Foundations of Genetic Programming:
Genetic programming (GP), one of the most advanced forms of evolutionary computation, has been highly successful as a technique for getting computers to automatically solve problems without having to tell them explicitly how. Since its inceptions more than ten years ago, GP has been used to solve pr...
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Berlin, Heidelberg
Springer Berlin Heidelberg
2002
|
| Ausgabe: | 1st ed. 2002 |
| Schlagworte: | |
| Online-Zugang: | UBY01 URL des Eerstveröffentlichers |
| Zusammenfassung: | Genetic programming (GP), one of the most advanced forms of evolutionary computation, has been highly successful as a technique for getting computers to automatically solve problems without having to tell them explicitly how. Since its inceptions more than ten years ago, GP has been used to solve practical problems in a variety of application fields. Along with this ad-hoc engineering approaches interest increased in how and why GP works. This book provides a coherent consolidation of recent work on the theoretical foundations of GP. A concise introduction to GP and genetic algorithms (GA) is followed by a discussion of fitness landscapes and other theoretical approaches to natural and artificial evolution. Having surveyed early approaches to GP theory it presents new exact schema analysis, showing that it applies to GP as well as to the simpler GAs. New results on the potentially infinite number of possible programs are followed by two chapters applying these new techniques |
| Beschreibung: | 1 Online-Ressource (XVI, 260 p) |
| ISBN: | 9783662047262 |
| DOI: | 10.1007/978-3-662-04726-2 |
Internformat
MARC
| LEADER | 00000nmm a2200000zc 4500 | ||
|---|---|---|---|
| 001 | BV047064315 | ||
| 003 | DE-604 | ||
| 005 | 00000000000000.0 | ||
| 007 | cr|uuu---uuuuu | ||
| 008 | 201216s2002 |||| o||u| ||||||eng d | ||
| 020 | |a 9783662047262 |9 978-3-662-04726-2 | ||
| 024 | 7 | |a 10.1007/978-3-662-04726-2 |2 doi | |
| 035 | |a (ZDB-2-SCS)978-3-662-04726-2 | ||
| 035 | |a (OCoLC)1227476927 | ||
| 035 | |a (DE-599)BVBBV047064315 | ||
| 040 | |a DE-604 |b ger |e aacr | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-706 | ||
| 082 | 0 | |a 004.0151 |2 23 | |
| 084 | |a ST 230 |0 (DE-625)143617: |2 rvk | ||
| 084 | |a WC 4400 |0 (DE-625)148099: |2 rvk | ||
| 100 | 1 | |a Langdon, William B. |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Foundations of Genetic Programming |c by William B. Langdon, Riccardo Poli |
| 250 | |a 1st ed. 2002 | ||
| 264 | 1 | |a Berlin, Heidelberg |b Springer Berlin Heidelberg |c 2002 | |
| 300 | |a 1 Online-Ressource (XVI, 260 p) | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b c |2 rdamedia | ||
| 338 | |b cr |2 rdacarrier | ||
| 520 | |a Genetic programming (GP), one of the most advanced forms of evolutionary computation, has been highly successful as a technique for getting computers to automatically solve problems without having to tell them explicitly how. Since its inceptions more than ten years ago, GP has been used to solve practical problems in a variety of application fields. Along with this ad-hoc engineering approaches interest increased in how and why GP works. This book provides a coherent consolidation of recent work on the theoretical foundations of GP. A concise introduction to GP and genetic algorithms (GA) is followed by a discussion of fitness landscapes and other theoretical approaches to natural and artificial evolution. Having surveyed early approaches to GP theory it presents new exact schema analysis, showing that it applies to GP as well as to the simpler GAs. New results on the potentially infinite number of possible programs are followed by two chapters applying these new techniques | ||
| 650 | 4 | |a Theory of Computation | |
| 650 | 4 | |a Data Structures and Information Theory | |
| 650 | 4 | |a Artificial Intelligence | |
| 650 | 4 | |a Discrete Mathematics in Computer Science | |
| 650 | 4 | |a Computers | |
| 650 | 4 | |a Data structures (Computer science) | |
| 650 | 4 | |a Artificial intelligence | |
| 650 | 4 | |a Computer science—Mathematics | |
| 650 | 0 | 7 | |a Genetische Programmierung |0 (DE-588)4500172-8 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Genetische Programmierung |0 (DE-588)4500172-8 |D s |
| 689 | 0 | |5 DE-604 | |
| 700 | 1 | |a Poli, Riccardo |4 aut | |
| 776 | 0 | 8 | |i Erscheint auch als |n Druck-Ausgabe |z 9783642076329 |
| 776 | 0 | 8 | |i Erscheint auch als |n Druck-Ausgabe |z 9783540424512 |
| 776 | 0 | 8 | |i Erscheint auch als |n Druck-Ausgabe |z 9783662047279 |
| 856 | 4 | 0 | |u https://doi.org/10.1007/978-3-662-04726-2 |x Verlag |z URL des Eerstveröffentlichers |3 Volltext |
| 912 | |a ZDB-2-SCS | ||
| 940 | 1 | |q ZDB-2-SCS_2000/2004 | |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-032471427 | ||
| 966 | e | |u https://doi.org/10.1007/978-3-662-04726-2 |l UBY01 |p ZDB-2-SCS |q ZDB-2-SCS_2000/2004 |x Verlag |3 Volltext | |
