The novel in the Spanish Silver Age: a digital analysis of genre using machine learning
Gespeichert in:
| Beteilige Person: | |
|---|---|
| Format: | Hochschulschrift/Dissertation Buch |
| Sprache: | Englisch |
| Veröffentlicht: |
Bielefeld
transcript
2021
|
| Schriftenreihe: | Digital humanities research
volume 4 |
| Schlagwörter: | |
| Links: | https://directory.doabooks.org/handle/20.500.12854/72567 https://doi.org/10.14361/9783839459256 https://doi.org/10.1515/9783839459256 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032964358&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| Umfang: | 468 Seiten Illustrationen, Diagramme |
| ISBN: | 9783837659252 |
| DOI: | 10.14361/9783839459256 |
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| 100 | 1 | |a Calvo Tello, José |d 1987- |e Verfasser |0 (DE-588)1243174773 |4 aut | |
| 245 | 1 | 0 | |a The novel in the Spanish Silver Age |b a digital analysis of genre using machine learning |c José Calvo Tello |
| 264 | 1 | |a Bielefeld |b transcript |c 2021 | |
| 300 | |a 468 Seiten |b Illustrationen, Diagramme | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 1 | |a Digital humanities research |v volume 4 | |
| 502 | |b Dissertation |c Julius-Maximilians-Universität Würzburg |d 2020 | ||
| 648 | 7 | |a Geschichte 1880-1939 |2 gnd |9 rswk-swf | |
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| 653 | |a Theory of Literature | ||
| 653 | |a Romance Studies | ||
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Datensatz im Suchindex
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| adam_text |
CONTENTS
ACKNOWLEDGEMENTS
ACKNOWLEDGEMENTS
.
15
1.
INTRODUCTION
1.
INTRODUCTION
.
21
2.
PREVIOUS
RESEARCH
AND
THEORETICAL
FRAMEWORK
2.1
SILVER
AGE:
GENRE,
NOVEL,
AND
SUBGENRE
OF
THE
NOVEL
.
33
2.1.1
INTRODUCTION
.
33
2.1.2
EDAD
DE
PLATA:
SILVER
AGE
.
33
2.1.3
LITERARY
GENRE
AND
NOVEL
IN
THIS
PERIOD
.
35
2.1.4
THE
NOVEL
AND
ITS
BORDERS
.
37
2.1.5
REALIST
AND
NATURALIST
NOVEL
.
39
2.1.6
HISTORICAL
AND
ADVENTURE
NOVELS
.
41
2.1.7
COMEDY
NOVELS
.
44
2.1.8
EROTIC
NOVELS
.
44
2.1.9
SOCIAL
NOVELS
.
46
2.1.10
ONE-AUTHOR-LABELS:
NIVOLO,
GREGUERIO,
AND
EPISODIC
NATIONAL
.
47
2.2
GENRE
IN
DIGITAL
HUMANITIES:
METHODS,
FEATURES,
AND
DATA
REPRESENTATION
.
51
2.2.1
INTRODUCTION
.
51
2.2.2
GENRE
IN
COMPUTER
SCIENCE
.
52
2.2.3
GENRE
IN
DIGITAL
HUMANITIES
.
53
2.2.4
THE
START
OF
GENRE
CLASSIFICATION
.
54
2.2.5
LITERARY
GENRE
IN
THE
PAST
YEARS
.58
2.2.6
CONCLUSIONS
AND
GENERAL
PATTERNS
.
61
2.3
THEORY
OF
GENRE
.
63
2.3.1
BASIC
DISTINCTIONS
ABOUT
CONCEPTS
AND
DEFINITIONS
.
65
2.3.2
MODELS
OF
GENRES
.
68
2.3.3
MACRO-MODELS
OF
GENRES
.
78
2.3.4
PERSPECTIVES
ON
GENRES
.
83
2.3.5
CONCLUSIONS
.
90
3.
DATA:
TEXTS
AND
METADATA
3.1
CORPUS
OF
NOVELS
OF
THE
SPANISH
SILVER
AGE:
CONSSA
AND
CONSSA-CANON
.
95
3.1.1
INTRODUCTION
.
95
3.1.2
LITERARY
CORPORA
.
