Machine learning: a Bayesian and optimization perspective
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Amsterdam
Elsevier Academic Press
2015
|
| Schlagworte: | |
| Online-Zugang: | FAW01 FHN01 FLA01 FUBA1 FWS01 FWS02 UBY01 UER01 Volltext |
| Beschreibung: | Includes bibliographical references and index "This tutorial text gives a unifying perspective on machine learning by covering both probabilistic and deterministic approaches--which are based on optimization techniques--together with the Bayesian inference approach, whose essence lies in the use of a hierarchy of probabilistic models"--Publisher's website |
| Beschreibung: | 1 Online-Ressource (xxi, 1050 pages) Illustrationen, Diagramme |
| ISBN: | 9780128017227 0128017228 |
Internformat
MARC
| LEADER | 00000nmm a2200000zc 4500 | ||
|---|---|---|---|
| 001 | BV042527205 | ||
| 003 | DE-604 | ||
| 005 | 20230509 | ||
| 007 | cr|uuu---uuuuu | ||
| 008 | 150427s2015 |||| o||u| ||||||eng d | ||
| 020 | |a 9780128017227 |c online |9 978-0-12-801722-7 | ||
| 020 | |a 0128017228 |9 0-12-801722-8 | ||
| 035 | |a (ZDB-33-ESD)ocn907475626 | ||
| 035 | |a (OCoLC)907475626 | ||
| 035 | |a (DE-599)BVBBV042527205 | ||
| 040 | |a DE-604 |b ger |e aacr | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-706 |a DE-1046 |a DE-188 |a DE-83 |a DE-29 |a DE-862 |a DE-863 | ||
| 082 | 0 | |a 006.3/1 |2 23 | |
| 084 | |a ST 300 |0 (DE-625)143650: |2 rvk | ||
| 084 | |a ST 302 |0 (DE-625)143652: |2 rvk | ||
| 100 | 1 | |a Theodoridis, Sergios |d 1951- |e Verfasser |0 (DE-588)12164135X |4 aut | |
| 245 | 1 | 0 | |a Machine learning |b a Bayesian and optimization perspective |c Sergios Theodoridis |
| 264 | 1 | |a Amsterdam |b Elsevier Academic Press |c 2015 | |
| 300 | |a 1 Online-Ressource (xxi, 1050 pages) |b Illustrationen, Diagramme | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b c |2 rdamedia | ||
| 338 | |b cr |2 rdacarrier | ||
| 500 | |a Includes bibliographical references and index | ||
| 500 | |a "This tutorial text gives a unifying perspective on machine learning by covering both probabilistic and deterministic approaches--which are based on optimization techniques--together with the Bayesian inference approach, whose essence lies in the use of a hierarchy of probabilistic models"--Publisher's website | ||
| 650 | 4 | |a Machine learning | |
| 650 | 4 | |a Bayesian statistical decision theory | |
| 650 | 4 | |a Mathematical optimization | |
| 650 | 0 | 7 | |a Maschinelles Lernen |0 (DE-588)4193754-5 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Bayes-Verfahren |0 (DE-588)4204326-8 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Optimierung |0 (DE-588)4043664-0 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Maschinelles Lernen |0 (DE-588)4193754-5 |D s |
| 689 | 0 | 1 | |a Bayes-Verfahren |0 (DE-588)4204326-8 |D s |
| 689 | 0 | 2 | |a Optimierung |0 (DE-588)4043664-0 |D s |
| 689 | 0 | |5 DE-604 | |
| 776 | 0 | 8 | |i Erscheint auch als |n Druck-Ausgabe |z 978-0-12-801522-3 |
| 856 | 4 | 0 | |u http://www.sciencedirect.com/science/book/9780128015223 |x Verlag |z URL des Erstveröffentlichers |3 Volltext |
| 912 | |a ZDB-33-ESD |a ZDB-30-PQE |a ZDB-38-EBR |a ZDB-32-STB |a ebook |a ZDB-33-EBS | ||
| 940 | 1 | |q UBY_PDA_ESDENG_Kauf | |
| 940 | 1 | |q FLA_PDA_ESD | |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-027961511 | ||
| 966 | e | |u http://www.sciencedirect.com/science/book/9780128015223 |l FAW01 |p ZDB-33-ESD |q FAW_PDA_ESD_Kauf |x Verlag |3 Volltext | |
| 966 | e | |u http://site.ebrary.com/lib/nuernberg/docDetail.action?docID=11040166 |l FHN01 |p ZDB-38-EBR |q FHN_EBR_Kauf |x Aggregator |3 Volltext | |
| 966 | e | |u http://www.sciencedirect.com/science/book/9780128015223 |l FLA01 |p ZDB-33-ESD |q FLA_PDA_ESD |x Verlag |3 Volltext | |
| 966 | e | |u http://www.sciencedirect.com/science/book/9780128015223 |l FUBA1 |p ZDB-33-ESD |x Verlag |3 Volltext | |
| 966 | e | |u https://ebookcentral.proquest.com/lib/fhws/detail.action?docID=2007481 |l FWS01 |p ZDB-30-PQE |x Aggregator |3 Volltext | |
| 966 | e | |u https://ebookcentral.proquest.com/lib/fhws/detail.action?docID=2007481 |l FWS02 |p ZDB-30-PQE |x Aggregator |3 Volltext | |
| 966 | e | |u http://www.sciencedirect.com/science/book/9780128015223 |l UBY01 |p ZDB-33-ESD |x Verlag |3 Volltext | |
| 966 | e | |u http://www.sciencedirect.com/science/book/9780128015223 |l UER01 |p ZDB-33-EBS |q UER_PDA_EBS_Kauf |x Verlag |3 Volltext | |
Datensatz im Suchindex
| DE-BY-FWS_katkey | 857518 |
|---|---|
| _version_ | 1806193340340764672 |
| any_adam_object | |
| author | Theodoridis, Sergios 1951- |
| author_GND | (DE-588)12164135X |
| author_facet | Theodoridis, Sergios 1951- |
| author_role | aut |
| author_sort | Theodoridis, Sergios 1951- |
