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Modern optimization with R:

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Bibliographic Details
Main Author:	Cortez, Paulo (Author)
Format:	Book
Language:	English
Published:	Cham Springer [2014]
Series:	Use R!
Subjects:	R > Programm Optimierung
Links:	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027496059&sequence=000004&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
Physical Description:	xiii, 174 Seiten Illustrationen, Diagramme
ISBN:	9783319082622

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Record in the Search Index

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adam_text	Contents 1 Introduction................... 1.1 Motivation,................. 1.2 Why R?............... 1.3 Representation of a Solution 1.4 Evaluation Function....... 1.5 Constraints............... 1.6 Optimization Methods ... — 1.7 Demonstrative Problems____ 1 1 2 3 3 4 5 7 2 R Basics.......................................................... 11 2.1 Introduction............................................... 11 2.2 Basic Objects and Functions................................ 13 2.3 Controlling Execution and Writing Functions ............... 20 2.4 Importing and Exporting Data.............................. 24 2.5 Additional Features....................................... 26 2.6 Command Summary ........................................... 27 2.7 Exercises.................................................. 29 3 Blind Search....................................................... 31 3.1 Introduction.............................................. 31 3.2 Full Blind Search............................................ 32 3.3 Grid Search................................................ 36 3.4 Monte Carlo Search........................................ 40 3.5 Command Summary.............................................. 42 3.6 Exercises.................................................. 43 4 Local Search..................................................... 45 4.1 Introduction........................................... 45 4.2 Hill Climbing.............................................. 45 4.3 Simulated Annealing........................................ 50 4.4 Tabu Search................................................ 53 4.5 Comparison of Local Search Methods......................... 57 IX x Contents 4.6 Command Summary............................................... 60 4.7 Exercises..................................................... 61 5 Population Based Search.............................................. 63 5.1 Introduction.................................................. 63 5.2 Genetic and Evolutionary Algorithms......................... 64 5.3 Differential Evolution...................................... 70 5.4 Particle Swarm Optimization ..............................- * 73 5.5 Estimation of Distribution Algorithm ......................... 78 5.6 Comparison of Population Based Methods.................... 84 5.7 Bag Prices with Constraint.................................... 88 5.8 Genetic Programming......................................... 91 5.9 Command Summary............................................... 97 5.10 Exercises..................................................... 98 6 Multi-Objective Optimization......................................... 99 6.1 Introduction.................................................. 99 6.2 Multi-Objective Demonstrative Problems........................ 99 6.3 Weighted-Formula Approach.................................... 101 6.4 Lexicographic Approach....................................... 104 6.5 Pareto Approach.............................................. 110 6.6 Command Summary.............................................. 116 6.7 Exercises.................................................... 117 7 Applications ..................................................... 119 7.1 Introduction................................................. 119 7.2 Traveling Salesman Problem................................... 119 7.3 Time Series Forecasting....................,,............... 133 7.4 Wine Quality Classification ...* * ...................... 138 7.5 Command Summary........................................ 145 7.6 Exercises ........................................... 146 References.............................,........................... — . 149 Solutions...........................................................-. 153 Index.............................................................. — . 171
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physical	xiii, 174 Seiten Illustrationen, Diagramme
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publisher	Springer
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series2	Use R!
spellingShingle	Cortez, Paulo Modern optimization with R R Programm (DE-588)4705956-4 gnd Optimierung (DE-588)4043664-0 gnd
subject_GND	(DE-588)4705956-4 (DE-588)4043664-0
title	Modern optimization with R
title_auth	Modern optimization with R
title_exact_search	Modern optimization with R
title_full	Modern optimization with R Paulo Cortez
title_fullStr	Modern optimization with R Paulo Cortez
title_full_unstemmed	Modern optimization with R Paulo Cortez
title_short	Modern optimization with R
title_sort	modern optimization with r
topic	R Programm (DE-588)4705956-4 gnd Optimierung (DE-588)4043664-0 gnd
topic_facet	R Programm Optimierung
url	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027496059&sequence=000004&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
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