. Fuzzy and Possibilistic Shell Clustering Algorithms and Their Application to Boundary Detection and Surface Approximation -- Part I. TFS, 3(1):29--43, 1995.
Keywords: Noise Handling, Clustering, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Raghu Krishnapuram, Hichem Frigui, and Olfa Nasraoui. Fuzzy and Possibilistic Shell Clustering Algorithms and Their Application to Boundary Detection and Surface Approximation -- Part II. TFS, 3(1):44--60, 1995.
Keywords: Clustering, Cluster Validity Measures, Image Data. [Abstract]
Nikhil R. Pal and James C. Bezdek. On Cluster Validity for the Fuzzy c-Means Model. TFS, 3(3):370--379, 1995.
Keywords: Clustering, Cluster Validity Measures, Fuzzy c-Means. [Abstract]
Gerardo Beni and Xiaomin Liu. A Least Biased Fuzzy Clustering Method. TPAMI, 16(9):954--960, 1994.
Keywords: Clustering, Cluster Validity Measures, Fuzzy Clustering, Multiscale Analysis. [Abstract]
Stephen L. Chui. Fuzzy Model Identification based on cluster estimation. JIFS, 2:267--278, 1994.
Keywords: Clustering, Fuzzy c-Means, Mountain Method, Fuzzy Models, Sequential/Temporal Data. [Abstract]
Mohamed S. Kamel and Shokri Z. Selim. New Algorithms for Solving the Fuzzy Clustering Problem. PR, 27(3):421--428, 1994.
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Yael Man and Isak Gath. Detection and Separation of Ring-Shaped Clusters Using Fuzzy Clustering. TPAMI, 16(8):855--861, 1994.
Keywords: Clustering, Fuzzy Clustering, Image Data. [Abstract]
Richard J. Hathaway and James C. Bezdek. Switching Regression Models and Fuzzy Clustering. TFS, 1(3):195--204, 1993.
Keywords: Clustering, Fuzzy Clustering, Regression. [Abstract]
Raghu Krishnapuram, Hichem Frigui, and Olfa Nasraoui. The Fuzzy C Quadric Shell clustering algorithm and the detection of second-degree curves. PRL, 14:545--552, 1993.
Keywords: Clustering, Fuzzy Clustering. [Abstract]
Raghu Krishnapuram and James M. Keller. A Possibilistic Approach to Clustering. TFS, 1(2):98--110, 1993.
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Rajesh N. Davé and Kurra Bhaswan. Adaptive Fuzzy c-Shells Clustering and Detection of Ellipses. TNN, 3(5):643--662, 1992.
Keywords: Clustering, Fuzzy Clustering, Image Data. [Abstract]
Raghu Krishnapuram, Olfa Nasraoui, and Hichem Frigui. The Fuzzy C Spherical Shells Algorithm: A New Approach. TNN, 3(5):663--670, 1992.
Keywords: Clustering, Cluster Validity Measures. [Abstract]
Leon Bobrowski and James C. Bezdek. $c$-Means Clustering with the $L_1$ and $L_\infty$ Norms.. SMC, 21(3):545--554, 1991.
Keywords: Clustering, Similarity Measures, Fuzzy c-Means. [Abstract]
Rajesh N. Davé. Characterization and detection of noise in clustering. PRL, 12:657--664, 1991.
Keywords: Noise Handling, Clustering, Fuzzy Clustering, Fuzzy c-Means, Regression. [Abstract]
Raghu Krishnapuram, Hichem Frigui, and Olfa Nasraoui. New fuzzy shell clustering algorithms for boundary detection and pattern recognition. IRCV, pp 458--465, 1991.
Keywords: Clustering, Fuzzy Clustering. [Abstract]
Scott W. Shaw and Rui J. P. Defigueiredo. Structural Processing of Waveforms as Trees. TASSP, 38(2):328--338, 1990.
Keywords: Noise Handling, Clustering, Similarity Measures. [Abstract]
Isak Gath and Amir B. Geva. Unsupervised Optimal Fuzzy Clustering. TPAMI, 11(7):773-781, 1989.
Keywords: Classification, Clustering, Cluster Validity Measures, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
James C. Bezdek, Richard J. Hathaway, R. E. Howard, C. A. Wilson, and M. P. Windham. Local Convergence Analysis of a Grouped Variable Version of Coordinate Descent. JOTA, 54(3):471--477, 1987.