96
3.1.3
STATISTICAL
POPULATION
OF
AUTHORS
.97
3.1.4
STATISTICAL
POPULATION
OF
PROSE
.
101
3.1.5
STATISTICAL
POPULATION
OF
NOVELS
.
102
3.1.6
DEFINITION
OF
THE
CORPORA:
CONSSA
AND
CONSSA-CANON
.
107
3.1.7
CRITERIA
FOR
SELECTION
.
111
3.1.8
DIGITIZATION
STEPS
.
115
3.1.9
DESCRIPTION
OF
THE
CORPUS
.
116
3.1.10
GENDER
DISTRIBUTION
.
125
3.1.11
PUBLICATION
OF
DATA
.
127
3.2
METADATA
.
131
3.2.1
INTRODUCTION
.
131
3.2.2
METADATA,
DISTANT
READING,
AND
HYPOTHESES
TESTING
.
132
3.2.3
TYPOLOGY
OF
METADATA
.
135
3.2.4
EDITORIAL
AND
ADMINISTRATIVE
METADATA
.
136
3.2.5
DESCRIPTIVE
METADATA
.
137
3.2.6
AUTHOR'S
METADATA
.
139
3.2.7
TEXT
AND
GENRE
METADATA
.
139
3.2.8
PLACE
AND
PERIOD
OF
THE
ACTION
.
141
3.2.9
PROTAGONIST
METADATA
.
143
3.2.10
OTHER
LITERARY
METADATA
.
144
3.2.11
DESCRIPTION
OF
THE
METADATA
OF
CONSSA
.
145
3.3
FILTERING
THE
CORPUS
THROUGH
CLASSIFICATION:
ARE
ALL
TEXTS
IN
CONSSA
NOVELS?
155
3.3.1
INTRODUCTION
.
155
3.3.2
CORPUS
CORDE:
BAG
OF
WORDS
AND
METADATA
.
155
3.3.3
CORDE
1860-1960
+
CONSSA
.
159
3.3.4
BINARY
CLASS
EVALUATION
OF
PARAMETERS
.
160
3.3.5
MULTI-CLASS
EVALUATION
OF
PARAMETERS
.
166
3.3.6
BINARY
PREDICTION
OF
GENRE
OF
DISPUTED
TEXTS
.
168
3.3.7
MULTI-CLASS
PREDICTION
OF
GENRE
OF
DISPUTED
TEXTS
.
171
3.3.8
CONCLUSIONS
AND
MODIFICATION
OF
THE
CORPUS
.
173
4.
FEATURE
ENGINEERING:
LINGUISTIC
ANNOTATION
AND
TRANSFORMATION
4.1
GRAMMATICAL,
LEXICAL,
SEMANTIC,
AND
TEXTUAL
ANNOTATION
.
179
4.1.1
INTRODUCTION
.
179
4.1.2
FORMAT
OF
ANNOTATION
.
180
4.1.3
VOCABULARY
AND
PUNCTUATION
.
183
4.1.4
GRAMMATICAL
ANNOTATION
.
184
4.1.5
ENTITIES
.
185
4.1.6
SEMANTIC
ANNOTATION
.
186
4.1.7
PRAGMATIC
AND
TEXTUAL
ANNOTATION
.
188
4.2
TRANSFORMATIONS
OF
LEXICAL
DATA
AND
LINGUISTIC
ANNOTATION
.
191
4.2.1
INTRODUCTION
.
191
4.2.2
CLASSIC
TRANSFORMATION
OF
FREQUENCY
OF
FEATURES
.
193
4.2.3
VARIANTS
.
208
5.
ANALYSIS
OF
SUBGENRE
LABELS
5.1
EVALUATION
OF
CONSISTENT
SUBGENRES
.
223
5.1.1
INTRODUCTION
.
223
5.1.2
DATA
AND
SOURCES
.
223
5.1.3
EXPLORATION
OF
SOURCES
.
226
5.1.4
EXPLORATION
OF
LABELS
.
229
5.1.5
SEMANTIC
MAPPING
OF
LABELS,
DESCRIPTION
AND
STANDARDIZATION
TROUGH
THEMA
.
