Modern applied statistics with S:
Gespeichert in:
| Vorheriger Titel: | Venables, William N. Modern applied statistics with S-PLUS |
|---|---|
| Beteilige Person: | |
| Format: | Buch |
| Sprache: | Englisch |
| Veröffentlicht: |
New York, NY
Springer
2002
|
| Ausgabe: | 4. ed. |
| Schriftenreihe: | Statistics and computing
|
| Schlagwörter: | |
| Links: | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009858652&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| Abstract: | Data analysis, computing. |
| Beschreibung: | Früher u.d.T.: Venables, William N.: Modern applied statistics with S-Plus |
| Umfang: | XI, 495 S. graph. Darst. |
| ISBN: | 9780387954578 0387954570 |
Internformat
MARC
| LEADER | 00000nam a2200000zc 4500 | ||
|---|---|---|---|
| 001 | BV014420582 | ||
| 003 | DE-604 | ||
| 005 | 20150203 | ||
| 007 | t| | ||
| 008 | 020603s2002 xxud||| |||| 00||| eng d | ||
| 016 | 7 | |a 965451151 |2 DE-101 | |
| 020 | |a 9780387954578 |9 978-0-387-95457-8 | ||
| 020 | |a 0387954570 |9 0-387-95457-0 | ||
| 035 | |a (OCoLC)248474156 | ||
| 035 | |a (DE-599)BVBBV014420582 | ||
| 040 | |a DE-604 |b ger |e aacr | ||
| 041 | 0 | |a eng | |
| 044 | |a xxu |c US | ||
| 049 | |a DE-20 |a DE-945 |a DE-703 |a DE-91G |a DE-19 |a DE-29T |a DE-739 |a DE-83 |a DE-11 |a DE-578 |a DE-706 |a DE-473 |a DE-M347 | ||
| 050 | 0 | |a QA276.4 | |
| 082 | 0 | |a 005.369 | |
| 084 | |a CM 4400 |0 (DE-625)18955: |2 rvk | ||
| 084 | |a MR 2200 |0 (DE-625)123489: |2 rvk | ||
| 084 | |a SK 850 |0 (DE-625)143263: |2 rvk | ||
| 084 | |a ST 250 |0 (DE-625)143626: |2 rvk | ||
| 084 | |a ST 320 |0 (DE-625)143657: |2 rvk | ||
| 084 | |a ST 600 |0 (DE-625)143681: |2 rvk | ||
| 084 | |a ST 601 |0 (DE-625)143682: |2 rvk | ||
| 100 | 1 | |a Venables, William N. |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Modern applied statistics with S |c W. N. Venables ; B. D. Ripley |
| 250 | |a 4. ed. | ||
| 264 | 1 | |a New York, NY |b Springer |c 2002 | |
| 300 | |a XI, 495 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Statistics and computing | |
| 500 | |a Früher u.d.T.: Venables, William N.: Modern applied statistics with S-Plus | ||
| 520 | 3 | |a Data analysis, computing. | |
| 630 | 0 | 4 | |a S (Computer system) |
| 650 | 4 | |a Statistik - S <Programmiersprache> | |
| 650 | 4 | |a Datenverarbeitung | |
| 650 | 4 | |a Statistik | |
| 650 | 4 | |a Mathematical statistics |x Data processing | |
| 650 | 4 | |a Statistics |x Data processing | |
| 650 | 0 | 7 | |a Statistik |0 (DE-588)4056995-0 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a S |g Programmiersprache |0 (DE-588)4234472-4 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a S |g Programmiersprache |0 (DE-588)4234472-4 |D s |
| 689 | 0 | 1 | |a Statistik |0 (DE-588)4056995-0 |D s |
| 689 | 0 | |5 DE-604 | |
| 700 | 1 | |a Ripley, Brian D. |d 1952- |e Sonstige |0 (DE-588)124271413 |4 oth | |
| 780 | 0 | 0 | |i Bis 3. Auflage |a Venables, William N. |t Modern applied statistics with S-PLUS |w (DE-604)BV012766743 |
| 856 | 4 | 2 | |m Digitalisierung UB Passau |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009858652&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-009858652 | |
Datensatz im Suchindex
| DE-BY-TUM_call_number | 0102 MAT 620 2001 A 34190 |
|---|---|
| DE-BY-TUM_katkey | 1434077 |
| DE-BY-TUM_location | 01 |
| DE-BY-TUM_media_number | 040008872100 040020115713 |
| _version_ | 1821933652203798528 |
| adam_text | Contents
Preface v
Typographical Conventions
xi
1
Introduction
1
1.1
A Quick Overview of
S
....................... 3
1.2
Using
S
............................... 5
1.3
An Introductory Session
...................... 6
1.4
What Next?
