Modeling with data: tools and techniques for scientific computing
Gespeichert in:
1. Verfasser: | |
---|---|
Format: | Buch |
Sprache: | English |
Veröffentlicht: |
Princeton [u.a.]
Princeton Univ. Press
2009
|
Schlagworte: | |
Online-Zugang: | Inhaltsverzeichnis |
Beschreibung: | Includes bibliographical references and index |
Beschreibung: | XIII, 454 S. graph. Darst. |
ISBN: | 9780691133140 |
Internformat
MARC
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100 | 1 | |a Klemens, Ben |e Verfasser |4 aut | |
245 | 1 | 0 | |a Modeling with data |b tools and techniques for scientific computing |c Ben Klemens |
264 | 1 | |a Princeton [u.a.] |b Princeton Univ. Press |c 2009 | |
300 | |a XIII, 454 S. |b graph. Darst. | ||
336 | |b txt |2 rdacontent | ||
337 | |b n |2 rdamedia | ||
338 | |b nc |2 rdacarrier | ||
500 | |a Includes bibliographical references and index | ||
650 | 4 | |a Mathematisches Modell | |
650 | 4 | |a Mathematical statistics | |
650 | 4 | |a Mathematical models | |
650 | 0 | 7 | |a Datenmodell |0 (DE-588)4192516-6 |2 gnd |9 rswk-swf |
650 | 0 | 7 | |a Datenanalyse |0 (DE-588)4123037-1 |2 gnd |9 rswk-swf |
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689 | 0 | 1 | |a Datenanalyse |0 (DE-588)4123037-1 |D s |
689 | 0 | |5 DE-604 | |
856 | 4 | 2 | |m Digitalisierung UB Bayreuth |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017129385&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
999 | |a oai:aleph.bib-bvb.de:BVB01-017129385 |
Datensatz im Suchindex
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Contents
Preface
xi
Chapter
1.
Statistics in the modern day 1
PARTI COMPUTING
15
Chapter
2.
C 17
18
28
34
43
48
53
59
65
69
74
76
80
87
94
98
2.1
Lines
2.2
Variables and their declarations
2.3
Functions
2.4
The debugger
2.5
Compiling and running
2.6
Pointers
2.7
Arrays and other pointer tricks
2.8
Strings
2.9
*
Errors
lapte
»гЗ.
Databases
3.1
Basic queries
3.2
ж
Doing more with queries
3.3
Joins and subqueries
3.4
On database design
3.5
Folding queries into
С
code
v¡¡¡
CONTENTS
3.6
Maddening details
юз
3.7
Some examples 108
Chapter
4.
Matrices and models
из
4.1
The GSL s matrices and vectors 114
4.2
apop.data
120
4.3
Shunting data
123
4.4
Linear algebra
129
4.5
Numbers
135
4.6
я
gsl.matrix and gsl_vector internals
140
4.7
Models
143
Chapter
5.
Graphics
157
5.1
plot
160
5.2 &
Some common settings
163
5.3
From arrays to plots
166
5.4
A sampling of special plots 171
5.5
Animation
177
5.6
On producing good plots 18O
5.7
a Graphs—nodes and flowcharts
182
5.8 &
Printing and
ШсХ
185
Chapter
6.
зк
More coding tools
189
6.1
Function pointers 19O
6.2
Data structures
193
6.3
Parameters
203
6.4 &
Syntactic sugar
210
6.5
More tools
214
PARTII
STATISTICS
217
Chapter
7.
Distributions for description
219
7.1
Moments
219
7.2
Sample distributions
235
7.3
Using the sample distributions
252
7.4
Non-parametric description
261
Chapter
8.
Linear projections
264
8.1
ж
Principal component analysis
265
8.2
OLS and friends
270
8.3
Discrete variables
280
8.4
Multilevel modeling
288
CONTENTS
¡χ
ChapterD.
Hypothesis testing with the CLT
295
9.1
The Central Limit Theorem
297
9.2
Meet the Gaussian family
301
9.3
Testing a hypothesis
307
9.4 ANOVA 312
9.5
Regression
315
9.6
Goodness of fit
319
Chapter
10.
Maximum likelihood estimation
325
10.1
Log likelihood and friends
326
10.2
Description: Maximum likelihood estimators
337
10.3
Missing data
345
10.4
Testing with likelihoods
348
Chapter
11.
