Computational intelligence paradigms in advanced pattern classification:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Berlin [u.a.]
Springer
2012
|
| Schriftenreihe: | Studies in computational intelligence
386 |
| Schlagworte: | |
| Online-Zugang: | Inhaltstext Inhaltsverzeichnis |
| Beschreibung: | XI, 197 S. Ill., graph. Darst. |
| ISBN: | 9783642240485 3642240488 |
Internformat
MARC
| LEADER | 00000nam a2200000 cb4500 | ||
|---|---|---|---|
| 001 | BV039973970 | ||
| 003 | DE-604 | ||
| 005 | 20180628 | ||
| 007 | t | ||
| 008 | 120321s2012 ad|| |||| 00||| eng d | ||
| 016 | 7 | |a 1014250048 |2 DE-101 | |
| 020 | |a 9783642240485 |9 978-3-642-24048-5 | ||
| 020 | |a 3642240488 |9 3-642-24048-8 | ||
| 035 | |a (OCoLC)800488726 | ||
| 035 | |a (DE-599)DNB1014250048 | ||
| 040 | |a DE-604 |b ger |e rakddb | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-11 |a DE-473 | ||
| 082 | 0 | |a 006.42 |2 22/ger | |
| 084 | |a ST 300 |0 (DE-625)143650: |2 rvk | ||
| 084 | |a 004 |2 sdnb | ||
| 084 | |a 610 |2 sdnb | ||
| 100 | 1 | |a Ogiela, Marek R. |d 1968- |e Verfasser |0 (DE-588)1043005986 |4 aut | |
| 245 | 1 | 0 | |a Computational intelligence paradigms in advanced pattern classification |c Marek R. Ogiela ... (eds.) |
| 264 | 1 | |a Berlin [u.a.] |b Springer |c 2012 | |
| 300 | |a XI, 197 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 1 | |a Studies in computational intelligence |v 386 | |
| 650 | 0 | 7 | |a Soft Computing |0 (DE-588)4455833-8 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Automatische Klassifikation |0 (DE-588)4120957-6 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Mustererkennung |0 (DE-588)4040936-3 |2 gnd |9 rswk-swf |
| 655 | 7 | |0 (DE-588)4143413-4 |a Aufsatzsammlung |2 gnd-content | |
| 689 | 0 | 0 | |a Mustererkennung |0 (DE-588)4040936-3 |D s |
| 689 | 0 | 1 | |a Automatische Klassifikation |0 (DE-588)4120957-6 |D s |
| 689 | 0 | 2 | |a Soft Computing |0 (DE-588)4455833-8 |D s |
| 689 | 0 | |5 DE-604 | |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe |t Computational Intelligence Paradigms in Advanced Pattern Classification |
| 830 | 0 | |a Studies in computational intelligence |v 386 |w (DE-604)BV020822171 |9 386 | |
| 856 | 4 | 2 | |m X:MVB |q text/html |u http://deposit.dnb.de/cgi-bin/dokserv?id=3866339&prov=M&dok_var=1&dok_ext=htm |3 Inhaltstext |
| 856 | 4 | 2 | |m DNB Datenaustausch |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024831446&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-024831446 | |
Datensatz im Suchindex
| _version_ | 1805146346482565120 |
|---|---|
| adam_text |
IMAGE 1
CONTENTS
CHAPTER 1 RECENT ADVANCES IN PATTERN CLASSIFICATION 1
MAREK R. OGIELA, LAKHMI C. JAIN 1 N E W DIRECTIONS IN PATTERN
CLASSIFICATION 1
REFERENCES 4
CHAPTER 2
NEURAL NETWORKS FOR HANDWRITING RECOGNITION 5
MARCUS LIWICKI, ALEX GRAVES, HORST BUNKE 1 INTRODUCTION 5
1.1 STATE-OF-THE-ART 6
1.2 CONTRIBUTION 7
2 DATA PROCESSING 8
2.1 GENERAL PROCESSING STEPS 9
2.2 O U R ONLINE SYSTEM 10
2.3 O U R OFFLINE SYSTEM 12
3 NEURAL NETWORK BASED RECOGNITION 12
3.1 RECURRENT NEURAL NETWORKS (RNNS) 12
3.2 LONG SHORT-TERM M E M O R Y ( L S T M ) 13
3.3 BIDIRECTIONAL RECURRENT NEURAL NETWORKS 16
3.4 CONNECTIONIST TEMPORAL CLASSIFICATION (CTC) 16
3.5 MULTIDIMENSIONAL RECURRENT NEURAL NETWORKS 17