231
5.1.6
ANALYSIS
OF
INTER-SOURCE
AGREEMENT
.
234
5.1.7
CONSISTENT
LABELS
ACROSS
SOURCES
.
240
5.1.8
DISCUSSION
AND
PROPOSAL
OF
SUBGENRE
PALETTE
.
243
5.2
ANALYSIS
OF
LABELS
OF
FIRST
EDITIONS
.
247
5.2.1
DESCRIPTION
AND
COMPARISON
OF
THE
LABELS
OF
THE
COVERS
.
248
5.2.2
CLASSIFICATION
RESULTS
COMPARING
FIRST
PUBLICATION
LABELS
WITH
OTHER
SOURCES
.
249
5.2.3
ASSOCIATION
BETWEEN
AUTHOR
AND
FIRST
EDITION
LABEL
.
251
5.2.4
CONCLUSIONS
.
255
5.3
THE
CASE
OF
LITERARY
FICTION
.
257
5.3.1
INTRODUCTION
.
257
5.3.2
DESCRIPTION
OF
LITERARY
FICTION
.
259
5.3.3
CLASSIFICATION
WITH
LINGUISTIC
FEATURES
.
262
5.3.4
CLASSIFICATION
WITH
EXTERNAL
METADATA
.
265
5.3.5
CONCLUSIONS
.
267
6.
FEATURE
AND
LABELS
SELECTION
6.1
FEATURE
AND
PARAMETER
ANALYSIS
.
271
6.1.1
INTRODUCTION
.
271
6.1.2
FEATURE
EVALUATION
.
273
6.1.3
KNOWLEDGE
EXTRACTION
ABOUT
FEATURES
.
278
6.1.4
PARAMETERS
EVALUATION
.
285
6.1.5
CONCLUSIONS
.
293
6.2
IDENTIFICATION
OF
HIDDEN
SUBGENRES
.
295
6.2.1
INTRODUCTION
.
295
6.2.2
CLUSTERING
IN
STYLOMETRY
.
297
6.2.3
THE
AUTHORIAL
CUE
PROBLEM
WHEN
CLUSTERING
LITERARY
WORKS
.
300
6.2.4
EVALUATION
OF
PARAMETERS
OF
CLUSTERING
WITH
LINGUISTIC
FEATURES
.
303
6.2.5
COMPARISON
OF
CLUSTERS
AND
EVALUATION
WITH
METADATA
.
309
6.2.6
EXPLORATION
OF
META-CLUSTER
0:
CLUSTER
50
.
312
6.2.7
EXPLORATION
META-CLUSTER
1:
CLUSTER
217
.
314
6.2.8
DISCUSSION
AND
CONCLUSIONS
.
315
7.
ANALYSIS
OF
SUBGENRES
7.1
CLASSIFICATION
OF
THE
SUBGENRES
.
323
7.1.1
INTRODUCTION
.
323
7.1.2
SUBGENRES
AS
CLASSES:
MULTI-CLASS
CLASSIFICATION
FROM
MODAL
SUBGENRE
.
324
7.1.3
SUBGENRES
AS
CATEGORIES
:
MULTI-LABEL
CLASSIFICATION
.
327
7.1.4
SUBGENRES
OF
CHAPTERS
.
331
7.1.5
SUBGENRES
AS
LINGUISTIC
AND
LITERARY
CATEGORIES
.
334
7.1.6
SUBGENRES
AS
GRADUAL
CATEGORIES:
PROBABILITIES
OF
CLASSIFICATION
.
341
7.1.7
CONCLUSIONS
.
346
7.2
EASY
GENRE,
DIFFICULT
GENRE:
WHY
IS
THERE
VARIANCE
IN
THE
RESULTS
OF
THE
CLASSIFICATION?
.
351
7.2.1
INTRODUCTION
.
351
7.2.2
YEAR
OF
PUBLICATION
.
352
7.2.3
NUMBER
OF
TEXTS
AND
AUTHORS
.
354
7.2.4
LENGTH
OF
NOVELS
.
357
7.2.5
CANONICITY
OF
THE
TEXTS
.
358
7.2.6
DISAGREEMENT
ON
HUMAN
SOURCES
.
359
7.2.7
SPECIFICITY
OF
THE
FEATURES
.