............................. 12
2
Data Manipulation
13
2.1
Objects
............................... 13
2.2
Connections
............................. 20
2.3
Data Manipulation
......................... 27
2.4
Tables and Cross-Classification
................... 37
3
The
S
Language
41
3.1
Language Layout
.......................... 41
3.2
More on
S
Objects
......................... 44
3.3
Arithmetical Expressions
...................... 47
3.4
Character Vector Operations
.................... 51
3.5
Formatting and Printing
....................... 54
3.6
Calling Conventions for Functions
................. 55
3.7
Model Formulae
........................... 56
3.8
Control Structures
.......................... 58
3.9
Array and Matrix Operations
.................... 60
3.10
Introduction to Classes and Methods
................ 66
4
Graphics
69
4.1
Graphics Devices
.......................... 71
4.2
Basic Plotting Functions
...................... 72
4.3
Enhancing
Plots
........................... 77
4.4
Fine Control of Graphics
...................... 82
4.5
Trellis Graphics
........................... 89
5
Univariate Statistics
107
5.1
Probability Distributions
......................107
5.2
Generating Random Data
......................110
5.3
Data Summaries
...........................
Ill
5.4
Classical Univariate Statistics
....................115
5.5
Robust Summaries
.........................119
5.6
Density Estimation
.........................126
5.7
Bootstrap and Permutation Methods
................133
6
Linear Statistical Models
139
6.1
An Analysis of Covariance Example
................139
6.2
Model Formulae and Model Matrices
...............144
6.3
Regression Diagnostics
.......................151
6.4
Safe Prediction
...........................155
6.5
Robust and Resistant Regression
..................156
6.6
Bootstrapping Linear Models
....................163
6.7
Factorial Designs and Designed Experiments
...........165
6.8
An Unbalanced Four-Way Layout
.................169
6.9
Predicting Computer Performance
.................177
6.10
Multiple Comparisons
.......................178
7
Generalized Linear Models
183
7.1
Functions for Generalized Linear Modelling
............187
7.2
Binomial Data
............................190
7.3
Poisson
and Multinomial Models
..................199
7.4
A Negative Binomial Family
....................206
7.5
Over-Dispersion in Binomial and
Poisson
GLMs
.........208
8
Non-
Linear and Smooth Regression
211
8.1
An Introductory Example
......................211
8.2
Fitting Non-Linear Regression Models
...............212
8.3
Non-Linear Fitted Model Objects and Method Functions
.....217
8.4
Confidence Intervals for Parameters
................220
8.5
Profiles
...............................226
8.6
Constrained Non-Linear
Regression................ 227
8.7
One-Dimensional Curve-Fitting
.................. 228
8.8
Additive Models
.......................... 232
8.9
Projection-Pursuit Regression
................... 238
8.10
Neural Networks
.......................... 243
8.11
Conclusions
............................. 249
9
Tree-Based Methods
251
9.1
Partitioning Methods
........................ 253
9.2
Implementation in rpart
...................... 258
9.3
Implementation in tree
...................... 266
10
Random and Mixed Effects
271
10.1
Linear Models
............................ 272
10.2
Classic Nested Designs
....................... 279
10.3
Non-Linear Mixed Effects Models
................. 286
10.4
Generalized Linear Mixed Models
................. 292
10.5
GEE Models
............................. 299
11
Exploratory Multivariate Analysis
301
11.1
Visualization Methods
....................... 302
11.2
Cluster Analysis
........................... 315
11.3
Factor Analysis
........................... 321
11.4
Discrete Multivariate Analysis
................... 325
12
Classification
331
12.1
Discriminant Analysis
....................... 331
12.2
Classification Theory
........................ 338
12.3
Non-Parametric Rules
........................ 341
12.4
Neural Networks
.......................... 342
12.5
Support Vector Machines
...................... 344
12.6
Forensic Glass Example
...................... 346
12.7
Calibration Plots
.......................... 349
13
Survival Analysis
353
13.1
Estimators of Survivor Curves
................... 355
13.2
Parametric Models
......................... 359
13.3
Cox Proportional Hazards Model
.................. 365
13.4
Further Examples
..........................371
14
Time Series Analysis
387
14.1
Second-Order Summaries
......................389
14.2
ARMA
Models
...........................397
14.3
Seasonally
.............................403
14.4
Nottingham Temperature Data
...................406
14.5
Regression with Autocorrelated Errors
...............411
