{"id":"https://openalex.org/W2402097962","doi":"https://doi.org/10.1145/2897515","title":"Ensemble Reduction via Logic Minimization","display_name":"Ensemble Reduction via Logic Minimization","publication_year":2016,"publication_date":"2016-05-27","ids":{"openalex":"https://openalex.org/W2402097962","doi":"https://doi.org/10.1145/2897515","mag":"2402097962"},"language":"en","primary_location":{"id":"doi:10.1145/2897515","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2897515","pdf_url":null,"source":{"id":"https://openalex.org/S105046310","display_name":"ACM Transactions on Design Automation of Electronic Systems","issn_l":"1084-4309","issn":["1084-4309","1557-7309"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Design Automation of Electronic Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100449113","display_name":"Hongfei Wang","orcid":"https://orcid.org/0000-0002-7169-0796"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Hongfei Wang","raw_affiliation_strings":["Carnegie Mellon University"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111967389","display_name":"R.D. Blanton","orcid":null},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"R. D. (Shawn) Blanton","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100449113"],"corresponding_institution_ids":["https://openalex.org/I74973139"],"apc_list":null,"apc_paid":null,"fwci":0.84563064,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.88984622,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"21","issue":"4","first_page":"1","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9997000098228455,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9997000098228455,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9995999932289124,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9958999752998352,"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/computer-science","display_name":"Computer science","score":0.8393068909645081},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.7817227244377136},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6511900424957275},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.5209290385246277},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4767138361930847},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4461876451969147},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4452049136161804},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.41011545062065125},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37504303455352783},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13169679045677185}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8393068909645081},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.7817227244377136},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6511900424957275},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.5209290385246277},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4767138361930847},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4461876451969147},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4452049136161804},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.41011545062065125},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37504303455352783},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13169679045677185},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2897515","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2897515","pdf_url":null,"source":{"id":"https://openalex.org/S105046310","display_name":"ACM Transactions on Design Automation of Electronic Systems","issn_l":"1084-4309","issn":["1084-4309","1557-7309"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Design Automation of Electronic Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W28136092","https://openalex.org/W28412257","https://openalex.org/W1528278469","https://openalex.org/W1562197959","https://openalex.org/W1573228426","https://openalex.org/W1585821071","https://openalex.org/W1587506815","https://openalex.org/W1588700481","https://openalex.org/W1968939168","https://openalex.org/W1980264541","https://openalex.org/W1987429824","https://openalex.org/W1990079212","https://openalex.org/W1991390128","https://openalex.org/W1995276998","https://openalex.org/W2012582365","https://openalex.org/W2068867693","https://openalex.org/W2098457084","https://openalex.org/W2100128988","https://openalex.org/W2105761964","https://openalex.org/W2125555508","https://openalex.org/W2126775366","https://openalex.org/W2127082287","https://openalex.org/W2134215770","https://openalex.org/W2134845864","https://openalex.org/W2143559846","https://openalex.org/W2157189715","https://openalex.org/W2162741763","https://openalex.org/W2164544703","https://openalex.org/W2294370754","https://openalex.org/W2315765726","https://openalex.org/W2911964244","https://openalex.org/W2912934387","https://openalex.org/W2913668833","https://openalex.org/W2973651390","https://openalex.org/W3085162807","https://openalex.org/W3100344990","https://openalex.org/W3120740533","https://openalex.org/W3147501999"],"related_works":["https://openalex.org/W4285741730","https://openalex.org/W4285046548","https://openalex.org/W2989932438","https://openalex.org/W4292969247","https://openalex.org/W4313488044","https://openalex.org/W4312241010","https://openalex.org/W4281757034","https://openalex.org/W4311847748","https://openalex.org/W4200409985","https://openalex.org/W2361785652"],"abstract_inverted_index":{"An":[0],"ensemble":[1,41,85,105,109],"of":[2,77,114,131],"machine":[3],"learning":[4],"classifiers":[5],"usually":[6],"improves":[7],"generalization":[8,115],"performance":[9],"and":[10,21,51,65,106,117],"is":[11,99,118],"useful":[12],"for":[13,60,126],"many":[14],"applications.":[15,33],"However,":[16],"the":[17,26,75,83,103,128,134],"extra":[18],"memory":[19,49],"storage":[20,50],"computational":[22],"cost":[23],"incurred":[24],"from":[25,57,70],"combined":[27],"models":[28,69,132],"often":[29],"limits":[30],"their":[31],"potential":[32],"In":[34],"this":[35],"article,":[36],"we":[37],"propose":[38],"a":[39,55,78],"new":[40],"reduction":[42,110,123],"method":[43,111],"called":[44],"CANOPY":[45,53,95],"that":[46,94],"significantly":[47],"reduces":[48],"computations.":[52],"uses":[54],"technique":[56],"logic":[58],"minimization":[59],"digital":[61],"circuits":[62],"to":[63,120],"select":[64],"combine":[66],"particular":[67],"classification":[68],"an":[71],"initial":[72,104],"pool":[73],"in":[74,112,133],"form":[76],"Boolean":[79],"function,":[80],"through":[81],"which":[82],"reduced":[84,135],"performs":[86],"classification.":[87],"Experiments":[88],"on":[89],"20":[90],"UCI":[91],"datasets":[92],"demonstrate":[93],"either":[96],"outperforms":[97],"or":[98],"very":[100],"competitive":[101],"with":[102],"one":[107],"state-of-the-art":[108],"terms":[113],"error,":[116],"superior":[119],"all":[121],"existing":[122],"methods":[124],"surveyed":[125],"identifying":[127],"smallest":[129],"numbers":[130],"ensembles.":[136]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
