KDnuggets : News : 2002 : n03 : item11    (previous | next)

Publications


From: Prof. F. Murtagh

Date: Sat, 2 Feb 2002 18:13:36 +0000 (GMT)

Subject: Evolution of Clustering and Classification Research

How often cited are references in the broad area of clustering and classification, including machine learning, neural networks, pattern recognition, spatial statistics, and information retrieval? How is this evolving over time?

The "Classification Literature Automatic Search Service", now in its 30th year, is provided on CD with the first issue each year of the Journal of Classification. From a "profile" of 90 journal articles or books, in 2001 there were 3268 citations to one or more of them.

List (abbreviated) of "profile" literature references follows. First three columns give number of citations in the Science and Social Science Citation Indexes (SCI, SSCI), provided by ISI.

  1999 2000 2001 AUTHOR            JOURNAL/BOOK TITLE    VOL P. YR.
 [  4][  2][  5] ADAMS EN          SYST ZOOL             21  390 72
 [ 78][ 72][ 58] ANDERBERG MR      CLUSTER ANAL APPLICA          73
 [  9][  5][  3] ARABIE P          3 WAY SCALING CLUSTE          87
 [  7][  4][  7] AVISE JC          SYST ZOOL             23  465 74
 [ 43][ 51][ 30] BENZECRI JP       ANAL DONNEES                  73
 [126][ 97][112] BEZDEK JC         PATTERN RECOGNITION           81
 [ NA][ NA][ 10] BISHOP CM         NEURAL NETWORKS PATT          95
 [  8][  4][  5] BLASHFIELD RK     PSYCHOL B             83  377 76
 [226][223][223] BREIMAN L         CLASSIFICATION REGRE          84
 [  8][  1][  8] CARROLL JD        ANN R PSYCH           31  607 80
 [ 33][ 26][ 32] CARROLL JD        PSYCHOMETRI           35  283 70
 [  7][  5][  4] CORMACK RM        J ROYAL STA A        134  321 71
 [ 30][ 28][ 31] COVER TM          IEEE INFO T           13   21 67
 [ 37][ 32][ 43] DEVIJVER PA       PATTERN RECOGNITION           82
 [ 49][ 56][ 51] DIGGLE PJ         STATISTICAL ANAL SPA          83
 [309][289][324] DUDA RO           PATTERN CLASSIFICATI          73
 [ 29][ 32][ 26] EFRON B           J AM STAT A           78  316 83
 [ 19][ 15][ 16] ELDREDGE N        PHYLOGENETIC PATTERN          80
 [  3][  5][  4] EVERITT BS        BIOMETRICS            35  169 79
 [ 36][ 32][ 37] EVERITT BS        CLUSTER ANAL                  80
 [ 21][ 12][ 20] FARRIS JS         AM NATURAL           106  646 72
 [ 13][  6][ 16] FELSENSTEIN J     Q REV BIOL            57  379 82
 [ 68][ 59][ 67] FISHER RA         ANN EUGENICS 2         7  179 36
 [ 79][110][ 75] FITCH WM          SCIENCE              155  279 67
 [ 17][ 18][ 12] FRIEDMAN JH       ACM T MATH             3  209 77
 [  5][  2][  2] FU KS             SYNTACTIC METHODS PA          74
 [ 27][ 20][ 21] FU KS             SYNTACTIC PATTERN RE          82
 [ 34][ 29][ 31] FUKUNAGA K        INTRO STATISTICAL PA          72
 [104][ 77][ 91] GAUCH HG          MULTIVARIATE ANAL CO          82
 [ 17][ 19][ 12] GNANADESIKAN      METHODS STATISTICAL           77
 [ 12][ 20][ 15] GORDON AD         CLASSIFICATION                81
 [ 32][ 34][ 33] GOWER JC          BIOMETRIKA            53  325 66
 [ 71][ 51][ 52] GREENACRE MJ      THEORY APPLICATION C          84
 [ 13][ 14][ 15] GUTTMAN L         PSYCHOMETRI           33  469 68
 [ 32][ 19][ 15] HAND DJ           DISCRIMINATION CLASS          81
 [ 72][ 78][ 87] HARTIGAN JA       CLUSTERING ALGORITHM          75
 [ 76][ 81][ 72] HENNIG W          PHYLOGENETIC SYSTEMA          66
 [ 10][ 11][ 11] HILL MO           APPL STAT             23  340 74
 [ 37][ 18][ 27] HUBER PJ          ANN STATIST           13  435 85
 [  6][  4][ 12] HUBERT L          BR J MATH S           29  190 76
