Clustering:
Gespeichert in:
Hauptverfasser: | , |
---|---|
Format: | Buch |
Sprache: | English |
Veröffentlicht: |
Hoboken, NJ
Wiley [u.a.]
2009
|
Schriftenreihe: | IEEE Press series on computational intelligence
|
Schlagworte: | |
Online-Zugang: | Cover Inhaltsverzeichnis |
Beschreibung: | X, 358 S. Ill., graph. Darst. |
ISBN: | 9780470276808 0470276800 |
Internformat
MARC
LEADER | 00000nam a2200000 c 4500 | ||
---|---|---|---|
001 | BV035704986 | ||
003 | DE-604 | ||
005 | 20160122 | ||
007 | t | ||
008 | 090902s2009 ad|| |||| 00||| eng d | ||
020 | |a 9780470276808 |9 978-0-470-27680-8 | ||
020 | |a 0470276800 |c (hbk.) : £57.95 hbk. : £57.95 : CIP entry (Sept.) |9 0-470-27680-0 | ||
024 | 3 | |a 9780470276808 | |
035 | |a (OCoLC)455926551 | ||
035 | |a (DE-599)BSZ288288696 | ||
040 | |a DE-604 |b ger | ||
041 | 0 | |a eng | |
049 | |a DE-824 |a DE-91 |a DE-2070s |a DE-384 |a DE-11 | ||
080 | |a 004 | ||
084 | |a ST 151 |0 (DE-625)143595: |2 rvk | ||
084 | |a ST 300 |0 (DE-625)143650: |2 rvk | ||
084 | |a DAT 700f |2 stub | ||
100 | 1 | |a Xu, Rui |e Verfasser |4 aut | |
245 | 1 | 0 | |a Clustering |c Rui Xu ; Donald C. Wunsch |
264 | 1 | |a Hoboken, NJ |b Wiley [u.a.] |c 2009 | |
300 | |a X, 358 S. |b Ill., graph. Darst. | ||
336 | |b txt |2 rdacontent | ||
337 | |b n |2 rdamedia | ||
338 | |b nc |2 rdacarrier | ||
490 | 0 | |a IEEE Press series on computational intelligence | |
650 | 4 | |a Cluster analysis | |
650 | 0 | 7 | |a Cluster-Analyse |0 (DE-588)4070044-6 |2 gnd |9 rswk-swf |
689 | 0 | 0 | |a Cluster-Analyse |0 (DE-588)4070044-6 |D s |
689 | 0 | |5 DE-604 | |
700 | 1 | |a Wunsch, Donald C. |e Verfasser |4 aut | |
856 | 4 | |m DE-576;wiley |q image/jpeg |u http://swbplus.bsz-bw.de/bsz288288696cov.htm |v 20090320121603 |3 Cover | |
856 | 4 | 2 | |m GBV Datenaustausch |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017758843&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
999 | |a oai:aleph.bib-bvb.de:BVB01-017758843 |
Datensatz im Suchindex
_version_ | 1804139422963204096 |
---|---|
adam_text | CLUSTERING RUI XU DONALD *. WUNSCH, II IEEE COMPUTATIONAL INTELLIGENCE
SOCIETY, SPONSOR ** IEEE PRESS SERIES ON COMPUTATIONAL INTELLIGENCE
DAVID B. FOGEL, SERIES EDITOR IEEE PRESS WILEY A JOHN WILEY & SONS,
INC., PUBLICATION CONTENTS PREFACE IX 1. CLUSTER ANALYSIS 1 1.1.
CLASSIFICATION AND CLUSTERING / 1 1.2. DEFINITION OF CLUSTERS / 3 1.3.
CLUSTERING APPLICATIONS / 8 1.4. LITERATURE OF CLUSTERING ALGORITHMS / 9
1.5. OUTLINE OF THE BOOK / 12 2. PROXIMITY MEASURES 15 2.1. INTRODUCTION
/ 15 2.2. FEATURE TYPES AND MEASUREMENT LEVELS / 15 2.3. DEFINITION OF
PROXIMITY MEASURES / 21 2.4. PROXIMITY MEASURES FOR CONTINUOUS VARIABLES
/ 22 2.5. PROXIMITY MEASURES FOR DISCRETE VARIABLES / 26 2.6. PROXIMITY
MEASURES FOR MIXED VARIABLES / 29 2.7. SUMMARY / 30 V VI CONTENTS 3.