Keywords: Clustering. [Abstract]
James C. Bezdek, Richard J. Hathaway, Michael J. Sabin, and William T. Tucker. Convergence Theory for Fuzzy c-Means: Counterexamples and Repairs. SMC, 17(5):873--877, 1987.
Keywords: Clustering, Fuzzy c-Means, Sequential/Temporal Data. [Abstract]
Robert L. Cannon, Jitendra V. Dave, and James C. Bezdek. Efficient implementation of the fuzzy c-means clustering algorithms. TPAMI, 8(2):248--255, 1986.
Keywords: Clustering, Fuzzy c-Means, Image Data, Speed-up Issues. [Abstract]
Shokri Z. Selim and M. A. Ismail. On the Local Optimality of the Fuzzy Isodata Clustering Algorithm. TPAMI, 8(2):284--288, 1986.
Keywords: Clustering. [Abstract]
Witold Pedrycz. Algorithms of fuzzy clustering with partial supervision. PRL, 3:13--20, 1985.
Keywords: Clustering, Fuzzy Clustering, Medical Applications. [Abstract]
Shokri Z. Selim and M. A. Ismail. Soft Clustering of Multidimensional Data: A Semi-Fuzzy Approach. PR, 17(5):559--568, 1984.
Keywords: Classification, Clustering. [Abstract]
James C. Bezdek. A Convergence Theorem for the Fuzzy ISODATA Clustering Algorithms. TPAMI, 2(1):1--8, 1980.
Keywords: Clustering, Sequential/Temporal Data. [Abstract]
James C. Bezdek and Joseph C. Dunn. Optimal Fuzzy Partitions: A Heuristic for Estimating the Parameters in a Mixture of Normal Distributions. TC, 24(4):835--838, 1975.
Keywords: Clustering. [Abstract]
J.C. Dunn. A Fuzzy Relative of the ISODATA Process and its Use in Detecting Compact, Well-Separated Clusters. JC, 3(3):32--57, 1973.
Keywords: Clustering. [Abstract]
Enrique H. Ruspini. A New Approach to Clustering. IC, 15(1):22--32, 1969.
Keywords: Clustering. [Abstract]
Raghu Krishnapuram, Hichem Frigui, and Olfa Nasraoui. A Fuzzy Clustering Algorithm to Detect Planar and Quadric Shapes. unknown, unknown.
Keywords: Clustering, Fuzzy Clustering, Image Data. [Abstract]
Raghu Krishnapuram and James M. Keller. Fuzzy and Possibilistic Clustering Methods for Computer Vision. unknown, unknown.
Keywords: Clustering, Fuzzy Clustering.

Conference's articles

Frank Klawonn and Frank Höppner. An Alternative Approach to the Fuzzifier in Fuzzy Clustering to Obtain Better Clustering Results. In Proceedings of 3rd Eusflat, pages 730--734, 2003.
Keywords: Clustering, Fuzzy Clustering.
Frank Klawonn and Frank Höppner. What is Fuzzy About Fuzzy Clustering? -- Understanding and Improving the Concept of the Fuzzifier. In Advances in Intelligent Data Analysis, pages 254--264, 2003.
Keywords: Clustering, Fuzzy Clustering.
S. Miyamoto and K. Mizutani. Fuzzy multiset space and c-means clustering using kernels with application to information retrieval. In IFSA03, volume 2715 of LNAI, Istanbul, Turkey, pages 387--395, 2003.
Keywords: Clustering.
Ziv Bar-Joseph, Georg Gerber, David K. Gifford, and Tommi S. Jaakkola. A New Approach to Analyzing Gene Expression Time Series Data. In 6th Annual Int. Conf. on Research in Comp. Molecular Biology, 2002.
Keywords: Clustering, Time Warping, Sequential/Temporal Data, Splines. [Abstract]
Michael R. Berthold, David E. Patterson, Marco Ortolani, Heiko Hofer, Frank Höppner, and Ondine Callan. Shape-Invariant Fuzzy Clustering of Proteomics Data. In NAFIPS02, 2002.
Keywords: Clustering, Fuzzy Clustering.
Terence Kwok, Kate Smith, Sebastian Lozano, and David Taniar. Parallel Fuzzy c-Means Clustering for Large Data Sets. In Burkhard Monien and Rainer Feldmann, editors, EUROPAR02, volume 2400 of LNCS, pages 365--374, 2002.
Keywords: Clustering, Fuzzy c-Means. [Abstract]
S. Miyamoto and D. Suizu. Fuzzy c-means clustering using transformations into high dimensional spaces. In Int. Conf. on Fuzzy Systems and Knowledge Discovery, volume 2, Singapore, pages 656--660, 2002.
