Analyzing linguistic data a practical introduction to statistics using R
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| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Cambridge [u.a.]
Cambridge Univ. Press
2009
|
| Ausgabe: | [Nachdr.] |
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| Online-Zugang: | Inhaltsverzeichnis |
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| 245 | 1 | 0 | |a Analyzing linguistic data |b a practical introduction to statistics using R |c R. H. Baayen |
| 250 | |a [Nachdr.] | ||
| 264 | 1 | |a Cambridge [u.a.] |b Cambridge Univ. Press |c 2009 | |
| 300 | |a XIII, 353 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 650 | 4 | |a Linguistik | |
| 650 | 4 | |a Computational linguistics | |
| 650 | 4 | |a Linguistics |x Statistical methods | |
| 650 | 7 | |a Linguïstiek. |2 gtt | |
| 650 | 4 | |a Mathematical linguistics | |
| 650 | 4 | |a R (Computer program language) | |
| 650 | 7 | |a R (computerprogramma) |2 gtt | |
| 650 | 7 | |a Statistische methoden. |2 gtt | |
| 650 | 0 | 7 | |a R |g Programm |0 (DE-588)4705956-4 |2 gnd |9 rswk-swf |
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Datensatz im Suchindex
| _version_ | 1819778299558100992 |
|---|---|
| adam_text | Contents
Preface
An
introduction
to R
1
1.1
R
as a calculator
2
1.2
Getting data into and out of
R
4
1.3
Accessing information in data frames
6
1.4
Operations on data frames
Ю
1.4.1
Sorting a data frame by one or more columns
1
о
1.4.2
Changing information in a data frame
12
1.4.3
Extracting contingency tables from data frames
13
1.4.4
Calculations on data frames
15
1.5
Session management
Ig
Graphical data exploration
20
2.1
Random variables
20
2.2
Visualizing single random variables
21
2.3
Visualizing two or more variables
32
2.4
Trellis graphics
37
Probability distributions
44
3.1
Distributions
44
3.2
Discrete distributions
44
3.3
Continuous distributions
57
3.3.1
The normal distribution
58
3.3.2
The
t
,
F
,
and
χ2
distributions
63
Basic statistical methods
68
4.1
Tests for single vectors
7 [
4.1.1
Distribution tests
71
4.1.2
Tests for the mean
75
4.2
Tests for two independent vectors
77
4.2.1
Are the distributions the same? 7g
4.2.2
Are the means the same?
79
4.2.3
Are the variances the same?
g
1
4.3
Paired vectors g2
4.3.1
Are the means or medians the same? g2
4.3.2
Functional relations: linear regression g4
4.3.3
What does the joint density look like?
97
4.4
A numerical vector and a factor: analysis of variance
101
4.4.1
Two numerical vectors and a factor: analysis
ofcovariance
108
4.5
Two vectors with counts
{
1
4.6
A note on statistical significance
114
5
Clustering and classification
118
5.1
Clustering
118
5.1.1
Tables with measurements: principal components analysis
1
18
5.1.2
Tables with measurements: factor analysis
126
5.1.3
Tables with counts: correspondence analysis
128
5.1.4
Tables with distances: multidimensional scaling
136
5.1.5
Tables with distances: hierarchical cluster analysis
138
5.2
Classification
148
5.2.1
Classification trees
148
5.2.2
Discriminant analysis I54
5.2.3
Support vector machines
160
6
Regression modeling
165
6.1
Introduction
165
6.2
Ordinary least squares regression
169
6.2.1
Nonlinearities I74
6.2.2
Collinearity
181
6.2.3
Model criticism
188
6.2.4
Validation I93
6.3
Generalized linear models I95
6.3.1
Logistic regression I95
6.3.2
Ordinal logistic regression
208
6.4
Regression with breakpoints
214
6.5
Models for lexical richness
222
6.6
General considerations
236
7
Mixed models
241
7.1
Modeling data with fixed and random effects
242
7.2
A comparison with traditional analyses
259
7.2.1
Mixed-effects models and quasi-F
260
7.2.2
Mixed-effects models and Latin Square designs
266
7.2.3
Regression with subjects and items
269
7.3
Shrinkage in mixed-effects models
275
7.4
Generalized linear mixed models
278
7.5
Case studies
284
7.5.1
