Handbook of big Data:
Gespeichert in:
| Weitere Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Boca Raton ; London ; New York
CRC Press, Taylor & Francis Group
[2016]
|
| Schriftenreihe: | Chapman & Hall/CRC Handbooks of modern statistical methods
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XVI, 464 Seiten Diagramme |
| ISBN: | 9781482249071 |
Internformat
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
| 001 | BV043314919 | ||
| 003 | DE-604 | ||
| 005 | 20161122 | ||
| 007 | t | ||
| 008 | 160126s2016 |||| |||| 00||| eng d | ||
| 020 | |a 9781482249071 |9 978-1-4822-4907-1 | ||
| 035 | |a (OCoLC)940938866 | ||
| 035 | |a (DE-599)BVBBV043314919 | ||
| 040 | |a DE-604 |b ger |e rda | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-521 |a DE-739 |a DE-29T |a DE-945 |a DE-384 |a DE-19 | ||
| 084 | |a QH 500 |0 (DE-625)141607: |2 rvk | ||
| 084 | |a SK 850 |0 (DE-625)143263: |2 rvk | ||
| 245 | 1 | 0 | |a Handbook of big Data |c edited by Peter Bühlmann, Petros Drineas, Michael Kane, Mark van der Laan |
| 264 | 1 | |a Boca Raton ; London ; New York |b CRC Press, Taylor & Francis Group |c [2016] | |
| 300 | |a XVI, 464 Seiten |b Diagramme | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Chapman & Hall/CRC Handbooks of modern statistical methods | |
| 650 | 0 | 7 | |a Big Data |0 (DE-588)4802620-7 |2 gnd |9 rswk-swf |
| 655 | 7 | |0 (DE-588)4143413-4 |a Aufsatzsammlung |2 gnd-content | |
| 689 | 0 | 0 | |a Big Data |0 (DE-588)4802620-7 |D s |
| 689 | 0 | |5 DE-604 | |
| 700 | 1 | |a Bühlmann, Peter |d 1965- |0 (DE-588)171745132 |4 edt | |
| 700 | 1 | |a Drineas, Petros |e Sonstige |0 (DE-588)1090939507 |4 oth | |
| 700 | 1 | |a Kane, Michael |e Sonstige |4 oth | |
| 700 | 1 | |a Laan, Mark J. van der |d 1967- |e Sonstige |0 (DE-588)128946326 |4 oth | |
| 856 | 4 | 2 | |m Digitalisierung UB Passau - ADAM Catalogue Enrichment |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028735478&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-028735478 | ||
Datensatz im Suchindex
| _version_ | 1804175854111031296 |
|---|---|
| adam_text | Contents
Preface xi
Editors xiii
Contributors xv
I General Perspectives on Big Data 1
1 The Advent of Data Science: Some Considerations
on the Unreasonable Effectiveness of Data 3
Richard J.C.M. Starmans
2 Big-n versus Big-p in Big Data 21
Norman Matloff
II Data-Centric, Exploratory Methods 33
3 Divide and Recombine: Approach for Detailed Analysis
and Visualization of Large Complex Data 35
Ryan Hafen
4 Integrate Big Data for Better Operation, Control, and Protection
of Power Systems 47
Guang Lin
5 Interactive Visual Analysis of Big Data 61
Carlos Scheidegger
6 A Visualization Tool for Mining Large Correlation Tables:
The Association Navigator 73
Andreas Buja, Abba M. Krieger, and Edward L George
III Efficient Algorithms 103
7 High-Dimensional Computational Geometry 105
Alexandr Andoni
8 IRLBA: Fast Partial Singular Value Decomposition Method 125
James Baglama
9 Structural Properties Underlying High-Quality Randomized
Numerical Linear Algebra Algorithms 137
Michael W. Mahoney and Petros Drineas
vii
Contents
viii
10 Something for (Almost) Nothing: New Advances in
Sublinear-Time Algorithms 155
Ronitt Rubinfeld and Eric Blais
IV Graph Approaches 169
11 Networks 171
Elizabeth L. Ogburn and Alexander Volfovsky
12 Mining Large Graphs 191
David F. Gleich and Michael W. Mahoney
V Model Fitting and Regularization 221
13 Estimator and Model Selection Using Cross-Validation 223
Ivan Diaz
14 Stochastic Gradient Methods for Principled Estimation with
Large Datasets 241
Panos Toulis and Edoardo M. Airoldi
15 Learning Structured Distributions 267
Ilias Diakonikolas
16 Penalized Estimation in Complex Models 285
Jacob Bien and Daniela Witten
17 High-Dimensional Regression and Inference 305
Lukas Meier
VI Ensemble Methods 321
18 Divide and Recombine: Subsemble, Exploiting the Power
of Cross-Validation 323
Stephanie Sapp and Erin LeDell
19 Scalable Super Learning 339
Erin LeDell
VII Causal Inference 359
20 Tutorial for Causal Inference 361
Laura Balzer, Maya Petersen, and Mark van der Laan
21 A Review of Some Recent Advances in Causal Inference 387
Marloes H. Maathuis and Preetam Nandy
VIII Targeted Learning 409
22 Targeted Learning for Variable Importance 411
Sherri Rose
Contents ix
23 Online Estimation of the Average Treatment Effect 429
Sam Lendle
24 Mining with Inference: Data-Adaptive Target Parameters 439
Alan Hubbard and Mark van der Laan
Index 453
|
| any_adam_object | 1 |
| author2 | Bühlmann, Peter 1965- |
| author2_role | edt |
| author2_variant | p b pb |
| author_GND | (DE-588)171745132 (DE-588)1090939507 (DE-588)128946326 |
| author_facet | Bühlmann, Peter 1965- |
| building | Verbundindex |
| bvnumber | BV043314919 |
| classification_rvk | QH 500 SK 850 |
| ctrlnum | (OCoLC)940938866 (DE-599)BVBBV043314919 |
