| 000 | 02299nam a22003375i 4500 | ||
|---|---|---|---|
| 001 | 91987 | ||
| 005 | 20231128103824.0 | ||
| 010 |
_a978-3-030-72819-9 _dcompra |
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| 090 | _a91987 | ||
| 100 | _a20231023d2021 k||y0pory50 ba | ||
| 101 | _aeng | ||
| 102 | _aCH | ||
| 200 |
_aModern optimization with R _bDocumento eletrónico _fby Paulo Cortez |
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| 205 | _a2nd ed. | ||
| 210 |
_aCham _cSpringer _d2021 |
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| 215 |
_aXVII, 254 p. _cil. |
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| 225 | _aUse R! | ||
| 303 | _aThe goal of this book is to gather in a single document the most relevant concepts related to modern optimization methods, showing how such concepts and methods can be addressed using the open source, multi-platform R tool. Modern optimization methods, also known as metaheuristics, are particularly useful for solving complex problems for which no specialized optimization algorithm has been developed. These methods often yield high quality solutions with a more reasonable use of computational resources (e.g. memory and processing effort). Examples of popular modern methods discussed in this book are: simulated annealing; tabu search; genetic algorithms; differential evolution; and particle swarm optimization. This book is suitable for undergraduate and graduate students in Computer Science, Information Technology, and related areas, as well as data analysts interested in exploring modern optimization methods using R. This new edition integrates the latest R packages through text and code examples. It also discusses new topics, such as: the impact of artificial intelligence and business analytics in modern optimization tasks; the creation of interactive Web applications; usage of parallel computing; and more modern optimization algorithms (e.g., iterated racing, ant colony optimization, grammatical evolution). . | ||
| 606 |
_aMathematical statistics _xData processing |
||
| 606 | _aMathematical optimization | ||
| 606 |
_aArtificial intelligence _xData processing |
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| 606 | _aSampling (Statistics) | ||
| 606 | _aArtificial intelligence | ||
| 606 | _aProgramming languages (Electronic computers) | ||
| 680 | _aQA276.4-.45 | ||
| 700 |
_aCortez _bPaulo _947640 |
||
| 801 |
_aPT _gRPC |
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| 856 | _uhttps://doi.org/10.1007/978-3-030-72819-9 | ||
| 942 |
_2lcc _cF _n0 |
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