{"id":"https://openalex.org/W2768898054","doi":"https://doi.org/10.5220/0006512101290140","title":"Self-learning Smart Cameras - Harnessing the Generalization Capability of XCS","display_name":"Self-learning Smart Cameras - Harnessing the Generalization Capability of XCS","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2768898054","doi":"https://doi.org/10.5220/0006512101290140","mag":"2768898054"},"language":"en","primary_location":{"id":"doi:10.5220/0006512101290140","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006512101290140","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Joint Conference on Computational Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0006512101290140","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045271767","display_name":"Anthony Stein","orcid":"https://orcid.org/0000-0002-1808-9758"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Anthony Stein","raw_affiliation_strings":["Organic Computing Group and University of Augsburg, Germany","Organic Computing Group, University of Augsburg, Eichleitnerstr 30, 86159 Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Organic Computing Group and University of Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]},{"raw_affiliation_string":"Organic Computing Group, University of Augsburg, Eichleitnerstr 30, 86159 Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000392419","display_name":"Stefan Rudolph","orcid":null},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Rudolph","raw_affiliation_strings":["Organic Computing Group and University of Augsburg, Germany","Organic Computing Group, University of Augsburg, Eichleitnerstr 30, 86159 Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Organic Computing Group and University of Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]},{"raw_affiliation_string":"Organic Computing Group, University of Augsburg, Eichleitnerstr 30, 86159 Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082220265","display_name":"Sven Tomforde","orcid":"https://orcid.org/0000-0002-5825-8915"},"institutions":[{"id":"https://openalex.org/I4210094487","display_name":"Intel (Germany)","ror":"https://ror.org/00m2x0g47","country_code":"DE","type":"company","lineage":["https://openalex.org/I1343180700","https://openalex.org/I4210094487"]},{"id":"https://openalex.org/I106157433","display_name":"University of Kassel","ror":"https://ror.org/04zc7p361","country_code":"DE","type":"education","lineage":["https://openalex.org/I106157433"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sven Tomforde","raw_affiliation_strings":["Intelligent Embedded Systems and University of Kassel, Germany"],"affiliations":[{"raw_affiliation_string":"Intelligent Embedded Systems and University of Kassel, Germany","institution_ids":["https://openalex.org/I106157433","https://openalex.org/I4210094487"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035545860","display_name":"J\u00f6rg H\u00e4hner","orcid":"https://orcid.org/0000-0003-0107-264X"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"J\u00f6rg H\u00e4hner","raw_affiliation_strings":["Organic Computing Group and University of Augsburg, Germany","Organic Computing Group, University of Augsburg, Eichleitnerstr 30, 86159 Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Organic Computing Group and University of Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]},{"raw_affiliation_string":"Organic Computing Group, University of Augsburg, Eichleitnerstr 30, 86159 Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5045271767"],"corresponding_institution_ids":["https://openalex.org/I179225836"],"apc_list":null,"apc_paid":null,"fwci":0.9751,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.82610473,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"129","last_page":"140"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9829000234603882,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9829000234603882,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9490000009536743,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9387999773025513,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7118498682975769},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6860049366950989},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5673589706420898},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3952794075012207},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3921690583229065},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36011144518852234},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10551753640174866}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7118498682975769},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6860049366950989},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5673589706420898},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3952794075012207},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3921690583229065},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36011144518852234},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10551753640174866},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0006512101290140","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006512101290140","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Joint Conference on Computational Intelligence","raw_type":"proceedings-article"},{"id":"pmh:oai:uni-augsburg.opus-bayern.de:46816","is_oa":true,"landing_page_url":"https://opus.bibliothek.uni-augsburg.de/opus4/frontdoor/index/index/docId/46816","pdf_url":null,"source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:bookpart"}],"best_oa_location":{"id":"doi:10.5220/0006512101290140","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006512101290140","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Joint Conference on Computational Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W30810292","https://openalex.org/W1501232355","https://openalex.org/W1511275332","https://openalex.org/W1529910098","https://openalex.org/W1589018387","https://openalex.org/W1840702012","https://openalex.org/W1974988574","https://openalex.org/W1981075464","https://openalex.org/W1989101984","https://openalex.org/W1992899779","https://openalex.org/W1993254737","https://openalex.org/W1998307152","https://openalex.org/W1998675790","https://openalex.org/W2020329673","https://openalex.org/W2043574999","https://openalex.org/W2052153221","https://openalex.org/W2115217900","https://openalex.org/W2124111503","https://openalex.org/W2142879749","https://openalex.org/W2152615835","https://openalex.org/W2167814825","https://openalex.org/W2321785408","https://openalex.org/W2396881810","https://openalex.org/W2404702691","https://openalex.org/W2523152773","https://openalex.org/W2543815358","https://openalex.org/W2560256140","https://openalex.org/W2584068132","https://openalex.org/W2588820345","https://openalex.org/W4214717370"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W2755342338","https://openalex.org/W2058170566","https://openalex.org/W4306674287","https://openalex.org/W2036807459","https://openalex.org/W2775347418","https://openalex.org/W1969923398","https://openalex.org/W2772917594","https://openalex.org/W2166024367","https://openalex.org/W3116076068"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,47],"show":[4],"how":[5],"an":[6],"evolutionary":[7],"rule-based":[8],"machine":[9],"learning":[10],"technique":[11],"can":[12],"be":[13],"applied":[14],"to":[15,33,69,81,96],"tackle":[16],"the":[17,26,39,59,72,89,106,110],"task":[18],"of":[19,21,44,62,74,112,117],"self-configuration":[20],"smart":[22,45],"camera":[23],"networks.More":[24],"precisely,":[25],"Extended":[27],"Classifier":[28,64],"System":[29],"(XCS)":[30],"is":[31,53,92],"utilized":[32],"learn":[34],"a":[35,82],"configuration":[36],"strategy":[37],"for":[38],"pan,":[40],"tilt,":[41],"and":[42],"zoom":[43],"cameras.Thereby,":[46],"extend":[48],"our":[49,102],"previous":[50],"approach,":[51],"which":[52,88],"based":[54],"on":[55,109,115],"Q-Learning,":[56],"by":[57],"harnessing":[58],"generalization":[60],"capability":[61],"Learning":[63],"Systems":[65],"(LCS),":[66],"i.e.":[67],"avoiding":[68],"separately":[70],"approximate":[71],"quality":[73],"each":[75],"possible":[76],"(re-)configuration":[77],"(action)":[78],"in":[79,87],"reaction":[80],"certain":[83],"situation":[84],"(state).Instead,":[85],"situations":[86],"same":[90],"reconfiguration":[91],"adequate":[93],"are":[94],"grouped":[95],"one":[97],"single":[98],"rule.We":[99],"demonstrate":[100],"that":[101],"XCS-based":[103],"approach":[104],"outperforms":[105],"Q-learning":[107],"method":[108],"basis":[111],"empirical":[113],"evaluations":[114],"scenarios":[116],"different":[118],"severity.":[119]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