3.6 HIERARCHICAL SUBSAMPLING RECURRENT NEURAL NETWORKS 18
4 EXPERIMENTS 18
4.1 COMPARISON WITH H M M S ON THE I A M DATABASES 18
4.2 RECOGNITION PERFORMANCE O F M D L S T M ON CONTEST' DATA 2 0
5 CONCLUSION 21
REFERENCES 21
CHAPTER 3
MOVING OBJECT DETECTION FROM MOBILE PLATFORMS USING STEREO DATA
REGISTRATION 25
ANGEL D. SAPPA, DAVID GERONIMO, FADI DORNAIKA, MOHAMMAD ROUHANI, ANTONIO
M. LOPEZ 1 INTRODUCTION 2 5
2 RELATED W O R K 2 6
HTTP://D-NB.INFO/1014250048
IMAGE 2
VIII C O N T E N T S
3 PROPOSED APPROACH 2 8
3.1 SYSTEM SETUP 2 9
3.2 FEATURE DETECTION AND TRACKING 2 9
3.3 ROBUST REGISTRATION 31
3.4 FRAME SUBTRACTION 31
4 EXPERIMENTAL RESULTS 3 4
5 CONCLUSIONS 3 5
REFERENCES 35
CHAPTER 4
PATTERN CLASSIFICATIONS IN COGNITIVE INFORMATICS 39
LIDIA OGIELA 1 INTRODUCTION 3 9
2 SEMANTIC ANALYSIS STAGES 4 0
3 SEMANTIC ANALYSIS VS. COGNITIVE INFORMATICS 4 3
4 EXAMPLE O F A COGNITIVE U B I A S SYSTEM 4 5
5 CONCLUSIONS 5 2
REFERENCES 5 2
CHAPTER 5
OPTIMAL DIFFERENTIAL FILTER ON HEXAGONAL LATTICE 59
SUGURU SAITO, MASAYUKI NAKAJIAMA, TETSUO SHIMA 1 INTRODUCTION 5 9
2 PRELIMINARIES 6 0
3 LEAST INCONSISTENT IMAGE 6 0
4 POINT SPREAD FUNCTION 6 4
5 CONDITION FOR GRADIENT FILTER 6 7
6 NUMERICAL OPTIMIZATION 6 8
7 THEORETICAL EVALUATION 7 0
7.1 SIGNAL-TO-NOISE RATIO 7 0
7.2 LOCALIZATION 7 3
8 EXPERIMENTAL EVALUATION 7 4
8.1 CONSTRUCTION O F ARTIFICIAL IMAGES 7 4
8.2 DETECTION O F GRADIENT INTENSITY AND ORIENTATION 7 6
8.3 OVERINGTON'S METHOD O F ORIENTATION DETECTION 7 6
8.4 RELATIONSHIP BETWEEN DERIVED FILTER AND STAUNTON FILTER 7 8
8.5 EXPERIMENT AND RESULTS 8 0
9 DISCUSSION 81
10 SUMMARY 8 3
REFERENCES 8 6
IMAGE 3
CONTENTS IX
CHAPTER 6
GRAPH IMAGE LANGUAGE TECHNIQUES SUPPORTING ADVANCED CLASSIFICATION AND
COGNITIVE INTERPRETATION OF CT CORONARY VESSEL VISUALIZATIONS 89
MIROSTAW TRZUPEK 1 INTRODUCTION 8 9
2 T H E CLASSIFICATION PROBLEM 9 2
3 STAGES IN THE ANALYSIS O F C T IMAGES UNDER A STRUCTURAL APPROACH
UTILISING GRAPH TECHNIQUES 9 3
4 PARSING LANGUAGES GENERATED BY GRAPH GRAMMARS 9 5
5 PICTURE GRAMMARS IN CLASSIFICATION AND SEMANTIC INTERPRETATION O F 3 D
CORONARY VESSELS VISUALISATIONS 9 6
5.1 CHARACTERISTICS O F THE IMAGE DATA 9 6
5.2 PRELIMINARY ANALYSIS O F 3 D CORONARY VASCULARISATION
RECONSTRUCTIONS 9 6
5.3 GRAPH-BASED LINGUISTIC FORMALISMS IN SPATIAL MODELLING OF CORONARY
VESSELS 9 8
5.4 DETECTING LESIONS AND CONSTRUCTING THE SYNTACTIC ANALYSER 103
5.5 SELECTED RESULTS 104
6 CONCLUSIONS CONCERNING THE ADVANCED CLASSIFICATION AND COGNITIVE
INTERPRETATION O F C T CORONARY VESSEL VISUALIZATIONS 108
REFERENCES 110
CHAPTER 7
A GRAPH MATCHING APPROACH TO SYMMETRY DETECTION AND ANALYSIS 113 MICHAEL
CHERTOK AND YOSI KELLER 1 INTRODUCTION 113
2 SYMMETRIES AND THEIR PROPERTIES 115
2.1 ROTATIONAL SYMMETRY 115
2.2 REFLECTIONAL SYMMETRY 116
2.3 INTERRELATIONS BETWEEN ROTATIONAL AND REFLECTIONAL SYMMETRIES 117
2.4 DISCUSSION 117
3 PREVIOUS W O R K 117
3.1 PREVIOUS W O R K IN SYMMETRY DETECTION AND ANALYSIS 118
3.2 LOCAL FEATURES 121
3.3 SPECTRAL MATCHING O F SETS O F POINTS IN R N 122
4 SPECTRAL SYMMETRY ANALYSIS 123
4.1 SPECTRAL SYMMETRY ANALYSIS O F SETS IN R" 123
4.1.1 PERFECT SYMMETRY AND SPECTRAL DEGENERACY 124
4.2 SPECTRAL SYMMETRY ANALYSIS O F IMAGES 124
4.2.1 IMAGE REPRESENTATION BY LOCAL FEATURES 125
4.2.2 SYMMETRY CATEGORIZATION AND PRUNING 125