Datensatz im Suchindex
| _version_ | 1804182062170636288 |
|---|---|
| adam_txt | |
| any_adam_object | |
| any_adam_object_boolean | |
| author | Langdon, William B. Poli, Riccardo |
| author_facet | Langdon, William B. Poli, Riccardo |
| author_role | aut aut |
| author_sort | Langdon, William B. |
| author_variant | w b l wb wbl r p rp |
| building | Verbundindex |
| bvnumber | BV047064315 |
| classification_rvk | ST 230 WC 4400 |
| collection | ZDB-2-SCS |
| ctrlnum | (ZDB-2-SCS)978-3-662-04726-2 (OCoLC)1227476927 (DE-599)BVBBV047064315 |
| dewey-full | 004.0151 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 004 - Computer science |
| dewey-raw | 004.0151 |
| dewey-search | 004.0151 |
| dewey-sort | 14.0151 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Biologie Informatik |
| discipline_str_mv | Biologie Informatik |
| doi_str_mv | 10.1007/978-3-662-04726-2 |
| edition | 1st ed. 2002 |
| format | Electronic eBook |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>03059nmm a2200565zc 4500</leader><controlfield tag="001">BV047064315</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">00000000000000.0</controlfield><controlfield tag="007">cr|uuu---uuuuu</controlfield><controlfield tag="008">201216s2002 |||| o||u| ||||||eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9783662047262</subfield><subfield code="9">978-3-662-04726-2</subfield></datafield><datafield tag="024" ind1="7" ind2=" "><subfield code="a">10.1007/978-3-662-04726-2</subfield><subfield code="2">doi</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(ZDB-2-SCS)978-3-662-04726-2</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)1227476927</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV047064315</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></datafield><datafield tag="082" ind1="0" ind2=" "><subfield code="a">004.0151</subfield><subfield code="2">23</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 230</subfield><subfield code="0">(DE-625)143617:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">WC 4400</subfield><subfield code="0">(DE-625)148099:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Langdon, William B.</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Foundations of Genetic Programming</subfield><subfield code="c">by William B. Langdon, Riccardo Poli</subfield></datafield><datafield tag="250" ind1=" " ind2=" "><subfield code="a">1st ed. 2002</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Berlin, Heidelberg</subfield><subfield code="b">Springer Berlin Heidelberg</subfield><subfield code="c">2002</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">1 Online-Ressource (XVI, 260 p)</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="520" ind1=" " ind2=" "><subfield code="a">Genetic programming (GP), one of the most advanced forms of evolutionary computation, has been highly successful as a technique for getting computers to automatically solve problems without having to tell them explicitly how. Since its inceptions more than ten years ago, GP has been used to solve practical problems in a variety of application fields. Along with this ad-hoc engineering approaches interest increased in how and why GP works. This book provides a coherent consolidation of recent work on the theoretical foundations of GP. A concise introduction to GP and genetic algorithms (GA) is followed by a discussion of fitness landscapes and other theoretical approaches to natural and artificial evolution. Having surveyed early approaches to GP theory it presents new exact schema analysis, showing that it applies to GP as well as to the simpler GAs. New results on the potentially infinite number of possible programs are followed by two chapters applying these new techniques</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Theory of Computation</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Data Structures and Information Theory</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Artificial Intelligence</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Discrete Mathematics in Computer Science</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Computers</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Data structures (Computer science)</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Artificial intelligence</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Computer science—Mathematics</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Genetische Programmierung</subfield><subfield code="0">(DE-588)4500172-8</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Genetische Programmierung</subfield><subfield code="0">(DE-588)4500172-8</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">Poli, Riccardo</subfield><subfield code="4">aut</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">9783642076329</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">9783540424512</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">9783662047279</subfield></datafield><datafield