 [ 12][  3][ 10] HUBERT LJ         J CLASSIF              2  193 85
 [ 78][ 68][ 79] JAIN AK           ALGORITHMS CLUSTERIN          88
 [  4][  5][  8] JARDINE N         MATH TAXONOMY                 71
 [ 13][  7][  7] JOHNSON SC        PSYCHOMETRI           32  241 67
 [ 61][ 78][ 93] KLUGE AG          SYST ZOOL             18    1 69
 [ 49][ 86][ 80] KOHONEN T         SELF ORG MAPS                 95
 [ 58][ 71][ 73] KRUSKAL JB        MULTIDIMENSIONAL SCA          78
 [ 45][ 45][ 48] KRUSKAL JB        PSYCHOMETRI           29    1 64
 [ 22][  8][ 18] LANCE GN          COMPUTER J             9  373 67
 [ 25][ 33][ 24] LEGENDRE L        NUMERICAL ECOLOGY             83
 [  8][  5][  7] LORR M            CLUSTER ANAL SOCIAL           83
 [ 50][ 46][ 34] MADDISON WP       SYST ZOOL             33   83 84
 [138][145][185] MANTEL N          CANCER RES            27  209 67
 [ 25][ 26][ 21] MAYR E            PRINCIPLES SYSTEMATI          69
 [ NA][ NA][  1] MCLACHLAN GJ      DISCRIMINANT ANAL ST          92
 [ NA][ NA][  1] MCLACHLAN GJ      EM ALGORITHM EXTENSI          97
 [ 28][ 34][ 48] MCLACHLAN GJ      MIXTURE MODELS INFER          88
 [ 38][ 31][ 21] MICHALSKI RS      MACHINE LEARNING              83
 [  1][  3][  2] MILLIGAN GW       MULTIV B R            16  379 81
 [ 14][ 11][ 10] MILLIGAN GW       PSYCHOMETRI           45  325 80
 [ 23][ 17][ 27] MILLIGAN GW       PSYCHOMETRI           50  159 85
 [169][185][172] NEI M             AM NATURAL           106  283 72
 [ 32][ 34][ 38] NELSON G          SYSTEMATICS BIOGEOGR          81
 [  9][ 12][  9] NOSOFSKY RM       J EXP PSY L           10  104 84
 [ 10][ 13][ 10] ORLOCI L          MULTIVARIATE ANAL VE          78
 [ 21][  7][  8] PAVLIDIS T        STRUCTURAL PATTERN R          77
 [ 12][  9][  8] PUNJ G            J MARKET RES          20  134 83
 [ 11][ 12][ 14] RAMMAL R          REV M PHYS            58  765 86
 [  3][  2][ 11] RAND WM           J AM STAT A           66  846 71
 [ 11][  8][  4] REYMENT RA        MULTIVARIATE MORPHOM          84
 [ 63][ 60][ 63] RIPLEY BD         SPATIAL STATISTICS            81
 [  3][  5][  4] ROHLF FJ          MATH BIOSCI           59  131 82
 [ 47][ 45][ 47] SAMMON JW         IEEE COMPUT           18  401 69
 [ 28][ 35][ 27] SANKOFF D         TIME WARPS STRING ED          83
 [  8][ 12][ 16] SATTATH S         PSYCHOMETRI           42  319 77
 [ 21][ 20][ 28] SCHIFFMAN SS      INTRO MULTIDIMENSION          81
 [192][172][158] SILVERMAN BW      DENSITY ESTIMATION S          86
 [387][367][360] SNEATH PHA        NUMERICAL TAXONOMY P          73
 [ 34][ 43][ 43] SOKAL RR          PRINCIPLES NUMERICAL          63
 [  6][ 10][ 12] SPATH H           CLUSTER ANAL ALGORIT          80
 [  2][  2][  4] SPITZER RL        BRIT J PSYCHI        125  341 74
 [127][125][115] SWOFFORD DL       J HEREDITY            72  281 81
 [ 81][ 74][ 70] TVERSKY A         PSYCHOL REV           84  327 77
 [ 42][ 48][ 44] VANLAARHOVEN      SIMULATED ANNEALING           87
 [ NA][ 44][ 54] VANRIJSBERGEN     INFORMATION RETRIEVA          79
 [ 94][109][115] WARD JH           J AM STAT A           58  236 63
 [ 54][ 58][ 52] WILEY EO          PHYLOGENETICS                 81
 [  4][  9][  7] WISHART D         CLUSTAN USER MANUAL           87
 [ 11][  8][  8] WOLFE JH          MULTIV B R             5  329 70
 [  5][ 10][  8] ZAHN CT           IEEE COMPUT           20   68 71
 
Classification Society of North America, http://www.pitt.edu/~csna

Fionn Murtagh, Editor, Classification Literature Automated Search
Service. http://www.cs.qub.ac.uk/~F.Murtagh
Email f.murtagh -at- qub.ac.uk


KDnuggets : News : 2002 : n03 : item11    (previous | next)

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