{"id":"https://openalex.org/W95243900","doi":null,"title":"Properties of the Hypothesis Space and their Effect on Machine Learning","display_name":"Properties of the Hypothesis Space and their Effect on Machine Learning","publication_year":2013,"publication_date":"2013-05-21","ids":{"openalex":"https://openalex.org/W95243900","mag":"95243900"},"language":"en","primary_location":{"id":"pmh:oai:dspace.library.uu.nl:1874/275882","doi":null,"is_oa":true,"landing_page_url":"http://dspace.library.uu.nl:8080/handle/1874/275882","pdf_url":null,"source":{"id":"https://openalex.org/S4306401649","display_name":"Utrecht University Repository (Utrecht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I193662353","host_organization_name":"Utrecht University","host_organization_lineage":["https://openalex.org/I193662353"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Bachelor thesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://dspace.library.uu.nl:8080/handle/1874/275882","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018430339","display_name":"R.H. Dulek","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"R.H. Dulek","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5018430339"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.7710000276565552,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.7710000276565552,"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/T10320","display_name":"Neural Networks and Applications","score":0.10639999806880951,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.0494999997317791,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hypothesis-space","display_name":"hypothesis space","score":0.9779999852180481},{"id":"https://openalex.org/keywords/dimensionality","display_name":"dimensionality","score":0.8379999995231628},{"id":"https://openalex.org/keywords/representational-capacity","display_name":"representational capacity","score":0.9980000257492065},{"id":"https://openalex.org/keywords/local-optima","display_name":"local optima","score":0.9990000128746033},{"id":"https://openalex.org/keywords/learning-process-design","display_name":"learning process design","score":0.5419999957084656},{"id":"https://openalex.org/keywords/overfitting","display_name":"overfitting","score":0.656000018119812}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7341254949569702},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6994467377662659},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.6842248439788818},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.6577473282814026},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5577112436294556},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.4789212942123413},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.46982765197753906},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.43504953384399414},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14662808179855347},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:dspace.library.uu.nl:1874/275882","doi":null,"is_oa":true,"landing_page_url":"http://dspace.library.uu.nl:8080/handle/1874/275882","pdf_url":null,"source":{"id":"https://openalex.org/S4306401649","display_name":"Utrecht University Repository (Utrecht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I193662353","host_organization_name":"Utrecht University","host_organization_lineage":["https://openalex.org/I193662353"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Bachelor thesis"},{"id":"mag:95243900","doi":null,"is_oa":false,"landing_page_url":"https://dspace.library.uu.nl/bitstream/handle/1874/275882/dulek_properties_of__the_hypothesis_space_and_their_effect_on_machine_learning.pdf?sequence=1","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:dspace.library.uu.nl:1874/275882","doi":null,"is_oa":true,"landing_page_url":"http://dspace.library.uu.nl:8080/handle/1874/275882","pdf_url":null,"source":{"id":"https://openalex.org/S4306401649","display_name":"Utrecht University Repository (Utrecht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I193662353","host_organization_name":"Utrecht University","host_organization_lineage":["https://openalex.org/I193662353"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Bachelor thesis"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W4876512","https://openalex.org/W28026579","https://openalex.org/W1485715719","https://openalex.org/W1486144479","https://openalex.org/W1503705371","https://openalex.org/W1534477342","https://openalex.org/W1571401318","https://openalex.org/W1620759536","https://openalex.org/W1966280301","https://openalex.org/W1975846642","https://openalex.org/W1977775666","https://openalex.org/W1979668057","https://openalex.org/W2009207944","https://openalex.org/W2010315317","https://openalex.org/W2026299065","https://openalex.org/W2052725501","https://openalex.org/W2092539663","https://openalex.org/W2098057602","https://openalex.org/W2100805904","https://openalex.org/W2102380305","https://openalex.org/W2106411961","https://openalex.org/W2113741278","https://openalex.org/W2122376319","https://openalex.org/W2123224804","https://openalex.org/W2130788193","https://openalex.org/W2133097426","https://openalex.org/W2137983211","https://openalex.org/W2144348065","https://openalex.org/W2145073242","https://openalex.org/W2145949183","https://openalex.org/W2148654450","https://openalex.org/W2152010828","https://openalex.org/W2152761983","https://openalex.org/W2152820192","https://openalex.org/W2154952480","https://openalex.org/W2157937859","https://openalex.org/W2159583439","https://openalex.org/W2160172778","https://openalex.org/W2170653751","https://openalex.org/W2341171179","https://openalex.org/W2502277634","https://openalex.org/W2751318774","https://openalex.org/W2795656446","https://openalex.org/W2797320655","https://openalex.org/W2903158431","https://openalex.org/W2912934387","https://openalex.org/W2983063407","https://openalex.org/W2991651364","https://openalex.org/W4292494783"],"related_works":["https://openalex.org/W4245841756","https://openalex.org/W2540151989","https://openalex.org/W7097714331","https://openalex.org/W2669992204","https://openalex.org/W3122943284","https://openalex.org/W3207808758","https://openalex.org/W2982226966","https://openalex.org/W3011040805","https://openalex.org/W2888421493","https://openalex.org/W7099397669"],"abstract_inverted_index":{"The":[0,68],"best":[1],"method":[2],"to":[3,56,76],"use":[4],"for":[5],"machine":[6,18,30,52,58,79],"learning":[7,19,59,80],"depends":[8],"on":[9,36,74],"the":[10,23,26,43,46,87],"problem.":[11],"This":[12],"thesis":[13],"considers":[14],"one":[15],"aspect":[16],"of":[17,25,42,48,86],"problems:":[20],"How":[21],"do":[22],"properties":[24,85],"hypothesis":[27,88],"space":[28,44],"affect":[29,51],"learning?":[31],"It":[32],"collects":[33],"academic":[34],"advances":[35],"how":[37,75],"dimensionality":[38],"and":[39,45],"representational":[40],"capacity":[41],"presence":[47],"local":[49],"optima":[50],"learning.":[53],"Useful":[54],"additions":[55],"generic":[57],"methods":[60],"are":[61],"listed":[62],"that":[63,82],"deal":[64],"with":[65],"these":[66,84],"properties.":[67],"result":[69],"is":[70],"a":[71,78],"collective":[72],"overview":[73],"design":[77],"process":[81],"uses":[83],"space.":[89]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}