361
7.2.8
CORRELATION
AND
REGRESSION
OF
VARIABLES
.
363
7.2.9
CONCLUSIONS
.
366
8.
DISCUSSION
OF
TRIPARTITE
GRAPH
FOR
GENRE
8.
DISCUSSION
OF
TRIPARTITE
GRAPH
FOR
GENRE
.
369
8.1
INTRODUCTION
.
369
8.2
CHARACTERISTICS
OF
THE
GENRES
.
370
8.3
ASSEMBLING
THE
GRAPH
MODEL
FOR GENRE
.
372
8.4
THE
COMPLETE
TRIPARTITE
GRAPH
MODEL
OF
GENRE:
PRINCIPLES
.
382
8.5
EVALUATION
AND
INTERPRETATION
.
385
8.6
FURTHER
PROPERTIES
OF
THE
TRIPARTITE
GRAPH
MODEL
.
393
8.7
USING
THE
TRIPARTITE
GRAPH
MODEL
OF
GENRE
FOR
DESCRIPTIONS
.
396
8.8
LIMITATIONS
OF
THE
TRIPARTITE
GRAPH
MODEL
FOR
GENRE
.
400
8.9
CONCLUSIONS
.
402
9.
CONCLUSION
9.
CONCLUSION
.
407
10.
REFERENCES
10.
REFERENCES
.
425
11.
APPENDIX
11.
EMPIRICAL
DESCRIPTION
THROUGH
THE
TRIPARTITE
GRAPH
MODEL
.
447
11.1
INTRODUCTION
.
447
11.2
REALIST
NOVEL
.
448
11.3
SOCIAL
NOVEL
.
449
11.4
LITERARY
FICTION
.
449
11.5
EDUCATIONAL
NOVEL
.
450
11.6
PHILOSOPHICAL
NOVEL
.
451
11.7
NATURALIST
NOVEL
.
451
11.8
HISTORICAL
NOVEL
.
453
11.9
MEMOIR
.
453
11.10
BUCOLIC
NOVEL
.
454
11.11
ADVENTURE
NOVEL
.
455
11.12
BIOGRAPHIC
NOVEL
.
456
11.13
MODERNIST
NOVEL
.
456
11.14
AUTOBIOGRAPHICAL
NOVEL
.
457
11.15
COMEDY
NOVEL
.
458
11.16
PSYCHOLOGICAL
NOVEL
.
459
11.17
SPIRITUAL
NOVEL
.
459
11.18
FANTASY
NOVEL
.
460
11.19
WAR
NOVEL
.
461
11.20
DIALOGUE
NOVEL
.
462
11.21
MONO-DIALOGUE
NOVEL
.
463
11.22
COSTUMBRIST
NOVEL
.
464
11.23
NIVOLA
.
464
11.24
EROTIC
NOVEL
.
465
11.25
EPISODIO
NACIONAL
.
466
11.26
POETIC
NOVEL
.
467
11.27
GREGUERIA
.