Keywords: Clustering, Fuzzy c-Means.
Marco Ortolani, Heiko Hofer, David Patterson, Frank Höppner, and Michael Berthold. Fuzzy Information Granules in Time Series Data. In FUZZIEEE02, Honolulu, Hawai, pages 695--699, 2002.
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means, Sequential/Temporal Data, Medical Applications. [Abstract]
Mohammad Shahmohammadi and Hamid R. Nikoofar. Automatic Digital Modulation Recognition under Non-Coherent Condition. In Proc. of ISIT, Lausanne, Switzerland, pages 19-22, 2002.
Keywords: Classification, Clustering. [Abstract]
Frank Höppner and Frank Klawonn. A New Approach to Fuzzy Partitioning. In NAFIPS01, Vancouver, Canada, pages 1419--1424, 2001. [ PDF ] [ Postscript ]
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means, Sequential/Temporal Data. [Abstract]
Cen Li, Gautam Biswas, Mike Dale, and Pat Dale. Building Models of Ecological Dynamics using HMM based Temporal Data Clustering -- A Preliminary Study. In IDA01, number 2189 of LNAI, pages 52--61, 2001.
Keywords: Clustering, Sequential/Temporal Data. [Abstract]
Graziano Frosini, Beatrice Lazzerini, and Francesco Marcelloni. A modified Fuzzy c-Means Algorithm for Feature Selection. In Thomas Whalen, editor, NAFIPS00, Atlanta, Georgia, USA, pages 148--152, 2000.
Keywords: Classification, Clustering, Fuzzy c-Means, Nearest Neighbour Methods. [Abstract]
Frank Höppner and Frank Klawonn. Fuzzy Clustering of Sampled Functions. In NAFIPS00, Atlanta, USA, pages 251--255, 2000. [ PDF ] [ Postscript ]
Keywords: Clustering, Fuzzy Clustering. [Abstract]
Frank Höppner. Piecewise Linear Function Approximation by Alternating Optimization. In Proc. of the 8th Int. Conf. on Information Processing and Management of Uncertainty in Knowledge Based Systems (IPMU), Madrid, Spain, pages 1751--1757, 2000. [ PDF ] [ Postscript ]
Keywords: Piecewise Linear Representations, Clustering, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Frank Höppner and Frank Klawonn. Obtaining Interpretable Fuzzy Models from Fuzzy Clustering and Fuzzy Regression. In KES00, Brighton, UK, pages 162--165, 2000. [ PDF ] [ Postscript ]
Keywords: Clustering, Fuzzy Clustering, Fuzzy Models, Sequential/Temporal Data, Regression. [Abstract]
Annette Keller. Fuzzy Clustering with Outliers. In NAFIPS00, 2000.
Keywords: Noise Handling, Clustering, Fuzzy Clustering. [Abstract]
Bing Liu, Yiyuan Xia, and Philip S. Yu. Clustering Through Decision Tree Construction. In CIKM00, pages 20--29, 2000.
Keywords: Classification, Decision Trees, Clustering, Similarity Measures. [Abstract]
Alexandrin Popescul, Gary William Flake, Steve Lawrence, Lyle H. Ungar, and C. Lee Giles. Clustering and Identifying Temporal Trends in Document Databases. In Proc. of the IEEE Int. Conf. on Advances in Digital Libraries (ADL), Washington, DC, pages 173--182, 2000.
Keywords: Clustering. [Abstract]
Mihael Ankerst, Markus M. Breunig, Hans-Peter Kriegel, and Jörg Sander. OPTICS: Ordering Points To Identify the Clustering Structure. In ICMD99, Philadelpha, 1999.
Keywords: Clustering. [Abstract]
Arthur Flexer. On the Use of Self-Organizing Maps for Clustering and Visualization. In PKDD99, volume 1704 of LNAI, Prague, Czech Republic, pages 80--88, 1999.
Keywords: Clustering. [Abstract]
Amir B. Geva. Non-Stationary Time-Series Prediction Using Fuzzy Clustering. In Rajesh N. Davé and Thomas Sudkamp, editors, NAFIPS99, pages 413--417, 1999.
Keywords: Clustering, Fuzzy Clustering, Sequential/Temporal Data, Sequential/Temporal Patterns. [Abstract]
Ykä Huhtala, Juha Kärkkäinen, and Hannu Toivonen. Mining for similarities in aligned time series using wavelets. In Data Mining and Knowledge Discovery: Theory, Tools, and Technology, volume 3695 of SPIE Proc., Orlando, Florida, pages 150--160, 1999.
