Microsoft
PowerPoint - Clustering Categorical Data
Some new algorithms for categorical data. ■ Challenges in clustering categorical ... There are only several algorithms for clustering categorical data. ...
http://math.acadiau.ca/nicds_dm/ClusteringCategoricalData.pdf
CACTUS–Clustering Categorical Data Using
Summaries
by V Ganti - Cited by 312
http://www.cs.cornell.edu/johannes/papers/1999/kdd1999-cactus.pdf
AN
ALTERNATIVE EXTENSION OF THE k-MEANS ALGORITHM FOR
CLUSTERING ...
by OHNMAR SAN - 2004 - Cited by 37
http://matwbn.icm.edu.pl/ksiazki/amc/amc14/amc14212.pdf
CLICK:
Clustering Categorical Data using K-partite
Maximal Cliques
by M Peters - Cited by 8
http://www.cs.rpi.edu/research/pdf/04-11.pdf
Categorical
Data Clustering Using Statistical Methods and Neural
...
Cactus– clustering categorical data using summaries. Pro- ceedings of the 5th ACM SIGKDD International. Conference on Knowledge Discovery and Data Min- ...
http://syrcodis.citforum.ru/2006/kudova.pdf
LIMBO:
Scalable Clustering of Categorical
Data
by P Andritsos - Cited by 91
http://www.cs.toronto.edu/~periklis/pubs/edbt04.pdf
LIMBO: A
Scalable Algorithm to Cluster Categorical Data
University ...
by P Andritsos - Related articles
http://www.cs.toronto.edu/~periklis/pubs/csrg467.pdf
LNAI 4304
- Clustering Categorical Data Using Qualified
Nearest ...
Clustering Categorical Data Using Qualified Nearest. Neighbors Selection Model*. Yang Jin and Wanli Zuo. College of Computer Science & Technology, ...
http://www.springerlink.com/index/x07252g9723g315u.pdf
Random
Subspace Ensembles for Clustering Categorical
Data
Nevertheless, clustering ensembles for categorical data have not .... While COOLCAT is an effective method for clustering categorical data, ...
http://www.springerlink.com/index/h83g3g35336w3461.pdf
Clustering Categorical Data: An Approach Based on
Dynamical Systems
by D Gibson - 1998 - Cited by 285
http://www.cse.iitb.ac.in/banks/Private/RelatedPapers/p311.pdf
A fuzzy k-modes algorithm for clustering categorical
data - Fuzzy ...
by Z Huang - 1999 - Cited by 123
http://140.115.80.66/data mining paper databases/IEEE Transactions on Fuzzy Systems/A fuzzy k-modes.pdf
Clustering
Categorical Data Using Hierarchies (CLUCDUH)
1 Tree based clustering algorithm for categorical data .... life there are plenty of categorical data to need to be clustered. ...
http://www.waset.org/journals/waset/v56/v56-64.pdf
Cluster
Analysis for the Statistical Modeling of Aesthetic ...
procedure for clustering categorical data. The first step .... clustering and cluster validity for categorical data and its application in ...
http://www.waset.org/journals/waset/v12/v12-34.pdf
A fuzzy k-modes algorithm for clustering categorical
data - Fuzzy ...
efficiently cluster large categorical data sets. A fuzzy .... cluster categorical data. The objective of clustering a set of categorical objects into ...
http://ieeexplore.ieee.org/iel5/91/17011/00784206.pdf?arnumber=784206
On Data Labeling for Clustering Categorical
Data
Scalable clustering of categorical data. In International Confer- ... Clustering Categorical Data Using Summaries. In Proc. of ACM. SIGKDD, 1999. ...
http://ieeexplore.ieee.org/iel5/69/4358933/04497196.pdf?arnumber=4497196
Subspace
Clustering for High Dimensional
Categorical Data
by G Gan - 2004 - Cited by 18
http://www.sigkdd.org/explorations/issues/6-2-2004-12/gan.pdf
Clustering
Categorical Data Using a Swarm-based Method
by H Izakian - Related articles
http://www.softcomputing.net/nabic09_8.pdf
Cluster
analysis and categorical data
by H Řezanková - Related articles
http://panda.hyperlink.cz/cestapdf/rezankova.pdf
Scalable
Clustering of Categorical Data
and Applications
by P Andritsos - Cited by 6
http://sdep.cs.aueb.gr/slides/slides_andritsos_20_12_2005.pdf
Categorical
Data Visualization and Clustering Using
Subjective Factors
by CH Chang - Cited by 8
http://www.csie.ncu.edu.tw/~chia/pub/dawak135.pdf
Categorical
data visualization and clustering using
subjective factors
526 [9] Z. Huang, Extensions to the k-means algorithm for clustering large data sets with categorical values, Data Mining ...
http://www.csie.ncu.edu.tw/~chia/pub/article_proof.pdf
Fuzzy
clustering of categorical data
using fuzzy centroids
by DW Kim - 2004 - Cited by 25
http://ai.cau.ac.kr/links/publications/Fuzzy-2004.pdf
Ak-populations
algorithm for clustering categorical data
by DW Kima - 2005 - Cited by 6
http://ai.cau.ac.kr/links/publications/Kpopulations-2005.pdf
Clustering Large Categorical Data Set via
Genetic Algorithms
by R Piccarreta - Related articles
http://www.sis-statistica.it/files/pdf/atti/RSMi0602p277-280.pdf
A Fast Clustering Algorithm to
Cluster Very Large Categorical
Data ...