| author_variant | s t st |
| building | Verbundindex |
| bvnumber | BV042527205 |
| classification_rvk | ST 300 ST 302 |
| collection | ZDB-33-ESD ZDB-30-PQE ZDB-38-EBR ZDB-32-STB ebook ZDB-33-EBS |
| ctrlnum | (ZDB-33-ESD)ocn907475626 (OCoLC)907475626 (DE-599)BVBBV042527205 |
| dewey-full | 006.3/1 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.3/1 |
| dewey-search | 006.3/1 |
| dewey-sort | 16.3 11 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| format | Electronic eBook |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>03314nmm a2200613zc 4500</leader><controlfield tag="001">BV042527205</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20230509 </controlfield><controlfield tag="007">cr|uuu---uuuuu</controlfield><controlfield tag="008">150427s2015 |||| o||u| ||||||eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9780128017227</subfield><subfield code="c">online</subfield><subfield code="9">978-0-12-801722-7</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">0128017228</subfield><subfield code="9">0-12-801722-8</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(ZDB-33-ESD)ocn907475626</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)907475626</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV042527205</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="049" ind1=" " ind2=" "><subfield code="a">DE-706</subfield><subfield code="a">DE-1046</subfield><subfield code="a">DE-188</subfield><subfield code="a">DE-83</subfield><subfield code="a">DE-29</subfield><subfield code="a">DE-862</subfield><subfield code="a">DE-863</subfield></datafield><datafield tag="082" ind1="0" ind2=" "><subfield code="a">006.3/1</subfield><subfield code="2">23</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 300</subfield><subfield code="0">(DE-625)143650:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 302</subfield><subfield code="0">(DE-625)143652:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Theodoridis, Sergios</subfield><subfield code="d">1951-</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)12164135X</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Machine learning</subfield><subfield code="b">a Bayesian and optimization perspective</subfield><subfield code="c">Sergios Theodoridis</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Amsterdam</subfield><subfield code="b">Elsevier Academic Press</subfield><subfield code="c">2015</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">1 Online-Ressource (xxi, 1050 pages)</subfield><subfield code="b">Illustrationen, 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">c</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">cr</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="500" ind1=" " ind2=" "><subfield code="a">Includes bibliographical references and index</subfield></datafield><datafield tag="500" ind1=" " ind2=" "><subfield code="a">"This tutorial text gives a unifying perspective on machine learning by covering both probabilistic and deterministic approaches--which are based on optimization techniques--together with the Bayesian inference approach, whose essence lies in the use of a hierarchy of probabilistic models"--Publisher's website</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Machine learning</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Bayesian statistical decision theory</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Mathematical optimization</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Maschinelles Lernen</subfield><subfield code="0">(DE-588)4193754-5</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Bayes-Verfahren</subfield><subfield code="0">(DE-588)4204326-8</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Optimierung</subfield><subfield code="0">(DE-588)4043664-0</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Maschinelles Lernen</subfield><subfield code="0">(DE-588)4193754-5</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><subfield code="a">Bayes-Verfahren</subfield><subfield code="0">(DE-588)4204326-8</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="2"><subfield code="a">Optimierung</subfield><subfield code="0">(DE-588)4043664-0</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="776" ind1="0" ind2="8"><subfield code="i">Erscheint auch als</subfield><subfield code="n">Druck-Ausgabe</subfield><subfield code="z">978-0-12-801522-3</subfield></datafield><datafield tag="856" ind1="4" ind2="0"><subfield code="u">http://www.sciencedirect.com/science/book/9780128015223</subfield><subfield code="x">Verlag</subfield><subfield code="z">URL des Erstveröffentlichers</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">ZDB-33-ESD</subfield><subfield