Classification along genre dimensions: exploring a multidisciplinary problem
Gespeichert in:
| Format: | Abschlussarbeit Buch |
|---|---|
| Sprache: | English |
| Veröffentlicht: |
Borås [u.a.]
Valfrid
2011
|
| Schriftenreihe: | Skrifter från Valfrid
46 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Zsfassung in schwed. Sprache |
| Beschreibung: | XVI, 248 S. |
Internformat
MARC
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| 245 | 1 | 0 | |a Classification along genre dimensions |b exploring a multidisciplinary problem |c Mikael Gunnarsson |
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Datensatz im Suchindex
| _version_ | 1804148524825182208 |
|---|---|
| adam_text | Contents
Abstract
і
Sammanfattning
iii
Preface
vii
1
Introduction
1
1.1
The problem and its domains
.............. 2
1.2
Motivation
........................ 7
1.3
Aims and contributions
................. 9
1.4
Outline
......................... 10
1 Towards a Multidisciplinary Theory of Document
Genre Classification
13
2
Genres and text typologies
15
2.1
Library perspectives
................... 16
2.1.1
Subject matter versus form
........... 16
2.1.2
Form subdivisions in classification schemes
. . 21
2.1.3
Explicit genre perspectives in
LIS
....... 24
2.1.4
The document theory trend
........... 27
2.1.5
Concluding remarks on genre and
LIS
..... 31
2.2
Linguistic perspectives
................. 31
ix
CONTENTS
2.2.1
Studies of non-fiction in the
nordic
countries
. 36
2.2.2
Genre theory
.................. 39
2.2.3
The systemic-functional view on genres and
registers
..................... 40
2.2.4
Text typologies
................. 41
2.2.5
Registerstudies
................. 46
2.2.6
Concluding remarks on genre in linguistics
. . 47
2.3
Technological perspectives
............... 48
2.3.1
Markup
..................... 50
2.3.2
Markup theory
................. 54
2.3.3
Three structures
................. 56
2.3.4
Concluding remarks on document types
.... 57
2.4
Towards a theory of genre
................ 58
2.5
Recognizing genre
................... 65
Classification
69
3.1
Defining the classification task
............. 70
3.2
Modelling the classification task
............ 75
3.2.1
Supervised classification models
........ 76
3.2.2
Unsupervised classification models
...... 80
3.2.3
Concluding remarks on classification models
. 81
3.3
Classification in libraries
................ 82
3.3.1
Contrasting human classification with algo¬
rithms
...................... 82
3.3.2
Descriptive versus classificatory purposes
... 85
3.3.3
The intendend use of schemes
......... 88
3.3.4
The interdependency between human classifi¬
cation and algorithms
.............. 89
3.3.5
Concluding remarks on classification in libraries
90
3.4
Defining a set of classes
................. 91
3.4.1
Classification schemes
............. 92
3.4.2
Concluding remarks on defining classes
.... 98
3.5
The objectives of classification
.............100
CONTENTS xi
3.6
Evaluating
classification
................105
3.6.1
Consistency in human
classification
......107
3.6.2
Performance measures
.............108
3.7
Concluding remarks on classification
..........113
4
Previous research
115
4.1
Genre spaces
......................118
4.2
Document spaces
....................121
4.3
Features
.........................123
4.4
Models
.........................125
4.5
Concluding remarks on previous research
.......126
II Experiments in Document Genre Classification
129
5
Experimental setup
131
5.1
Theoretical premises
..................131
5.2
Defining the setup
....................133
5.3
The data set
.......................135
5.3.1
The KI-04 corpus
................138
5.3.2
Corpus
reannotation
..............141
5.4
The choice of classification models
...........149
5.5
Feature sets and their derivation
............152
5.5.1
Base features
..................153
5.5.2
Speech act features
...............167
5.5.3
Document structure features
..........169
5.5.4
Estimating the discriminative power of fea¬
tures
......................178
5.5.5
Standardization and normalization
.......179
5.6
Experimental questions
.................184
6
Experiments with the KI-04 set
187
6.1
Baseline estimation
...................189
6.2
The principle of Occam s Razor
............192
xii CONTENTS
6.3
Balancing and purifying the data set
..........194
6.4
Extending the articles class
...............202
6.5
Adding speech act features
...............204
6.6
Summary of the initial experiments
...........204
7
Experiments with the articles
207
7.1
Validating the genre space
...............208
7.2
Baseline estimations
..................210
7.3
Adding speech act features
...............214
7.4
Adding document structure features
..........214
7.5
Summary
........................215
III Conclusions and Discussions
219
8
Concluding discussion
221
9
Suggestions for further research
231
Bibliography
233
Appendix
253
A The Annotation Scheme
255
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| series2 | Skrifter från Valfrid |
| spelling | Classification along genre dimensions exploring a multidisciplinary problem Mikael Gunnarsson Borås [u.a.] Valfrid 2011 XVI, 248 S. txt rdacontent n rdamedia nc rdacarrier Skrifter från Valfrid 46 Zsfassung in schwed. Sprache Zugl.: Borås, Univ., Diss., 2011 Klassifikation (DE-588)4030958-7 gnd rswk-swf Textsorte (DE-588)4059664-3 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Klassifikation (DE-588)4030958-7 s Textsorte (DE-588)4059664-3 s DE-604 Gunnarsson, Mikael 1961- Sonstige (DE-588)101651512X oth Skrifter från Valfrid 46 (DE-604)BV010976203 46 Digitalisierung BSB Muenchen 3 application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024510719&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Classification along genre dimensions exploring a multidisciplinary problem Skrifter från Valfrid Klassifikation (DE-588)4030958-7 gnd Textsorte (DE-588)4059664-3 gnd |
| subject_GND | (DE-588)4030958-7 (DE-588)4059664-3 (DE-588)4113937-9 |
| title | Classification along genre dimensions exploring a multidisciplinary problem |
| title_auth | Classification along genre dimensions exploring a multidisciplinary problem |
| title_exact_search | Classification along genre dimensions exploring a multidisciplinary problem |
| title_full | Classification along genre dimensions exploring a multidisciplinary problem Mikael Gunnarsson |
| title_fullStr | Classification along genre dimensions exploring a multidisciplinary problem Mikael Gunnarsson |
| title_full_unstemmed | Classification along genre dimensions exploring a multidisciplinary problem Mikael Gunnarsson |
| title_short | Classification along genre dimensions |
| title_sort | classification along genre dimensions exploring a multidisciplinary problem |
| title_sub | exploring a multidisciplinary problem |
| topic | Klassifikation (DE-588)4030958-7 gnd Textsorte (DE-588)4059664-3 gnd |
| topic_facet | Klassifikation Textsorte Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024510719&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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