Behavioral program synthesis with genetic programming:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
[Cham]
Springer
[2016]
© 2016 |
| Schriftenreihe: | Studies in computational intelligence
Volume 618 |
| Schlagworte: | |
| Online-Zugang: | BTU01 FAB01 FAW01 FHA01 FHI01 FHN01 FHR01 FKE01 FRO01 FWS01 FWS02 UBY01 URL des Erstveröffentlichers Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online Ressource |
| ISBN: | 9783319275659 |
| DOI: | 10.1007/978-3-319-27565-9 |
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| adam_text | BEHAVIORAL PROGRAM SYNTHESIS WITH GENETIC PROGRAMMING
/ KRAWIEC, KRZYSZTOF
: 2016
TABLE OF CONTENTS / INHALTSVERZEICHNIS
PROGRAM SYNTHESIS
LIMITATIONS OF CONVENTIONAL PROGRAM EVALUATION
THE FRAMEWORK OF BEHAVIORAL PROGRAM SYNTHESIS
BEHAVIORAL ASSESSMENT OF TEST DIFFICULTY
SEMANTIC GENETIC PROGRAMMING
SYNTHESIZING PROGRAMS WITH CONSISTENT EXECUTION TRACES
PATTERN-GUIDED PROGRAM SYNTHESIS
BEHAVIORAL CODE REUSE
SEARCH DRIVERS
EXPERIMENTAL ASSESSMENT OF SEARCH DRIVERS
IMPLICATIONS OF THE BEHAVIORAL PERSPECTIVE
FUTURE PERSPECTIVES
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
BEHAVIORAL PROGRAM SYNTHESIS WITH GENETIC PROGRAMMING
/ KRAWIEC, KRZYSZTOF
: 2016
ABSTRACT / INHALTSTEXT
GENETIC PROGRAMMING (GP) IS A POPULAR HEURISTIC METHODOLOGY OF PROGRAM
SYNTHESIS WITH ORIGINS IN EVOLUTIONARY COMPUTATION. IN THIS
GENERATE-AND-TEST APPROACH, CANDIDATE PROGRAMS ARE ITERATIVELY PRODUCED
AND EVALUATED. THE LATTER INVOLVES RUNNING PROGRAMS ON TESTS, WHERE THEY
EXHIBIT COMPLEX BEHAVIORS REFLECTED IN CHANGES OF VARIABLES, REGISTERS,
OR MEMORY. THAT BEHAVIOR NOT ONLY ULTIMATELY DETERMINES PROGRAM OUTPUT,
BUT MAY ALSO REVEAL ITS `HIDDEN QUALITIES AND IMPORTANT CHARACTERISTICS
OF THE CONSIDERED SYNTHESIS PROBLEM. HOWEVER, THE CONVENTIONAL GP IS
OBLIVIOUS TO MOST OF THAT INFORMATION AND USUALLY CARES ONLY ABOUT THE
NUMBER OF TESTS PASSED BY A PROGRAM. THIS `EVALUATION BOTTLENECK LEAVES
SEARCH ALGORITHM UNDERINFORMED ABOUT THE ACTUAL AND POTENTIAL QUALITIES
OF CANDIDATE PROGRAMS. THIS BOOK PROPOSES BEHAVIORAL PROGRAM SYNTHESIS,
A CONCEPTUAL FRAMEWORK THAT OPENS GP TO DETAILED INFORMATION ON PROGRAM
BEHAVIOR IN ORDER TO MAKE PROGRAM SYNTHESIS MORE EFFICIENT. SEVERAL
EXISTING AND NOVEL MECHANISMS SUBSCRIBING TO THAT PERSPECTIVE TO VARYING
EXTENT ARE PRESENTED AND DISCUSSED, INCLUDING IMPLICIT FITNESS SHARING,
SEMANTIC GP, CO-SOLVABILITY, TRACE CONVERGENCE ANALYSIS, PATTERN-GUIDED
PROGRAM SYNTHESIS, AND BEHAVIORAL ARCHIVES OF SUBPROGRAMS. THE FRAMEWORK
INVOLVES SEVERAL CONCEPTS THAT ARE NEW TO GP, INCLUDING EXECUTION
RECORD, COMBINED TRACE, AND SEARCH DRIVER, A GENERALIZATION OF OBJECTIVE
FUNCTION. EMPIRICAL EVIDENCE GATHERED IN SEVERAL PRESENTED EXPERIMENTS
CLEARLY DEMONSTRATES THE USEFULNESS OF BEHAVIORAL APPROACH. THE BOOK
CONTAINS ALSO AN EXTENSIVE DISCUSSION OF IMPLICATIONS OF THE BEHAVIORAL
PERSPECTIVE FOR PROGRAM SYNTHESIS AND BEYOND.
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Krawiec, Krzysztof |
| author_facet | Krawiec, Krzysztof |
| author_role | aut |
| author_sort | Krawiec, Krzysztof |
| author_variant | k k kk |
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| dewey-full | 006.3 |
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| dewey-ones | 006 - Special computer methods |
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| dewey-search | 006.3 |
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| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| doi_str_mv | 10.1007/978-3-319-27565-9 |
| format | Electronic eBook |
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| id | DE-604.BV043309104 |
| illustrated | Not Illustrated |
| indexdate | 2024-08-01T12:12:20Z |
| institution | BVB |
| isbn | 9783319275659 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028729800 |
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| publishDate | 2016 |
| publishDateSearch | 2016 |
| publishDateSort | 2016 |
| publisher | Springer |
| record_format | marc |
| series | Studies in computational intelligence |
| series2 | Studies in computational intelligence |
| spellingShingle | Krawiec, Krzysztof Behavioral program synthesis with genetic programming Studies in computational intelligence Engineering Software engineering Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) Software Engineering/Programming and Operating Systems Ingenieurwissenschaften Künstliche Intelligenz Verhalten (DE-588)4062860-7 gnd Genetische Programmierung (DE-588)4500172-8 gnd |
| subject_GND | (DE-588)4062860-7 (DE-588)4500172-8 |
| title | Behavioral program synthesis with genetic programming |
| title_auth | Behavioral program synthesis with genetic programming |
| title_exact_search | Behavioral program synthesis with genetic programming |
| title_full | Behavioral program synthesis with genetic programming Krzysztof Krawiec |
| title_fullStr | Behavioral program synthesis with genetic programming Krzysztof Krawiec |
| title_full_unstemmed | Behavioral program synthesis with genetic programming Krzysztof Krawiec |
| title_short | Behavioral program synthesis with genetic programming |
| title_sort | behavioral program synthesis with genetic programming |
| topic | Engineering Software engineering Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) Software Engineering/Programming and Operating Systems Ingenieurwissenschaften Künstliche Intelligenz Verhalten (DE-588)4062860-7 gnd Genetische Programmierung (DE-588)4500172-8 gnd |
| topic_facet | Engineering Software engineering Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) Software Engineering/Programming and Operating Systems Ingenieurwissenschaften Künstliche Intelligenz Verhalten Genetische Programmierung |
| url | https://doi.org/10.1007/978-3-319-27565-9 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028729800&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028729800&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV020822171 |
| work_keys_str_mv | AT krawieckrzysztof behavioralprogramsynthesiswithgeneticprogramming |