Primed lexical decision latencies for Dutch neologisms
284
7.5.2
Self-paced reading latencies for Dutch neologisms
287
7.5.3
Visual lexical decision latencies of Dutch
eight-year-olds
289
7.5.4
Mixed-effects models in corpus linguistics
295
Appendix
A
Solutions
to the exercises
303
Appendix
В
Overview of
R
functions
335
References
342
Index
347
Index of data sets
347
Index of
R
347
Index of topics
349
Index of authors
352
|
| any_adam_object | 1 |
| author | Baayen, R. Harald 1958- |
| author_GND | (DE-588)132384914 |
| author_facet | Baayen, R. Harald 1958- |
| author_role | aut |
| author_sort | Baayen, R. Harald 1958- |
| author_variant | r h b rh rhb |
| building | Verbundindex |
| bvnumber | BV035595942 |
| callnumber-first | P - Language and Literature |
| callnumber-label | P138 |
| callnumber-raw | P138.5 |
| callnumber-search | P138.5 |
| callnumber-sort | P 3138.5 |
| callnumber-subject | P - Philology and Linguistics |
| classification_rvk | ER 765 ES 250 ST 601 |
| ctrlnum | (OCoLC)552294529 (DE-599)BVBBV035595942 |
| dewey-full | 410.151 |
| dewey-hundreds | 400 - Language |
| dewey-ones | 410 - Linguistics |
| dewey-raw | 410.151 |
| dewey-search | 410.151 |
| dewey-sort | 3410.151 |
| dewey-tens | 410 - Linguistics |
| discipline | Sprachwissenschaft Informatik Literaturwissenschaft |
| edition | [Nachdr.] |
| format | Book |
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| id | DE-604.BV035595942 |
| illustrated | Illustrated |
| indexdate | 2024-12-23T22:03:15Z |
| institution | BVB |
| isbn | 9780521709187 9780521882590 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-017651082 |
| oclc_num | 552294529 |
| open_access_boolean | |
| owner | DE-945 DE-83 DE-20 DE-739 |
| owner_facet | DE-945 DE-83 DE-20 DE-739 |
| physical | XIII, 353 S. graph. Darst. |
| publishDate | 2009 |
| publishDateSearch | 2009 |
| publishDateSort | 2009 |
| publisher | Cambridge Univ. Press |
| record_format | marc |
| spellingShingle | Baayen, R. Harald 1958- Analyzing linguistic data a practical introduction to statistics using R Linguistik Computational linguistics Linguistics Statistical methods Linguïstiek. gtt Mathematical linguistics R (Computer program language) R (computerprogramma) gtt Statistische methoden. gtt R Programm (DE-588)4705956-4 gnd Sprachstatistik (DE-588)4182534-2 gnd |
| subject_GND | (DE-588)4705956-4 (DE-588)4182534-2 |
| title | Analyzing linguistic data a practical introduction to statistics using R |
| title_auth | Analyzing linguistic data a practical introduction to statistics using R |
| title_exact_search | Analyzing linguistic data a practical introduction to statistics using R |
| title_full | Analyzing linguistic data a practical introduction to statistics using R R. H. Baayen |
| title_fullStr | Analyzing linguistic data a practical introduction to statistics using R R. H. Baayen |
| title_full_unstemmed | Analyzing linguistic data a practical introduction to statistics using R R. H. Baayen |
| title_short | Analyzing linguistic data |
| title_sort | analyzing linguistic data a practical introduction to statistics using r |
| title_sub | a practical introduction to statistics using R |
| topic | Linguistik Computational linguistics Linguistics Statistical methods Linguïstiek. gtt Mathematical linguistics R (Computer program language) R (computerprogramma) gtt Statistische methoden. gtt R Programm (DE-588)4705956-4 gnd Sprachstatistik (DE-588)4182534-2 gnd |
| topic_facet | Linguistik Computational linguistics Linguistics Statistical methods Linguïstiek. Mathematical linguistics R (Computer program language) R (computerprogramma) Statistische methoden. R Programm Sprachstatistik |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017651082&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT baayenrharald analyzinglinguisticdataapracticalintroductiontostatisticsusingr |