14.6
Models for Financial Series
.....................414
15
Spatial Statistics
419
15.1
Spatial Interpolation and Smoothing
................419
15.2
Kriging
...............................425
15.3
Point Process Analysis
.......................430
16
Optimization
435
16.1
Univariate Functions
........................435
16.2
Special-Purpose Optimization Functions
..............436
16.3
General Optimization
........................436
Appendices
A Implementation-Specific Details
447
A.I Using S-PLUS under Unix
/
Linux
.................447
A.2 Using S-PLUS under Windows
...................450
A.3 Using
R
under Unix
/
Linux
....................453
A.4 Using
R
under Windows
......................454
A.5 For Emacs Users
..........................455
В
The S-PLUS GUI
457
C Datasets,
Software and Libraries
461
C.I Our Software
............................461
C.2 Using Libraries
...........................462
References
465
Index
481
|
| any_adam_object | 1 |
| author | Venables, William N. |
| author_GND | (DE-588)124271413 |
| author_facet | Venables, William N. |
| author_role | aut |
| author_sort | Venables, William N. |
| author_variant | w n v wn wnv |
| building | Verbundindex |
| bvnumber | BV014420582 |
| callnumber-first | Q - Science |
| callnumber-label | QA276 |
| callnumber-raw | QA276.4 |
| callnumber-search | QA276.4 |
| callnumber-sort | QA 3276.4 |
| callnumber-subject | QA - Mathematics |
| classification_rvk | CM 4400 MR 2200 SK 850 ST 250 ST 320 ST 600 ST 601 |
| ctrlnum | (OCoLC)248474156 (DE-599)BVBBV014420582 |
| dewey-full | 005.369 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 005 - Computer programming, programs, data, security |
| dewey-raw | 005.369 |
| dewey-search | 005.369 |
| dewey-sort | 15.369 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik Soziologie Psychologie Mathematik |
| edition | 4. ed. |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>02433nam a2200613zc 4500</leader><controlfield tag="001">BV014420582</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20150203 </controlfield><controlfield tag="007">t|</controlfield><controlfield tag="008">020603s2002 xxud||| |||| 00||| eng d</controlfield><datafield tag="016" ind1="7" ind2=" "><subfield code="a">965451151</subfield><subfield code="2">DE-101</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9780387954578</subfield><subfield code="9">978-0-387-95457-8</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">0387954570</subfield><subfield code="9">0-387-95457-0</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)248474156</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV014420582</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">aacr</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="044" ind1=" " ind2=" "><subfield code="a">xxu</subfield><subfield code="c">US</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-20</subfield><subfield code="a">DE-945</subfield><subfield code="a">DE-703</subfield><subfield code="a">DE-91G</subfield><subfield code="a">DE-19</subfield><subfield code="a">DE-29T</subfield><subfield code="a">DE-739</subfield><subfield code="a">DE-83</subfield><subfield code="a">DE-11</subfield><subfield code="a">DE-578</subfield><subfield code="a">DE-706</subfield><subfield code="a">DE-473</subfield><subfield code="a">DE-M347</subfield></datafield><datafield tag="050" ind1=" " ind2="0"><subfield code="a">QA276.4</subfield></datafield><datafield tag="082" ind1="0" ind2=" "><subfield code="a">005.369</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">CM 4400</subfield><subfield code="0">(DE-625)18955:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">MR 2200</subfield><subfield code="0">(DE-625)123489:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">SK 850</subfield><subfield code="0">(DE-625)143263:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 250</subfield><subfield code="0">(DE-625)143626:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 320</subfield><subfield code="0">(DE-625)143657:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 600</subfield><subfield code="0">(DE-625)143681:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 601</subfield><subfield code="0">(DE-625)143682:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Venables, William N.</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Modern applied statistics with S</subfield><subfield code="c">W. N. Venables ; B. D. Ripley</subfield></datafield><datafield tag="250" ind1=" " ind2=" "><subfield code="a">4. ed.</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">New York, NY</subfield><subfield code="b">Springer</subfield><subfield code="c">2002</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">XI, 495 S.