HIERARCHICAL CLUSTERING 31 3.1. INTRODUCTION /31 3.2. AGGLOMERATIVE
HIERARCHICAL CLUSTERING / 32 3.3. DIVISIVE HIERARCHICAL CLUSTERING / 37
3.4. RECENT ADVANCES / 40 3.5. APPLICATIONS / 46 3.6. SUMMARY / 61 4.
PARTITIONAL CLUSTERING 63 4.1. INTRODUCTION / 63 4.2. CLUSTERING
CRITERIA / 64 4.3. IC-MEANS ALGORITHM / 67 4.4. MIXTURE DENSITY-BASED
CLUSTERING / 73 4.5. GRAPH THEORY-BASED CLUSTERING / 81 4.6. FUZZY
CLUSTERING / 83 4.7. SEARCH TECHNIQUES-BASED CLUSTERING ALGORITHMS / 92
4.8. APPLICATIONS / 99 4.9. SUMMARY / 109 5. NEURAL NETWORK-BASED
CLUSTERING 111 5.1. INTRODUCTION / 111 5.2. HARD COMPETITIVE LEARNING
CLUSTERING / 113 5.3. SOFT COMPETITIVE LEARNING CLUSTERING / 130 5.4.
APPLICATIONS / 146 5.5. SUMMARY / 162 6. KERNEL-BASED CLUSTERING 163
6.1. INTRODUCTION / 163 6.2. KERNEL PRINCIPAL COMPONENT ANALYSIS / 165
6.3. SQUARED-ERROR-BASED CLUSTERING WITH KERNEL FUNCTIONS / 167 6.4.
SUPPORT VECTOR CLUSTERING / 170 6.5. APPLICATIONS / 175 6.6. SUMMARY /
176 7. SEQUENTIAL DATA CLUSTERING 179 7.1. INTRODUCTION / 179 7.2.
SEQUENCE SIMILARITY / 181 7.3. INDIRECT SEQUENCE CLUSTERING / 185
CONTENTS VUE 7.4. MODEL-BASED SEQUENCE CLUSTERING / 186 7.5.
APPLICATIONS*GENOMIC AND BIOLOGICAL SEQUENCE CLUSTERING / 201 7.6.
SUMMARY / 211 8. LARGE-SCALE DATA CLUSTERING 213 8.1. INTRODUCTION / 213
8.2. RANDOM SAMPLING METHODS / 216 8.3. CONDENSATION-BASED METHODS / 219
8.4. DENSITY-BASED METHODS / 220 8.5. GRID-BASED METHODS / 225 8.6.
DIVIDE AND CONQUER / 227 8.7. INCREMENTAL CLUSTERING / 229 8.8.
