An introduction to business analytics:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Amsterdam
MG books
[2019]
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | vi, 161 Seiten Illustrationen, Diagramme 24 cm |
| ISBN: | 9789082017939 |
Internformat
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
| 001 | BV046090644 | ||
| 003 | DE-604 | ||
| 005 | 20210518 | ||
| 007 | t | ||
| 008 | 190806s2019 a||| |||| 00||| eng d | ||
| 020 | |a 9789082017939 |9 978-90-820179-3-9 | ||
| 035 | |a (OCoLC)1125190750 | ||
| 035 | |a (DE-599)BVBBV046090644 | ||
| 040 | |a DE-604 |b ger |e rda | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-20 |a DE-739 |a DE-355 | ||
| 084 | |a QP 880 |0 (DE-625)141964: |2 rvk | ||
| 100 | 1 | |a Koole, Ger M. |e Verfasser |0 (DE-588)17161593X |4 aut | |
| 245 | 1 | 0 | |a An introduction to business analytics |c Ger Koole |
| 264 | 1 | |a Amsterdam |b MG books |c [2019] | |
| 300 | |a vi, 161 Seiten |b Illustrationen, Diagramme |c 24 cm | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 505 | 8 | |a Introduction -- Going on a tour with R -- Variability -- Machine learning -- Simulation -- Linear optimization -- Combinatorial optimization -- Simulation optimization --Dynamic programming and reinforcement learning -- Answers to exercises | |
| 650 | 7 | |a Análisis de datos |2 embucm | |
| 650 | 7 | |a Empresas / Toma de decisiones |2 embucm | |
| 650 | 7 | |a Matemáticas financieras |2 embucm | |
| 650 | 7 | |a Data analytics |2 embucm | |
| 650 | 7 | |a Business mathematics |2 embucm | |
| 650 | 7 | |a Business enterprises / Decision making |2 embucm | |
| 650 | 0 | 7 | |a Betriebsanalyse |0 (DE-588)4006164-4 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Betriebsanalyse |0 (DE-588)4006164-4 |D s |
| 689 | 0 | |5 DE-604 | |
| 856 | 4 | 2 | |m Digitalisierung UB Regensburg - ADAM Catalogue Enrichment |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031471637&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-031471637 | ||
Datensatz im Suchindex
| _version_ | 1804180389462278144 |
|---|---|
| adam_text | Contents Preface і Contents v 1 Introduction 1.1 What is business analytics? .................................................. 1.2 Historical overview .............................................................. 1.3 Non-technical overview........................................................ 1.4 Tooling............................................................................. 1.5 Implementation..................................................................... 1.6 Additional reading................................................................ 1 1 5 7 10 14 14 2 Going on a Tour with R 2.1 Getting started.................................. 2.2 Learning R............................................................... 2.3 Libraries................................................................................ 2.4 Data structures .......................................... 2.5 Programming.................................... 2.6 Simulation and hypothesis testing........................................ 2.7 Clustering................................. 2.8 Regression and deep learning............................ 2.9 Classification....................................... 2.10 Optimization.................................................................. 2.11 Additional reading......................... 17 17 19 20 20 21 22 24 25 26 28 29 3 Variability 3.1 Summarizing data.................................................. 3.2 Probability theory and the binomial distribution............. .. . 3.3 Other distributions and the central limit theorem .................. 31 32 34 41
iii
iv Koole — Business Analytics 3.4 Parameter estimation.............................................................. 49 3.5 Additional reading.............................................................. . 53 4 Machine Learning 4.1 Data preparation................................................................... 4.2 Clustering.............................................................................. 4.3 Linear regression................................................................... 4.4 Nonlinear prediction.............................................................. 4.5 Forecasting.............................................................................. 4.6 Classification·........................................................................... 4.7 Additional reading................................................................ 55 56 57 59 64 69 72 76 5 Simulation 5.1 Monte Carlo simulation . .. ................................................... 5.2 Discrete-event simulation..................................................... 5.3 Additional reading................................................................ 77 77 80 84 6 Linear Optimization 85 6.1 Problem formulation.............................................................. 85 6.2 LO in Excel.............................................................................. 89 6.3 Example LO problems........................................................... 92 6.4 Integer problems................................................ 95 6.5 Example ILO problems .............
