"Low-complexity fuzzy relational clustering algorithms for Web mining"

[Eugene Garfield]

R. Krishnapuram: kraghura at in.ibm.edu

A. Joshi :joshi at cs.umbc.edu

FULL TEXT AVAILABLE AT :
http://163.17.28.170/clustering/CLUSTER/IEEE/2001/JOURNAL/Low-complexity%20f
uzzy%20relational%20clustering%20algorithms%20for%20Web%20mining.pdf

TITLE     Low-complexity fuzzy relational clustering
          algorithms for Web mining

Krishnapuram R, Joshi A, Nasraoui O, Yi LY
IEEE TRANSACTIONS ON FUZZY SYSTEMS 9 (4): 595-607 AUG 2001

 Document type: Article    Language: English
 Cited References: 54      Times Cited: 0


Abstract:
This paper presents new algorithms - fuzzy c-medoids (FCMdd) and robust
fuzzy c-medoids (RFCMdd) - for fuzzy clustering of relational data. The
objective functions are based on selecting c representative objects
(medoids) from the data set in such a way that the total fuzzy dissimilarity
within each cluster is minimized.
A comparison of FCMdd with the well-known relational fuzzy c-means algorithm
(RFCM) shows that FCMdd is more efficient. We present several applications
of these algorithms to Web mining, including Web document clustering,
snippet clustering, and Web access log analysis.

Author Keywords:
document clustering, fuzzy relational clustering, snippet clustering, user
access patterns, user profiles, Web mining

KeyWords Plus:
WORLD-WIDE-WEB, C-MEANS, RECOMMENDATIONS, INFORMATION

Addresses:
Krishnapuram R, Indian Inst Technol, IBM India Res Lab, New Delhi 110016,
India
Indian Inst Technol, IBM India Res Lab, New Delhi 110016, India
Colorado Sch Mines, Dept Math & Comp Sci, Golden, CO 80401 USA
Univ Maryland, Dept Comp Sci & Elect Engn, Baltimore, MD 21250 USA
Univ Memphis, Dept Elect Engn, Memphis, TN 38152 USA
BoldTech Syst Inc, Denver, CO 80202 USA

Publisher:
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, NEW YORK

IDS Number:
464HD

ISSN:
1063-6706


 Cited Author            Cited Work                Volume      Page   Year

                       COMMUN ACM                    43                2000
 ABIDI J               P 7 IEEE INT WORKSH                     20      1997
 AGRAWAL R             P 20 INT C VER LARG                    487      1994
 ARMSTRONG R           P S INF GATH HET DIS                     6      1995
 AROCENA GO            PROC INT CONF DATA                      24      1998
 BAJCSY P              IEEE T PATTERN ANAL           20      1011      1998
 BENI G                IEEE T PATTERN ANAL           16       954      1994
 BEZDEK JC             PATTERN RECOGNITION                             1981
 CHEN J                KNOWLEDGE MANAGEMENT         163                2000
 CHEN MS               IEEE T KNOWL DATA EN          10       209      1998
 COOLEY R              PROC INT C TOOLS ART                   558      1997
 DAVE RN               IEEE T FUZZY SYST              5       270      1997
 DIDAY E               REVUE STATISTIQUE AP          19        19      1971
 FINK J                PERSONALIZED HYPERME                            1997
 FU KS                 SYNTACTIC PATTERN RE                            1982
 GOWDA KC              IEEE T SYST MAN CYB           22       368      1992
 GUHA S                P ACM SIGMOD INT C M                    73      1998
 HATHAWAY RJ           IEEE T FUZZY SYST              1       195      1993
 HATHAWAY RJ           PATTERN RECOGN                27       429      1994
 HATHAWAY RJ           PATTERN RECOGN                22       205      1989
 JARCCARD P            B SOC VARD SCI NAT                              1908
 JOACHIMS T            P 15 INT JOINT C ART                   770      1997
 JONES KS              J DOC                         28        11      1972
 JOSHI A               P 7 IEEE INT WORKSH                    101      1997
 JOSHI A               P WORKSH WEB INF DAT                    17      1998
 KAUFMAN J             FINDING GROUPS DATA                             1990
 KAUFMAN J             STAT DATA ANAL BASED                   405      1987
 KIM JW                PATTERN RECOGN LETT           17       633      1996
 KRISHNAPURAM R        IEEE T FUZZY SYST              4       385      1996
 KRISHNAPURAM R        IEEE T FUZZY SYST              1        98      1993
 MIYAMOTO S            FUZZY SETS INFORMATI                            1990
 NASRAOUI O            P 8 INT WORLD WID WE                    40      1999
 NASRAOUI O            P AM FUZZ INF PROC S                   217      1997
 NASRAOUI O            P N AM FUZZ INF SOC                    705      1999
 NG RT                 P 20 INT C VER LARG                    144      1994
 PAZZANI M             PROC INT C TOOLS ART                   492      1995
 PERKOWITZ M           ARTIF INTELL                 118       245      2000
 PERKOWITZ M           P AAAI IAAI 98                         727      1998
 RAMKUMAR GD           B IEEE COMPUTER SOC           21         9      1998
 ROUBENS M             FUZZY SETS SYSTEMS             1       239      1978
 ROUSSEEUW PJ          ROBUST REGRESSION OU                            1987
 RUNKLER TA            IEEE T FUZZY SYST              7       377      1999
 RUSPINI E             INFORMATION SCI                2       319      1970
 SALTON G              INTRO MODERN INFORMA                            1983
 SEN S                 P IEEE INT C FUZZ SY                  1411      1998
 SHRADANAND U          P CHI 95 C HUM FACT                             1995
 SNEATH PHA            NUMERICAL TAXONOMY P                            1973
 SONBATY YE            IEEE T FUZZY SYST              6       195      1998
 TERVEEN L             COMMUN ACM                    40        59      1997
 THEODORIDIS S         PATTERN RECOGNITION                             1999
 WINDHAM MP            J CLASSIF                      2       157      1985
 ZAIANE O              P INT WORKSH WEB INF                     9      1998
 ZAIANE OR             P IEEE INT FORUM RES                    19      1998
 ZAMIR O               P 21 ANN INT ACM SIG                    46      1998