tag="856" ind1="4" ind2="0"><subfield code="u">https://doi.org/10.1007/978-3-662-04726-2</subfield><subfield code="x">Verlag</subfield><subfield code="z">URL des Eerstveröffentlichers</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">ZDB-2-SCS</subfield></datafield><datafield tag="940" ind1="1" ind2=" "><subfield code="q">ZDB-2-SCS_2000/2004</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-032471427</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-662-04726-2</subfield><subfield code="l">UBY01</subfield><subfield code="p">ZDB-2-SCS</subfield><subfield code="q">ZDB-2-SCS_2000/2004</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield></record></collection> |
| id | DE-604.BV047064315 |
| illustrated | Not Illustrated |
| index_date | 2024-07-03T16:12:22Z |
| indexdate | 2024-07-10T09:01:34Z |
| institution | BVB |
| isbn | 9783662047262 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-032471427 |
| oclc_num | 1227476927 |
| open_access_boolean | |
| owner | DE-706 |
| owner_facet | DE-706 |
| physical | 1 Online-Ressource (XVI, 260 p) |
| psigel | ZDB-2-SCS ZDB-2-SCS_2000/2004 ZDB-2-SCS ZDB-2-SCS_2000/2004 |
| publishDate | 2002 |
| publishDateSearch | 2002 |
| publishDateSort | 2002 |
| publisher | Springer Berlin Heidelberg |
| record_format | marc |
| spelling | Langdon, William B. Verfasser aut Foundations of Genetic Programming by William B. Langdon, Riccardo Poli 1st ed. 2002 Berlin, Heidelberg Springer Berlin Heidelberg 2002 1 Online-Ressource (XVI, 260 p) txt rdacontent c rdamedia cr rdacarrier Genetic programming (GP), one of the most advanced forms of evolutionary computation, has been highly successful as a technique for getting computers to automatically solve problems without having to tell them explicitly how. Since its inceptions more than ten years ago, GP has been used to solve practical problems in a variety of application fields. Along with this ad-hoc engineering approaches interest increased in how and why GP works. This book provides a coherent consolidation of recent work on the theoretical foundations of GP. A concise introduction to GP and genetic algorithms (GA) is followed by a discussion of fitness landscapes and other theoretical approaches to natural and artificial evolution. Having surveyed early approaches to GP theory it presents new exact schema analysis, showing that it applies to GP as well as to the simpler GAs. New results on the potentially infinite number of possible programs are followed by two chapters applying these new techniques Theory of Computation Data Structures and Information Theory Artificial Intelligence Discrete Mathematics in Computer Science Computers Data structures (Computer science) Artificial intelligence Computer science—Mathematics Genetische Programmierung (DE-588)4500172-8 gnd rswk-swf Genetische Programmierung (DE-588)4500172-8 s DE-604 Poli, Riccardo aut Erscheint auch als Druck-Ausgabe 9783642076329 Erscheint auch als Druck-Ausgabe 9783540424512 Erscheint auch als Druck-Ausgabe 9783662047279 https://doi.org/10.1007/978-3-662-04726-2 Verlag URL des Eerstveröffentlichers Volltext |
| spellingShingle | Langdon, William B. Poli, Riccardo Foundations of Genetic Programming Theory of Computation Data Structures and Information Theory Artificial Intelligence Discrete Mathematics in Computer Science Computers Data structures (Computer science) Artificial intelligence Computer science—Mathematics Genetische Programmierung (DE-588)4500172-8 gnd |
| subject_GND | (DE-588)4500172-8 |
| title | Foundations of Genetic Programming |
| title_auth | Foundations of Genetic Programming |
| title_exact_search | Foundations of Genetic Programming |
| title_exact_search_txtP | Foundations of Genetic Programming |
| title_full | Foundations of Genetic Programming by William B. Langdon, Riccardo Poli |
| title_fullStr | Foundations of Genetic Programming by William B. Langdon, Riccardo Poli |
| title_full_unstemmed | Foundations of Genetic Programming by William B. Langdon, Riccardo Poli |
| title_short | Foundations of Genetic Programming |
| title_sort | foundations of genetic programming |
| topic | Theory of Computation Data Structures and Information Theory Artificial Intelligence Discrete Mathematics in Computer Science Computers Data structures (Computer science) Artificial intelligence Computer science—Mathematics Genetische Programmierung (DE-588)4500172-8 gnd |
| topic_facet | Theory of Computation Data Structures and Information Theory Artificial Intelligence Discrete Mathematics in Computer Science Computers Data structures (Computer science) Artificial intelligence Computer science—Mathematics Genetische Programmierung |
| url | https://doi.org/10.1007/978-3-662-04726-2 |
| work_keys_str_mv | AT langdonwilliamb foundationsofgeneticprogramming AT poliriccardo foundationsofgeneticprogramming |