4.2.3 COMPUTING THE GEOMETRICAL PROPERTIES O F THE SYMMETRY 126 5
EXPERIMENTAL RESULTS 127
5.1 SYMMETRY ANALYSIS O F IMAGES 128
5.2 STATISTICAL ACCURACY ANALYSIS 134
IMAGE 4
X C O N T E N T S
5.3 ANALYSIS O F THREE-DIMENSIONAL SYMMETRY 136
5.4 IMPLEMENTATION ISSUES 137
5.5 ADDITIONAL RESULTS 140
6 CONCLUSIONS 140
REFERENCES 142
CHAPTER 8
PATTERN CLASSIFICATION METHODS FOR ANALYSIS AND VISUALIZATION OF BRAIN
PERFUSION CT MAPS 145
TOMASZ HACHAJ 1 INTRODUCTION 145
2 INTERPRETATION O F PERFUSION M A P S - LONG AND SHORT T I M E
PROGNOSIS 148 3 IMAGE PROCESSING AND ABNORMALITY DETECTION 150
4 IMAGE REGISTRATION 153
4.1 AFFINE REGISTRATION 154
4.2 FFD REGISTRATION 154
4.3 THIRION'S D E M O N S ALGORITHM 154
4.4 COMPARISON O F REGISTRATION ALGORITHMS 155
5 CLASSIFICATION O F DETECTED ABNORMALITIES 158
6 SYSTEM VALIDATION AND RESULTS 160
7 DATA VISUALIZATION - AUGMENTED REALITY ENVIRONMENT 162
7.1 AUGMENTED REALITY ENVIRONMENT 163
7.2 REAL TIME RENDERING O F 3 D DATA 164
7.3 AUGMENTED DESKTOP - SYSTEM PERFORMANCE TEST 164
8 SUMMARY 167
REFERENCES 168
CHAPTER 9
INFERENCE OF CO-OCCURRING CLASSES: MULTI-CLASS AND MULTI-LABEL
CLASSIFICATION 171
TAL SOBOL-SHIKLER 1 INTRODUCTION 171
2 APPLICATIONS 172
3 T H E CLASSIFICATION PROCESS 173
4 DATA AND ANNOTATION 175
5 CLASSIFICATION APPROACHES 177
5.1 BINARY CLASSIFICATION 177
5.2 MULTI-CLASS CLASSIFICATION 177
5.3 MULTI-LABEL CLASSIFICATION 178
6 MULTI-CLASS CLASSIFICATION 179
6.1 MULTIPLE BINARY CLASSIFIERS 180
6.1.1 ONE-AGAINST-ALL CLASSIFICATION 180
6.1.2 ONE-AGAINST-ONE (PAIR-WISE) CLASSIFICATION 180
6.1.3 COMBINING BINARY CLASSIFIERS 181
IMAGE 5
CONTENTS X I
6.2 DIRECT MULTI-CLASS CLASSIFICATION 181
6.3 ASSOCIATIVE CLASSIFICATION 182
7 MULTI-LABEL CLASSIFICATION 182
7.1 SEMI-SUPERVISED (ANNOTATION) METHODS 186
8 INFERENCE O F CO-OCCURRING AFFECTIVE STATES FROM NON-VERBAL SPEECH 186
9 SUMMARY 193
REFERENCES 193
AUTHOR INDEX 199 |
| any_adam_object | 1 |
| author | Ogiela, Marek R. 1968- |
| author_GND | (DE-588)1043005986 |
| author_facet | Ogiela, Marek R. 1968- |
| author_role | aut |
| author_sort | Ogiela, Marek R. 1968- |
| author_variant | m r o mr mro |
| building | Verbundindex |
| bvnumber | BV039973970 |
| classification_rvk | ST 300 |
| ctrlnum | (OCoLC)800488726 (DE-599)DNB1014250048 |
| dewey-full | 006.42 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.42 |
| dewey-search | 006.42 |
| dewey-sort | 16.42 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik Medizin |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>00000nam a2200000 cb4500</leader><controlfield tag="001">BV039973970</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20180628</controlfield><controlfield tag="007">t</controlfield><controlfield tag="008">120321s2012 ad|| |||| 00||| eng d</controlfield><datafield tag="016" ind1="7" ind2=" "><subfield code="a">1014250048</subfield><subfield code="2">DE-101</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9783642240485</subfield><subfield code="9">978-3-642-24048-5</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">3642240488</subfield><subfield code="9">3-642-24048-8</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)800488726</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)DNB1014250048</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rakddb</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-11</subfield><subfield