.............................................. 98 6.6 Modeling tools.......................................................................... 100 6.7 Modeling tricks........................................................ ’.............. 101 6.8 Additional reading.................... 106 7 Combinatorial Optimization 107 7.1 The shortest path problem........................................................107 7.2 The maximum flow problem .. ............................ Ill 7.3 The traveling salesman problem .......................... .112 7.4 Complexity................................................................................ 114 7.5 Additional reading.................................................................. 116 8 Simulation Optimization 117 8.1 Introduction............................................................................. 118 8.2 Comparing scenarios................................................................ 119 8.3 Ranking and selection............................................................. 119 8.4 Local search..................................................................... 121
Contents v 8.5 Additional reading......................................................................... 122 9 Dynamic Programming and Reinforcement Learning 123 9.1 Dynamic programming ................................................................. 124 9.2 Stochastic Dynamic Programming............................................... 126 9.3 Approximate Dynamic Programming......................................... 129 9.4 Models with partial information .................................................. 130 9.5 Reinforcement Learning................................................................. 132 9.6 Additional reading......................................................................... 135 10 Answers to Exercises 137 Bibliography 153 Index 157
|
| any_adam_object | 1 |
| author | Koole, Ger M. |
| author_GND | (DE-588)17161593X |
| author_facet | Koole, Ger M. |
| author_role | aut |
| author_sort | Koole, Ger M. |
| author_variant | g m k gm gmk |
| building | Verbundindex |
| bvnumber | BV046090644 |
| classification_rvk | QP 880 |
| contents | Introduction -- Going on a tour with R -- Variability -- Machine learning -- Simulation -- Linear optimization -- Combinatorial optimization -- Simulation optimization --Dynamic programming and reinforcement learning -- Answers to exercises |
| ctrlnum | (OCoLC)1125190750 (DE-599)BVBBV046090644 |
| discipline | Wirtschaftswissenschaften |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>01787nam a2200397 c 4500</leader><controlfield tag="001">BV046090644</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20210518 </controlfield><controlfield tag="007">t</controlfield><controlfield tag="008">190806s2019 a||| |||| 00||| eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9789082017939</subfield><subfield code="9">978-90-820179-3-9</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)1125190750</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV046090644</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-20</subfield><subfield code="a">DE-739</subfield><subfield code="a">DE-355</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">QP 880</subfield><subfield code="0">(DE-625)141964:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Koole, Ger M.</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)17161593X</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">An introduction to business analytics</subfield><subfield code="c">Ger Koole</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Amsterdam</subfield><subfield code="b">MG books</subfield><subfield code="c">[2019]</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">vi, 161 Seiten</subfield><subfield code="b">Illustrationen, Diagramme</subfield><subfield code="c">24 cm</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="505" ind1="8" ind2=" "><subfield code="a">Introduction -- Going on a tour with R -- Variability -- Machine learning -- Simulation -- Linear optimization -- Combinatorial optimization -- Simulation optimization --Dynamic programming and reinforcement learning -- Answers to exercises</subfield></datafield><datafield tag="650" ind1=" " ind2="7"><subfield code="a">Análisis de datos</subfield><subfield code="2">embucm</subfield></datafield><datafield tag="650" ind1=" " ind2="7"><subfield code="a">Empresas / Toma de decisiones</subfield><subfield code="2">embucm</subfield></datafield><datafield tag="650" ind1=" " ind2="7"><subfield code="a">Matemáticas financieras</subfield><subfield code="2">embucm</subfield></datafield><datafield tag="650" ind1=" " ind2="7"><subfield code="a">Data analytics</subfield><subfield code="2">embucm</subfield></datafield><datafield tag="650" ind1=" " ind2="7"><subfield code="a">Business mathematics</subfield><subfield code="2">embucm</subfield></datafield><datafield tag="650" ind1=" " ind2="7"><subfield code="a">Business enterprises / Decision making</subfield><subfield code="2">embucm</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Betriebsanalyse</subfield><subfield code="0">(DE-588)4006164-4</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Betriebsanalyse</subfield><subfield code="0">(DE-588)4006164-4</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Regensburg - 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=031471637&sequence=000001&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:BVB01-031471637</subfield></datafield></record></collection> |
| id | DE-604.BV046090644 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T08:34:59Z |
| institution | BVB |
| isbn | 9789082017939 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-031471637 |
| oclc_num | 1125190750 |
| open_access_boolean | |
| owner | DE-20 DE-739 DE-355 DE-BY-UBR |
| owner_facet | DE-20 DE-739 DE-355 DE-BY-UBR |
| physical | vi, 161 Seiten Illustrationen, Diagramme 24 cm |
| publishDate | 2019 |
| publishDateSearch | 2019 |
| publishDateSort | 2019 |
| publisher | MG books |
| record_format | marc |
| spelling | Koole, Ger M. Verfasser (DE-588)17161593X aut An introduction to business analytics Ger Koole Amsterdam MG books [2019] vi, 161 Seiten Illustrationen, Diagramme 24 cm txt rdacontent n rdamedia nc rdacarrier Introduction -- Going on a tour with R -- Variability -- Machine learning -- Simulation -- Linear optimization -- Combinatorial optimization -- Simulation optimization --Dynamic programming and reinforcement learning -- Answers to exercises Análisis de datos embucm Empresas / Toma de decisiones embucm Matemáticas financieras embucm Data analytics embucm Business mathematics embucm Business enterprises / Decision making embucm Betriebsanalyse (DE-588)4006164-4 gnd rswk-swf Betriebsanalyse (DE-588)4006164-4 s DE-604 Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031471637&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Koole, Ger M. An introduction to business analytics Introduction -- Going on a tour with R -- Variability -- Machine learning -- Simulation -- Linear optimization -- Combinatorial optimization -- Simulation optimization --Dynamic programming and reinforcement learning -- Answers to exercises Análisis de datos embucm Empresas / Toma de decisiones embucm Matemáticas financieras embucm Data analytics embucm Business mathematics embucm Business enterprises / Decision making embucm Betriebsanalyse (DE-588)4006164-4 gnd |
| subject_GND | (DE-588)4006164-4 |
| title | An introduction to business analytics |
| title_auth | An introduction to business analytics |
| title_exact_search | An introduction to business analytics |
| title_full | An introduction to business analytics Ger Koole |
| title_fullStr | An introduction to business analytics Ger Koole |
| title_full_unstemmed | An introduction to business analytics Ger Koole |
| title_short | An introduction to business analytics |
| title_sort | an introduction to business analytics |
| topic | Análisis de datos embucm Empresas / Toma de decisiones embucm Matemáticas financieras embucm Data analytics embucm Business mathematics embucm Business enterprises / Decision making embucm Betriebsanalyse (DE-588)4006164-4 gnd |
| topic_facet | Análisis de datos Empresas / Toma de decisiones Matemáticas financieras Data analytics Business mathematics Business enterprises / Decision making Betriebsanalyse |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031471637&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT koolegerm anintroductiontobusinessanalytics |