code="a">ZDB-30-PQE</subfield><subfield code="a">ZDB-38-EBR</subfield><subfield code="a">ZDB-32-STB</subfield><subfield code="a">ebook</subfield><subfield code="a">ZDB-33-EBS</subfield></datafield><datafield tag="940" ind1="1" ind2=" "><subfield code="q">UBY_PDA_ESDENG_Kauf</subfield></datafield><datafield tag="940" ind1="1" ind2=" "><subfield code="q">FLA_PDA_ESD</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-027961511</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">http://www.sciencedirect.com/science/book/9780128015223</subfield><subfield code="l">FAW01</subfield><subfield code="p">ZDB-33-ESD</subfield><subfield code="q">FAW_PDA_ESD_Kauf</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">http://site.ebrary.com/lib/nuernberg/docDetail.action?docID=11040166</subfield><subfield code="l">FHN01</subfield><subfield code="p">ZDB-38-EBR</subfield><subfield code="q">FHN_EBR_Kauf</subfield><subfield code="x">Aggregator</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">http://www.sciencedirect.com/science/book/9780128015223</subfield><subfield code="l">FLA01</subfield><subfield code="p">ZDB-33-ESD</subfield><subfield code="q">FLA_PDA_ESD</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">http://www.sciencedirect.com/science/book/9780128015223</subfield><subfield code="l">FUBA1</subfield><subfield code="p">ZDB-33-ESD</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://ebookcentral.proquest.com/lib/fhws/detail.action?docID=2007481</subfield><subfield code="l">FWS01</subfield><subfield code="p">ZDB-30-PQE</subfield><subfield code="x">Aggregator</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://ebookcentral.proquest.com/lib/fhws/detail.action?docID=2007481</subfield><subfield code="l">FWS02</subfield><subfield code="p">ZDB-30-PQE</subfield><subfield code="x">Aggregator</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">http://www.sciencedirect.com/science/book/9780128015223</subfield><subfield code="l">UBY01</subfield><subfield code="p">ZDB-33-ESD</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">http://www.sciencedirect.com/science/book/9780128015223</subfield><subfield code="l">UER01</subfield><subfield code="p">ZDB-33-EBS</subfield><subfield code="q">UER_PDA_EBS_Kauf</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield></record></collection> |
| id | DE-604.BV042527205 |
| illustrated | Not Illustrated |
| indexdate | 2024-08-01T15:49:55Z |
| institution | BVB |
| isbn | 9780128017227 0128017228 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-027961511 |
| oclc_num | 907475626 |
| open_access_boolean | |
| owner | DE-706 DE-1046 DE-188 DE-83 DE-29 DE-862 DE-BY-FWS DE-863 DE-BY-FWS |
| owner_facet | DE-706 DE-1046 DE-188 DE-83 DE-29 DE-862 DE-BY-FWS DE-863 DE-BY-FWS |
| physical | 1 Online-Ressource (xxi, 1050 pages) Illustrationen, Diagramme |
| psigel | ZDB-33-ESD ZDB-30-PQE ZDB-38-EBR ZDB-32-STB ebook ZDB-33-EBS UBY_PDA_ESDENG_Kauf FLA_PDA_ESD ZDB-33-ESD FAW_PDA_ESD_Kauf ZDB-38-EBR FHN_EBR_Kauf ZDB-33-ESD FLA_PDA_ESD ZDB-33-EBS UER_PDA_EBS_Kauf |
| publishDate | 2015 |
| publishDateSearch | 2015 |
| publishDateSort | 2015 |
| publisher | Elsevier Academic Press |
| record_format | marc |
| spellingShingle | Theodoridis, Sergios 1951- Machine learning a Bayesian and optimization perspective Machine learning Bayesian statistical decision theory Mathematical optimization Maschinelles Lernen (DE-588)4193754-5 gnd Bayes-Verfahren (DE-588)4204326-8 gnd Optimierung (DE-588)4043664-0 gnd |
| subject_GND | (DE-588)4193754-5 (DE-588)4204326-8 (DE-588)4043664-0 |
| title | Machine learning a Bayesian and optimization perspective |
| title_auth | Machine learning a Bayesian and optimization perspective |
| title_exact_search | Machine learning a Bayesian and optimization perspective |
| title_full | Machine learning a Bayesian and optimization perspective Sergios Theodoridis |
| title_fullStr | Machine learning a Bayesian and optimization perspective Sergios Theodoridis |
| title_full_unstemmed | Machine learning a Bayesian and optimization perspective Sergios Theodoridis |
| title_short | Machine learning |
| title_sort | machine learning a bayesian and optimization perspective |
| title_sub | a Bayesian and optimization perspective |
| topic | Machine learning Bayesian statistical decision theory Mathematical optimization Maschinelles Lernen (DE-588)4193754-5 gnd Bayes-Verfahren (DE-588)4204326-8 gnd Optimierung (DE-588)4043664-0 gnd |
| topic_facet | Machine learning Bayesian statistical decision theory Mathematical optimization Maschinelles Lernen Bayes-Verfahren Optimierung |
| url | http://www.sciencedirect.com/science/book/9780128015223 |
| work_keys_str_mv | AT theodoridissergios machinelearningabayesianandoptimizationperspective |