| discipline | Mathematik Wirtschaftswissenschaften |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>01684nam a2200385 c 4500</leader><controlfield tag="001">BV043314919</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20161122 </controlfield><controlfield tag="007">t</controlfield><controlfield tag="008">160126s2016 |||| |||| 00||| eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9781482249071</subfield><subfield code="9">978-1-4822-4907-1</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)940938866</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV043314919</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rda</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-521</subfield><subfield code="a">DE-739</subfield><subfield code="a">DE-29T</subfield><subfield code="a">DE-945</subfield><subfield code="a">DE-384</subfield><subfield code="a">DE-19</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">QH 500</subfield><subfield code="0">(DE-625)141607:</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="245" ind1="1" ind2="0"><subfield code="a">Handbook of big Data</subfield><subfield code="c">edited by Peter Bühlmann, Petros Drineas, Michael Kane, Mark van der Laan</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Boca Raton ; London ; New York</subfield><subfield code="b">CRC Press, Taylor & Francis Group</subfield><subfield code="c">[2016]</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">XVI, 464 Seiten</subfield><subfield code="b">Diagramme</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">Chapman & Hall/CRC Handbooks of modern statistical methods</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Big Data</subfield><subfield code="0">(DE-588)4802620-7</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="655" ind1=" " ind2="7"><subfield code="0">(DE-588)4143413-4</subfield><subfield code="a">Aufsatzsammlung</subfield><subfield code="2">gnd-content</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Big Data</subfield><subfield code="0">(DE-588)4802620-7</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">Bühlmann, Peter</subfield><subfield code="d">1965-</subfield><subfield code="0">(DE-588)171745132</subfield><subfield code="4">edt</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Drineas, Petros</subfield><subfield code="e">Sonstige</subfield><subfield code="0">(DE-588)1090939507</subfield><subfield code="4">oth</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Kane, Michael</subfield><subfield code="e">Sonstige</subfield><subfield code="4">oth</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Laan, Mark J. van der</subfield><subfield code="d">1967-</subfield><subfield code="e">Sonstige</subfield><subfield code="0">(DE-588)128946326</subfield><subfield code="4">oth</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Passau - ADAM Catalogue Enrichment</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=028735478&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-028735478</subfield></datafield></record></collection> |
| genre | (DE-588)4143413-4 Aufsatzsammlung gnd-content |
| genre_facet | Aufsatzsammlung |
| id | DE-604.BV043314919 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-10T07:22:54Z |
| institution | BVB |
| isbn | 9781482249071 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028735478 |
| oclc_num | 940938866 |
| open_access_boolean | |
| owner | DE-521 DE-739 DE-29T DE-945 DE-384 DE-19 DE-BY-UBM |
| owner_facet | DE-521 DE-739 DE-29T DE-945 DE-384 DE-19 DE-BY-UBM |
| physical | XVI, 464 Seiten Diagramme |
| publishDate | 2016 |
| publishDateSearch | 2016 |
| publishDateSort | 2016 |
| publisher | CRC Press, Taylor & Francis Group |
| record_format | marc |
| series2 | Chapman & Hall/CRC Handbooks of modern statistical methods |
| spelling | Handbook of big Data edited by Peter Bühlmann, Petros Drineas, Michael Kane, Mark van der Laan Boca Raton ; London ; New York CRC Press, Taylor & Francis Group [2016] XVI, 464 Seiten Diagramme txt rdacontent n rdamedia nc rdacarrier Chapman & Hall/CRC Handbooks of modern statistical methods Big Data (DE-588)4802620-7 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Big Data (DE-588)4802620-7 s DE-604 Bühlmann, Peter 1965- (DE-588)171745132 edt Drineas, Petros Sonstige (DE-588)1090939507 oth Kane, Michael Sonstige oth Laan, Mark J. van der 1967- Sonstige (DE-588)128946326 oth Digitalisierung UB Passau - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028735478&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Handbook of big Data Big Data (DE-588)4802620-7 gnd |
| subject_GND | (DE-588)4802620-7 (DE-588)4143413-4 |
| title | Handbook of big Data |
| title_auth | Handbook of big Data |
| title_exact_search | Handbook of big Data |
| title_full | Handbook of big Data edited by Peter Bühlmann, Petros Drineas, Michael Kane, Mark van der Laan |
| title_fullStr | Handbook of big Data edited by Peter Bühlmann, Petros Drineas, Michael Kane, Mark van der Laan |
| title_full_unstemmed | Handbook of big Data edited by Peter Bühlmann, Petros Drineas, Michael Kane, Mark van der Laan |
| title_short | Handbook of big Data |
| title_sort | handbook of big data |
| topic | Big Data (DE-588)4802620-7 gnd |
| topic_facet | Big Data Aufsatzsammlung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028735478&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT buhlmannpeter handbookofbigdata AT drineaspetros handbookofbigdata AT kanemichael handbookofbigdata AT laanmarkjvander handbookofbigdata |