code="a">DE-473</subfield></datafield><datafield tag="082" ind1="0" ind2=" "><subfield code="a">006.42</subfield><subfield code="2">22/ger</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">004</subfield><subfield code="2">sdnb</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">610</subfield><subfield code="2">sdnb</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Ogiela, Marek R.</subfield><subfield code="d">1968-</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)1043005986</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Computational intelligence paradigms in advanced pattern classification</subfield><subfield code="c">Marek R. Ogiela ... (eds.)</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Berlin [u.a.]</subfield><subfield code="b">Springer</subfield><subfield code="c">2012</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">XI, 197 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="1" ind2=" "><subfield code="a">Studies in computational intelligence</subfield><subfield code="v">386</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Soft Computing</subfield><subfield code="0">(DE-588)4455833-8</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Automatische Klassifikation</subfield><subfield code="0">(DE-588)4120957-6</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Mustererkennung</subfield><subfield code="0">(DE-588)4040936-3</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="655" ind1=" " ind2="7"><subfield code="0">(DE-588)4143413-4</subfield><subfield code="a">Aufsatzsammlung</subfield><subfield code="2">gnd-content</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Mustererkennung</subfield><subfield code="0">(DE-588)4040936-3</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><subfield code="a">Automatische Klassifikation</subfield><subfield code="0">(DE-588)4120957-6</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="2"><subfield code="a">Soft Computing</subfield><subfield code="0">(DE-588)4455833-8</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="776" ind1="0" ind2="8"><subfield code="i">Erscheint auch als</subfield><subfield code="n">Online-Ausgabe</subfield><subfield code="t">Computational Intelligence Paradigms in Advanced Pattern Classification</subfield></datafield><datafield tag="830" ind1=" " ind2="0"><subfield code="a">Studies in computational intelligence</subfield><subfield code="v">386</subfield><subfield code="w">(DE-604)BV020822171</subfield><subfield code="9">386</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">X:MVB</subfield><subfield code="q">text/html</subfield><subfield code="u">http://deposit.dnb.de/cgi-bin/dokserv?id=3866339&prov=M&dok_var=1&dok_ext=htm</subfield><subfield code="3">Inhaltstext</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">DNB 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=024831446&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="943" ind1="1" ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-024831446</subfield></datafield></record></collection> |
| genre | (DE-588)4143413-4 Aufsatzsammlung gnd-content |
| genre_facet | Aufsatzsammlung |
| id | DE-604.BV039973970 |
| illustrated | Illustrated |