Keywords: Clustering, Similarity Measures, Wavelets, Multiscale Analysis, Sequential/Temporal Data. [Abstract]
Annette Keller and Frank Klawonn. Context Sensitive Fuzzy Clustering. In NAFIPS99, pages 347--351, 1999.
Keywords: Clustering, Similarity Measures, Fuzzy Clustering, Image Data. [Abstract]
Annette Keller and Frank Klawonn. Fuzzy Clustering with Weighting of Data Variables. In Proceedings of the 1999 EUSFLAT-ESTYLF Joint Conference, Palma de Mallorca, Spain, pages 497--500, 1999.
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Paul R. Kersten. Fuzzy Line Snakes. In Rajesh N. Dav'e and Thomas Sudkamp, editors, NAFIPS99, pages 52--55, 1999.
Keywords: Clustering, Fuzzy Clustering, Image Data. [Abstract]
Frank Klawonn and Annette Keller. Fuzzy Clustering Based on Modified Distance Measures. In D. J. Hand, J. N. Kok, and M. R. Berthold, editors, IDA99, Amsterdam, The Netherlands, pages 291--301, 1999.
Keywords: Clustering, Similarity Measures, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
William W. Melek, M. Reza Emami, and Andrew A. Goldenberg. An Improved robust Fuzzy Clustering Algorithm. In FUZZIEEE99, Seoul, Korea, pages 1261--1265, 1999.
Keywords: Noise Handling, Clustering, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Susana Nascimento, Boris Mirkin, and Fernando Moura-Pires. Multiple Prototype Model for Fuzzy Clustering. In D. J. Hand, J. N. Kok, and M. R. Berthold, editors, IDA99, Amsterdam, The Netherlands, pages 269--279, 1999.
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Olfa Nasraoui, Raghu Krishnapuram, and Anupam Joshi. Relational Clustering Based on a New Robust Estimator with Application to Web Mining. In NAFIPS99, pages 705--709, 1999.
Keywords: Noise Handling, Clustering, Similarity Measures, Fuzzy c-Means, Sequential/Temporal Data. [Abstract]
Tim Oates, Laura Firoiu, and Paul R. Cohen. Clustering Time Series with Hidden Markov Models and Dynamic Time Warping. In Proc. of the IJCAI-99 Workshop on Neural, Symbolic and Reinforcement Learning Methods for Sequence Learning, pages 17--21, 1999.
Keywords: Clustering, Time Warping, Sequential/Temporal Data. [Abstract]
Tim Oates. Identifying Distinctive Subsequences in Multivariate Time Series by Clustering. In KDD99, pages 322-326, 1999.
Keywords: Clustering, Sequential/Temporal Data. [Abstract]
Clara Pizzuti, Domenico Talia, and Giorgio Vonella. A Divisive Initialisation Method for Clustering Algorithms. In PKDD99, volume 1704 of LNAI, pages 484--491, 1999.
Keywords: Clustering. [Abstract]
Paola Sebastiani, Marco Ramoni, Paul R. Cohen, John Warwick, and James Davis. Discovering Dynamics Using Bayesian Clustering. In IDA99, Amsterdam, The Netherlands, pages 199--209, 1999.
Keywords: Clustering, Artificial Intelligence. [Abstract]
Eamonn J. Keogh and Michael J. Pazzani. An Enhanced Representation of Time Series which allows Fast and Accurate Classification, Clustering and Relevance Feedback. In KDD98, pages 239--241, 1998.
Keywords: Piecewise Linear Representations, Classification, Clustering, Similarity Measures, Sequential/Temporal Data. [Abstract]
Tim Oates, David Jensen, and Paul R. Cohen. Discovering Rules for Clustering and Predicting Asynchronous Events. In Andrea Danylok, editor, Predicting the Future: AI Approaches to Time-Series Problems., pages 73--79, 1998.
Keywords: Clustering. [Abstract]
Rajesh N. Davé and Sumit Sen. On Generalizing the Noise Clustering Algorithms. In Proceedings of the 7th Fuzzy Systems Association World Congress (IFSA'97), volume III, pages 205--210, 1997.
Keywords: Noise Handling, Clustering, Fuzzy c-Means. [Abstract]
Paul R. Kersten. Implementation Issues in the Fuzzy c-Medians Algorithm. In Proceedings of the 6th International Conference on Fuzzy Systems, Barcelona, Spain, pages 957--962, 1997.