APPLICATIONS / 229 8.9. SUMMARY / 235 9. DATA VISUALIZATION AND
HIGH-DIMENSIONAL DATA CLUSTERING 237 9.1. INTRODUCTION / 237 9.2. LINEAR
PROJECTION ALGORITHMS / 239 9.3. NONLINEAR PROJECTION ALGORITHMS / 244
9.4. PROJECTED AND SUBSPACE CLUSTERING / 253 9.5. APPLICATIONS / 258
9.6. SUMMARY / 260 10. CLUSTER VALIDITY 263 10.1. INTRODUCTION / 263
10.2. EXTERNAL CRITERIA / 265 10.3. INTERNAL CRITERIA / 267 10.4.
RELATIVE CRITERIA / 268 10.5. SUMMARY / 277 11. CONCLUDING REMARKS 279
PROBLEMS 283 REFERENCES 293 AUTHOR INDEX 331 SUBJECT INDEX 341
|
any_adam_object | 1 |
author | Xu, Rui Wunsch, Donald C. |
author_facet | Xu, Rui Wunsch, Donald C. |
author_role | aut aut |
author_sort | Xu, Rui |
author_variant | r x rx d c w dc dcw |
building | Verbundindex |
bvnumber | BV035704986 |
classification_rvk | ST 151 ST 300 |
classification_tum | DAT 700f |
ctrlnum | (OCoLC)455926551 (DE-599)BSZ288288696 |
discipline | Informatik |
format | Book |
fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>01631nam a2200421 c 4500</leader><controlfield tag="001">BV035704986</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20160122 </controlfield><controlfield tag="007">t</controlfield><controlfield tag="008">090902s2009 ad|| |||| 00||| eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9780470276808</subfield><subfield code="9">978-0-470-27680-8</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">0470276800</subfield><subfield code="c">(hbk.) : £57.95 hbk. : £57.95 : CIP entry (Sept.)</subfield><subfield code="9">0-470-27680-0</subfield></datafield><datafield tag="024" ind1="3" ind2=" "><subfield code="a">9780470276808</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)455926551</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BSZ288288696</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-824</subfield><subfield code="a">DE-91</subfield><subfield code="a">DE-2070s</subfield><subfield code="a">DE-384</subfield><subfield code="a">DE-11</subfield></datafield><datafield tag="080" ind1=" " ind2=" "><subfield code="a">004</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 151</subfield><subfield code="0">(DE-625)143595:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 300</subfield><subfield code="0">(DE-625)143650:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">DAT 700f</subfield><subfield code="2">stub</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Xu, Rui</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Clustering</subfield><subfield code="c">Rui Xu ; Donald C. Wunsch</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Hoboken, NJ</subfield><subfield code="b">Wiley [u.a.]</subfield><subfield code="c">2009</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">X, 358 S.</subfield><subfield code="b">Ill., graph. Darst.</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="b">n</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">nc</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="490" ind1="0" ind2=" "><subfield code="a">IEEE Press series on computational intelligence</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Cluster analysis</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Cluster-Analyse</subfield><subfield code="0">(DE-588)4070044-6</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Cluster-Analyse</subfield><subfield code="0">(DE-588)4070044-6</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Wunsch, Donald C.</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="856" ind1="4" ind2=" "><subfield code="m">DE-576;wiley</subfield><subfield code="q">image/jpeg</subfield><subfield code="u">http://swbplus.bsz-bw.de/bsz288288696cov.htm</subfield><subfield code="v">20090320121603</subfield><subfield code="3">Cover</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">GBV Datenaustausch</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017758843&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-017758843</subfield></datafield></record></collection> |
id | DE-604.BV035704986 |
illustrated | Illustrated |
indexdate | 2024-07-09T21:43:50Z |
institution | BVB |
isbn | 9780470276808 0470276800 |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-017758843 |
oclc_num | 455926551 |
open_access_boolean | |
owner | DE-824 DE-91 DE-BY-TUM DE-2070s DE-384 DE-11 |
owner_facet | DE-824 DE-91 DE-BY-TUM DE-2070s DE-384 DE-11 |
physical | X, 358 S. Ill., graph. Darst. |
publishDate | 2009 |
publishDateSearch | 2009 |
publishDateSort | 2009 |
publisher | Wiley [u.a.] |
record_format | marc |
series2 | IEEE Press series on computational intelligence |
spelling | Xu, Rui Verfasser aut Clustering Rui Xu ; Donald C. Wunsch Hoboken, NJ Wiley [u.a.] 2009 X, 358 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier IEEE Press series on computational intelligence Cluster analysis Cluster-Analyse (DE-588)4070044-6 gnd rswk-swf Cluster-Analyse (DE-588)4070044-6 s DE-604 Wunsch, Donald C. Verfasser aut DE-576;wiley image/jpeg http://swbplus.bsz-bw.de/bsz288288696cov.htm 20090320121603 Cover GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017758843&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Xu, Rui Wunsch, Donald C. Clustering Cluster analysis Cluster-Analyse (DE-588)4070044-6 gnd |
subject_GND | (DE-588)4070044-6 |
title | Clustering |
title_auth | Clustering |
title_exact_search | Clustering |
title_full | Clustering Rui Xu ; Donald C. Wunsch |
title_fullStr | Clustering Rui Xu ; Donald C. Wunsch |
title_full_unstemmed | Clustering Rui Xu ; Donald C. Wunsch |
title_short | Clustering |
title_sort | clustering |
topic | Cluster analysis Cluster-Analyse (DE-588)4070044-6 gnd |
topic_facet | Cluster analysis Cluster-Analyse |
url | http://swbplus.bsz-bw.de/bsz288288696cov.htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017758843&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
work_keys_str_mv | AT xurui clustering AT wunschdonaldc clustering |