Montecarlo
356
11.1
Random number generation
357
11.2
Description: Finding statistics for a distribution
364
11.3
Inference: Finding statistics for a parameter
367
11.4
Drawing a distribution
371
11.5
Non-parametric testing
375
Appendix A: Environments and makefiles
З81
A.1 Environment variables
З81
A.2 Paths
385
A.3 Make
387
Appendix B: Text processing
392
393
398
403
413
415
Appendix C: Glossary
419
Bibliography
435
Index
443
B.1
Shell scripts
B.2
Some tools for scripting
B.3
Regular expressions
B.4
Adding and deleting
B.5
More examples
|
any_adam_object | 1 |
author | Klemens, Ben |
author_facet | Klemens, Ben |
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author_sort | Klemens, Ben |
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bvnumber | BV035324869 |
callnumber-first | Q - Science |
callnumber-label | QA276 |
callnumber-raw | QA276 |
callnumber-search | QA276 |
callnumber-sort | QA 3276 |
callnumber-subject | QA - Mathematics |
classification_rvk | QH 500 ST 265 ST 600 |
ctrlnum | (OCoLC)231586957 (DE-599)BVBBV035324869 |
dewey-full | 519.5 |
dewey-hundreds | 500 - Natural sciences and mathematics |
dewey-ones | 519 - Probabilities and applied mathematics |
dewey-raw | 519.5 |
dewey-search | 519.5 |
dewey-sort | 3519.5 |
dewey-tens | 510 - Mathematics |
discipline | Informatik Mathematik Wirtschaftswissenschaften |
format | Book |
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id | DE-604.BV035324869 |
illustrated | Illustrated |
indexdate | 2024-07-09T21:31:19Z |
institution | BVB |
isbn | 9780691133140 |
language | English |
lccn | 2008028341 |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-017129385 |
oclc_num | 231586957 |
open_access_boolean | |
owner | DE-384 DE-945 DE-703 DE-473 DE-BY-UBG DE-29T |
owner_facet | DE-384 DE-945 DE-703 DE-473 DE-BY-UBG DE-29T |
physical | XIII, 454 S. graph. Darst. |
publishDate | 2009 |
publishDateSearch | 2009 |
publishDateSort | 2009 |
publisher | Princeton Univ. Press |
record_format | marc |
spelling | Klemens, Ben Verfasser aut Modeling with data tools and techniques for scientific computing Ben Klemens Princeton [u.a.] Princeton Univ. Press 2009 XIII, 454 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Includes bibliographical references and index Mathematisches Modell Mathematical statistics Mathematical models Datenmodell (DE-588)4192516-6 gnd rswk-swf Datenanalyse (DE-588)4123037-1 gnd rswk-swf Datenmodell (DE-588)4192516-6 s Datenanalyse (DE-588)4123037-1 s DE-604 Digitalisierung UB Bayreuth application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017129385&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Klemens, Ben Modeling with data tools and techniques for scientific computing Mathematisches Modell Mathematical statistics Mathematical models Datenmodell (DE-588)4192516-6 gnd Datenanalyse (DE-588)4123037-1 gnd |
subject_GND | (DE-588)4192516-6 (DE-588)4123037-1 |
title | Modeling with data tools and techniques for scientific computing |
title_auth | Modeling with data tools and techniques for scientific computing |
title_exact_search | Modeling with data tools and techniques for scientific computing |
title_full | Modeling with data tools and techniques for scientific computing Ben Klemens |
title_fullStr | Modeling with data tools and techniques for scientific computing Ben Klemens |
title_full_unstemmed | Modeling with data tools and techniques for scientific computing Ben Klemens |
title_short | Modeling with data |
title_sort | modeling with data tools and techniques for scientific computing |
title_sub | tools and techniques for scientific computing |
topic | Mathematisches Modell Mathematical statistics Mathematical models Datenmodell (DE-588)4192516-6 gnd Datenanalyse (DE-588)4123037-1 gnd |
topic_facet | Mathematisches Modell Mathematical statistics Mathematical models Datenmodell Datenanalyse |
url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017129385&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
work_keys_str_mv | AT klemensben modelingwithdatatoolsandtechniquesforscientificcomputing |