by Z Huang - Cited by 197
http://hobbit.ict.griffith.edu.au/~s2130677/teaching/kdd.d/readings.d/huang97fast.pdf
A Rough
Set-Based Hierarchical Clustering Algorithm for
...
by D Chen - 2006 - Cited by 3
http://www.icis.ntu.edu.sg/scs-ijit/1203/1203_15.pdf
Hierarchical
Clustering of Features on Categorical
Data for ...
by Y Lu - Related articles
http://seas006.udc.edu/liang/New Folder/CAINE08.pdf
Clustering Categorical Data by Utilizing the
Correlated-Force Ensemble
by KT Chuang - Cited by 4
http://www.siam.org/proceedings/datamining/2004/dm04_025chuangk.pdf
A Framework for Exploring Categorical Data
by V Chandola - Cited by 1
http://www.siam.org/proceedings/datamining/2009/dm09_020_chandolav.pdf
Using Categorical Clustering in Schema
Discovery
by P Andritsos - Cited by 1
http://www.isi.edu/info-agents/workshops/ijcai03/papers/Miller-ijcai03.pdf
LIMBO:
A Linear Algorithm to Cluster Categorical Data
University ...
by P Andritsos - 2003 - Cited by 5
http://ftp.cs.toronto.edu/pub/reports/csrg/467/csrg467.pdf
Improved
Crisp and Fuzzy Clustering Techniques for
Categorical Data
by I Saha - Related articles
http://www.iaeng.org/IJCS/issues_v35/issue_4/IJCS_35_4_01.pdf
Genetic Algorithm and Simulated Annealing based Approaches to
...
by I Saha - 2008 - Related articles
http://www.iaeng.org/publication/IMECS2008/IMECS2008_pp534-539.pdf
CLUSTERING
CATEGORICAL DATA BASED ON COMBINATIONS OF ATTRIBUTE
...
by HJ Doclustering categorical data instead of the Euclidean distance. However, as the Jaccard co- efficient computes the similarity between two objects only, ...
http://www.ijicic.org/icic08-si03-20-1.pdf
Survey
of Clustering Data Mining Techniques
by P Berkhin - Cited by 733
http://www.ee.ucr.edu/~barth/EE242/clustering_survey.pdf
Conceptual
Clustering Categorical Data with Uncertainty
by Y Xia - Cited by 3
http://www.stat.purdue.edu/~xbw/research/ICTAI2007.pdf
A
Bi-clustering Framework for Categorical
Data
by RG Pensa - Cited by 17
http://liris.cnrs.fr/Documents/Liris-2088.pdf
IJCTE Vol1 no 2
Bayesian clustering to cluster categorical data is experimented ...... ^Clustering Categorical Data using summaries, In Proc. of ACM ...
http://www.ijcte.org/papers/019.pdf
Categorical
Data Clustering Using Statistical Methods and Neural
...
Clustering of categorical data II. Problems available statistical packages provide similarity measures for binary data methods for categorical data rare and ...
http://www.cs.cas.cz/petra/slides/syrcodis.pdf
Detecting the Change of Clustering Structure in
Categorical Data ...
ical data, clustering the categorical data streams becomes ... clustering categorical data. Li et al [21] also proved that the ...
http://smartech.gatech.edu/bitstream/1853/9433/1/GIT-CC-05-11.pdf
Hierarchical
Density-Based Clustering of Categorical
Data and a ...
A growing number of clustering algorithms for categorical data have been pro- ...... CLICK: Clustering Categorical Data using K-partite Maximal. Cliques. ...
http://www.cse.yorku.ca/~billa/MULIC/AndreopoulosPAKDD2007.pdf
Clustering Mixed Numerical and Low Quality
Categorical Data ...
by B Andreopoulos - Cited by 4
http://www.cse.yorku.ca/~billa/MULIC/AndreopoulosIQIS_web.pdf
POPULATION-AVERAGED
AND SUBJECT- SPECIFIC APPROACHES FOR CLUSTERED
...
Modeling clustered categorical data based on extensions of generalized linear ...... CLUSTERED CATEGORICAL DATA. 249 where fiij denotes predictions based on ...
http://www.informaworld.com/index/772465888.pdf
A Framework for
Clustering Massive Text and Categorical
Data Streams
by CC Aggarwal - Cited by 18
http://charuaggarwal.net/siam79.pdf
Similarity Search
in Sets and Categorical Data Using the Signature
...
by N Mamoulis - Cited by 25
http://i.cs.hku.hk/~nikos/mcl_icde03.pdf
An Extension of
Self-Organizing Maps to Categorical Data
by N Chen - Cited by 1
http://ssdi.di.fct.unl.pt/~nmm/MyPapers/NM05.pdf
Convergence
and Other Aspects of the k-modes Algorithm for ...
by RE Funderlic - Related articles
http://www4.ncsu.edu/~mtchu/Research/Papers/k-modes.pdf
Speed-up
for the expectation-maximization algorithm for
clustering ...
principle. Recently the clustering of categorical data has attracted much attention. One example includes the popular tool in the data mining field, ...
http://www.cs.uoi.gr/~lagaris/GRAD_GLOPT/projects/EM.pdf
Scalable
Hierarchical Clustering Method for Sequences of
...
by T Morzy - Cited by 23
http://www.cs.put.poznan.pl/mzakrzewicz/pubs/pakdd01a.pdf
A
new fuzzy k-modes clustering algorithm for
categorical data ...
algorithm for clustering categorical data. We modify a simple matching .... To cluster categorical data, the fuzzy k-modes algorithm extends the hard k- ...
http://inderscience.metapress.com/index/A26UP0385Q604P11.pdf
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