</subfield><subfield code="b">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="0" ind2=" "><subfield code="a">Statistics and computing</subfield></datafield><datafield tag="500" ind1=" " ind2=" "><subfield code="a">Früher u.d.T.: Venables, William N.: Modern applied statistics with S-Plus</subfield></datafield><datafield tag="520" ind1="3" ind2=" "><subfield code="a">Data analysis, computing.</subfield></datafield><datafield tag="630" ind1="0" ind2="4"><subfield code="a">S (Computer system)</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Statistik - S <Programmiersprache></subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Datenverarbeitung</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Statistik</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Mathematical statistics</subfield><subfield code="x">Data processing</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Statistics</subfield><subfield code="x">Data processing</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Statistik</subfield><subfield code="0">(DE-588)4056995-0</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">S</subfield><subfield code="g">Programmiersprache</subfield><subfield code="0">(DE-588)4234472-4</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">S</subfield><subfield code="g">Programmiersprache</subfield><subfield code="0">(DE-588)4234472-4</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><subfield code="a">Statistik</subfield><subfield code="0">(DE-588)4056995-0</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Ripley, Brian D.</subfield><subfield code="d">1952-</subfield><subfield code="e">Sonstige</subfield><subfield code="0">(DE-588)124271413</subfield><subfield code="4">oth</subfield></datafield><datafield tag="780" ind1="0" ind2="0"><subfield code="i">Bis 3. Auflage</subfield><subfield code="a">Venables, William N.</subfield><subfield code="t">Modern applied statistics with S-PLUS</subfield><subfield code="w">(DE-604)BV012766743</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Passau</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=009858652&sequence=000002&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:BVB01-009858652</subfield></datafield></record></collection> |
| id | DE-604.BV014420582 |
| illustrated | Illustrated |
| indexdate | 2024-12-20T11:04:01Z |
| institution | BVB |
| isbn | 9780387954578 0387954570 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-009858652 |
| oclc_num | 248474156 |
| open_access_boolean | |
| owner | DE-20 DE-945 DE-703 DE-91G DE-BY-TUM DE-19 DE-BY-UBM DE-29T DE-739 DE-83 DE-11 DE-578 DE-706 DE-473 DE-BY-UBG DE-M347 |
| owner_facet | DE-20 DE-945 DE-703 DE-91G DE-BY-TUM DE-19 DE-BY-UBM DE-29T DE-739 DE-83 DE-11 DE-578 DE-706 DE-473 DE-BY-UBG DE-M347 |
| physical | XI, 495 S. graph. Darst. |
| publishDate | 2002 |
| publishDateSearch | 2002 |
| publishDateSort | 2002 |
| publisher | Springer |
| record_format | marc |
| series2 | Statistics and computing |
| spellingShingle | Venables, William N. Modern applied statistics with S S (Computer system) Statistik - S <Programmiersprache> Datenverarbeitung Statistik Mathematical statistics Data processing Statistics Data processing Statistik (DE-588)4056995-0 gnd S Programmiersprache (DE-588)4234472-4 gnd |
| subject_GND | (DE-588)4056995-0 (DE-588)4234472-4 |
| title | Modern applied statistics with S |
| title_auth | Modern applied statistics with S |
| title_exact_search | Modern applied statistics with S |
| title_full | Modern applied statistics with S W. N. Venables ; B. D. Ripley |
| title_fullStr | Modern applied statistics with S W. N. Venables ; B. D. Ripley |
| title_full_unstemmed | Modern applied statistics with S W. N. Venables ; B. D. Ripley |
| title_old | Venables, William N. Modern applied statistics with S-PLUS |
| title_short | Modern applied statistics with S |
| title_sort | modern applied statistics with s |
| topic | S (Computer system) Statistik - S <Programmiersprache> Datenverarbeitung Statistik Mathematical statistics Data processing Statistics Data processing Statistik (DE-588)4056995-0 gnd S Programmiersprache (DE-588)4234472-4 gnd |
| topic_facet | S (Computer system) Statistik - S <Programmiersprache> Datenverarbeitung Statistik Mathematical statistics Data processing Statistics Data processing S Programmiersprache |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009858652&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT venableswilliamn modernappliedstatisticswiths AT ripleybriand modernappliedstatisticswiths |
Inhaltsverzeichnis
Paper/Kapitel scannen lassen
Paper/Kapitel scannen lassen
Teilbibliothek Mathematik & Informatik
| Signatur: |
0102 MAT 620 2001 A 34190 Lageplan |
|---|---|
| Exemplar 1 | Ausleihbar Am Standort |
| Exemplar 2 | Ausleihbar Am Standort |