| indexdate | 2024-07-21T00:28:27Z |
| institution | BVB |
| isbn | 9783642240485 3642240488 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-024831446 |
| oclc_num | 800488726 |
| open_access_boolean | |
| owner | DE-11 DE-473 DE-BY-UBG |
| owner_facet | DE-11 DE-473 DE-BY-UBG |
| physical | XI, 197 S. Ill., graph. Darst. |
| publishDate | 2012 |
| publishDateSearch | 2012 |
| publishDateSort | 2012 |
| publisher | Springer |
| record_format | marc |
| series | Studies in computational intelligence |
| series2 | Studies in computational intelligence |
| spelling | Ogiela, Marek R. 1968- Verfasser (DE-588)1043005986 aut Computational intelligence paradigms in advanced pattern classification Marek R. Ogiela ... (eds.) Berlin [u.a.] Springer 2012 XI, 197 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Studies in computational intelligence 386 Soft Computing (DE-588)4455833-8 gnd rswk-swf Automatische Klassifikation (DE-588)4120957-6 gnd rswk-swf Mustererkennung (DE-588)4040936-3 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Mustererkennung (DE-588)4040936-3 s Automatische Klassifikation (DE-588)4120957-6 s Soft Computing (DE-588)4455833-8 s DE-604 Erscheint auch als Online-Ausgabe Computational Intelligence Paradigms in Advanced Pattern Classification Studies in computational intelligence 386 (DE-604)BV020822171 386 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=3866339&prov=M&dok_var=1&dok_ext=htm Inhaltstext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024831446&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Ogiela, Marek R. 1968- Computational intelligence paradigms in advanced pattern classification Studies in computational intelligence Soft Computing (DE-588)4455833-8 gnd Automatische Klassifikation (DE-588)4120957-6 gnd Mustererkennung (DE-588)4040936-3 gnd |
| subject_GND | (DE-588)4455833-8 (DE-588)4120957-6 (DE-588)4040936-3 (DE-588)4143413-4 |
| title | Computational intelligence paradigms in advanced pattern classification |
| title_auth | Computational intelligence paradigms in advanced pattern classification |
| title_exact_search | Computational intelligence paradigms in advanced pattern classification |
| title_full | Computational intelligence paradigms in advanced pattern classification Marek R. Ogiela ... (eds.) |
| title_fullStr | Computational intelligence paradigms in advanced pattern classification Marek R. Ogiela ... (eds.) |
| title_full_unstemmed | Computational intelligence paradigms in advanced pattern classification Marek R. Ogiela ... (eds.) |
| title_short | Computational intelligence paradigms in advanced pattern classification |
| title_sort | computational intelligence paradigms in advanced pattern classification |
| topic | Soft Computing (DE-588)4455833-8 gnd Automatische Klassifikation (DE-588)4120957-6 gnd Mustererkennung (DE-588)4040936-3 gnd |
| topic_facet | Soft Computing Automatische Klassifikation Mustererkennung Aufsatzsammlung |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=3866339&prov=M&dok_var=1&dok_ext=htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024831446&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV020822171 |
| work_keys_str_mv | AT ogielamarekr computationalintelligenceparadigmsinadvancedpatternclassification |