468 |
| any_adam_object | 1 |
| author | Calvo Tello, José 1987- |
| author_GND | (DE-588)1243174773 |
| author_facet | Calvo Tello, José 1987- |
| author_role | aut |
| author_sort | Calvo Tello, José 1987- |
| author_variant | t j c tj tjc |
| building | Verbundindex |
| bvnumber | BV047578951 |
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| ctrlnum | (OCoLC)1249009672 (DE-599)DNB1232150126 |
| discipline | Romanistik |
| doi_str_mv | 10.14361/9783839459256 10.1515/9783839459256 |
| era | Geschichte 1880-1939 gnd |
| era_facet | Geschichte 1880-1939 |
| format | Thesis Book |
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| genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
| genre_facet | Hochschulschrift |
| id | DE-604.BV047578951 |
| illustrated | Illustrated |
| indexdate | 2025-01-23T21:00:58Z |
| institution | BVB |
| isbn | 9783837659252 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-032964358 |
| oclc_num | 1249009672 |
| open_access_boolean | 1 |
| owner | DE-B1533 DE-M100 DE-12 DE-634 DE-210 DE-1052 DE-521 DE-1102 DE-1046 DE-1047 DE-1028 DE-Aug4 DE-1050 DE-573 DE-M347 DE-92 DE-1051 DE-898 DE-BY-UBR DE-859 DE-860 DE-1049 DE-861 DE-863 DE-BY-FWS DE-862 DE-BY-FWS DE-523 DE-Re13 DE-BY-UBR DE-Y3 DE-255 DE-Y7 DE-Y2 DE-70 DE-2174 DE-127 DE-22 DE-BY-UBG DE-155 DE-BY-UBR DE-150 DE-154 DE-91 DE-BY-TUM DE-384 DE-473 DE-BY-UBG DE-19 DE-BY-UBM DE-355 DE-BY-UBR DE-703 DE-20 DE-706 DE-824 DE-29 DE-739 |
| owner_facet | DE-B1533 DE-M100 DE-12 DE-634 DE-210 DE-1052 DE-521 DE-1102 DE-1046 DE-1047 DE-1028 DE-Aug4 DE-1050 DE-573 DE-M347 DE-92 DE-1051 DE-898 DE-BY-UBR DE-859 DE-860 DE-1049 DE-861 DE-863 DE-BY-FWS DE-862 DE-BY-FWS DE-523 DE-Re13 DE-BY-UBR DE-Y3 DE-255 DE-Y7 DE-Y2 DE-70 DE-2174 DE-127 DE-22 DE-BY-UBG DE-155 DE-BY-UBR DE-150 DE-154 DE-91 DE-BY-TUM DE-384 DE-473 DE-BY-UBG DE-19 DE-BY-UBM DE-355 DE-BY-UBR DE-703 DE-20 DE-706 DE-824 DE-29 DE-739 |
| physical | 468 Seiten Illustrationen, Diagramme |
| psigel | ZDB-23-DGG ZDB-23-GOA ZDB-94-OAB |
| publishDate | 2021 |
| publishDateSearch | 2021 |
| publishDateSort | 2021 |
| publisher | transcript |
| record_format | marc |
| series | Digital humanities research |
| series2 | Digital humanities research |
| spellingShingle | Calvo Tello, José 1987- The novel in the Spanish Silver Age a digital analysis of genre using machine learning Digital humanities research Literaturgattung (DE-588)4074285-4 gnd Digital Humanities (DE-588)1038714850 gnd Spanisch (DE-588)4077640-2 gnd Korpus Linguistik (DE-588)4165338-5 gnd Roman (DE-588)4050479-7 gnd |
| subject_GND | (DE-588)4074285-4 (DE-588)1038714850 (DE-588)4077640-2 (DE-588)4165338-5 (DE-588)4050479-7 (DE-588)4113937-9 |
| title | The novel in the Spanish Silver Age a digital analysis of genre using machine learning |
| title_auth | The novel in the Spanish Silver Age a digital analysis of genre using machine learning |
| title_exact_search | The novel in the Spanish Silver Age a digital analysis of genre using machine learning |
| title_full | The novel in the Spanish Silver Age a digital analysis of genre using machine learning José Calvo Tello |
| title_fullStr | The novel in the Spanish Silver Age a digital analysis of genre using machine learning José Calvo Tello |
| title_full_unstemmed | The novel in the Spanish Silver Age a digital analysis of genre using machine learning José Calvo Tello |
| title_short | The novel in the Spanish Silver Age |
| title_sort | the novel in the spanish silver age a digital analysis of genre using machine learning |
| title_sub | a digital analysis of genre using machine learning |
| topic | Literaturgattung (DE-588)4074285-4 gnd Digital Humanities (DE-588)1038714850 gnd Spanisch (DE-588)4077640-2 gnd Korpus Linguistik (DE-588)4165338-5 gnd Roman (DE-588)4050479-7 gnd |
| topic_facet | Literaturgattung Digital Humanities Spanisch Korpus Linguistik Roman Hochschulschrift |
| url | https://directory.doabooks.org/handle/20.500.12854/72567 https://doi.org/10.14361/9783839459256 https://doi.org/10.1515/9783839459256 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032964358&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV047588202 |
| work_keys_str_mv | AT calvotellojose thenovelinthespanishsilverageadigitalanalysisofgenreusingmachinelearning |