Keywords: Noise Handling, Clustering, Fuzzy c-Means. [Abstract]
Nikhil R. Pal, Kuhu Pal, and James C. Bezdek. A Mixed c-Means Clustering Model. In FUZZIEEE97, pages 11-21, 1997.
Keywords: Noise Handling, Clustering, Fuzzy c-Means. [Abstract]
Lars Pickert, Frank Klawonn, and Edgar Wingender. Fuzzy Cluster Analysis for Identification of Gene Regulation Regions. In IFSA97, Academia, Prague, pages 56--61, 1997.
Keywords: Clustering, Cluster Validity Measures, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Sani Susanto, R. D. Kennedy, and J. W. H. dan Price. A preliminary study of a fuzzy clustering and assignment problem-based cell formation algorithm. In Proc. of Int. Conf. on Manufacturing Automation, Hong Kong, pages 95--104, 1997. [ PDF ]
Keywords: Clustering, Fuzzy Clustering.
Martin Ester, Hans-Peter Kriegel, Jörg Sander, and Xu Xiaowei. A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise. In KDD96, Portland, Oregon, pages 226--331, 1996.
Keywords: Noise Handling, Clustering. [Abstract]
Doron Hershfinkel and Its'hak Dinstein. Accelerated Fuzzy C-Means Clustering Algorithm. In B. Bosachi and James C. Bezdek, editors, Proceedings SPIE Applications of Fuzzy Logic Technology III, volume 2761, pages 41--52, 1996.
Keywords: Clustering, Fuzzy c-Means, Speed-up Issues. [Abstract]
Olfa Nasraoui and Raghu Krishnapuram. A Robust Estimator Based on Density and Scale Optimizations and its Application to Clustering. In FUZZIEEE96, New Orleans, pages 1031--1035, 1996.
Keywords: Noise Handling, Clustering. [Abstract]
Tai Wai Cheng, Dimitry B. Goldgof, and Lawrence O. Hall. Fast Clustering with Application to Fuzzy Rule Generation. In Proceedings of the 4th IEEE International Conference on Fuzzy Systems, Yokohama, Japan, pages 2289--2295, 1995.
Keywords: Sampling, Classification, Clustering, Fuzzy c-Means, Rule Generation, Image Data, Speed-up Issues. [Abstract]
Frank Klawonn and Rudolf Kruse. Derivation of Fuzzy Classification Rules from Multidimensional Data. In G.E. Lasker and X. Liu, editors, Advances in Intelligent Data Analysis, Windsor, Ontario, pages 90--94, 1995.
Keywords: Classification, Clustering, Fuzzy Clustering. [Abstract]
B. Uma Shankar and N.R. Pal. FFCM: An effective approach for large data sets. In Proceedings of the 3rd International Conference on Fuzzy Logic, Neural Nets and Soft Computing, Iizuka, Japan, pages 331--332, 1994.
Keywords: Sampling, Clustering, Fuzzy c-Means, Speed-up Issues. [Abstract]
J. J. de Gruyter and A. B. McBratney. A Modified Fuzzy k-Means Method for Predictive Classification. In H. H. Bock, editor, Classification and Related Methods of Data Analysis, pages 97--104, 1988.
Keywords: Classification, Clustering, Fuzzy c-Means. [Abstract]
Donald E. Gustafson and William C. Kessel. Fuzzy Clustering with a Fuzzy Covariance Matrix. In Proc. of the IEEE Conference on Decision and Control, pages 761--766, 1979.
Keywords: Clustering, Fuzzy Clustering, Fuzzy c-Means. [Abstract]
Eui-Hong Sam Han, George Karypis, Vipin Kumar, and Bamshad Mobasher. Clustering Based on Association Rule Hypergraphs. In Workshop on Research Issues on Data Mining and Knowledge Discovery, pages 9--13, .
Keywords: Clustering, Association Rules.

Internal reports

Paul S. Bradley, Usama M. Fayyad, and Cory A. Reina. Scaling EM (Expectation-Maximization) Clustering to Large Databases. Technical report 15, 1999.
Keywords: Sampling, Clustering. [Abstract]
Scott Gaffney and Padhraic Smyth. Trajectory Clustering with Mixtures of Regression Models. Technical report 99-15, 1999.
Keywords: Classification, Clustering, Sequential/Temporal Data, Regression. [Abstract]

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