{"id":"https://openalex.org/W2904251885","doi":"https://doi.org/10.1109/tip.2018.2886761","title":"A General Framework for Auto-Weighted Feature Selection via Global Redundancy Minimization","display_name":"A General Framework for Auto-Weighted Feature Selection via Global Redundancy Minimization","publication_year":2018,"publication_date":"2018-12-14","ids":{"openalex":"https://openalex.org/W2904251885","doi":"https://doi.org/10.1109/tip.2018.2886761","mag":"2904251885","pmid":"https://pubmed.ncbi.nlm.nih.gov/30571626"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2018.2886761","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2018.2886761","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Image Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5003222421","display_name":"Feiping Nie","orcid":"https://orcid.org/0000-0002-0871-6519"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Feiping Nie","raw_affiliation_strings":["School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi\u2019an, China","School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi\u2019an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi'an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101758319","display_name":"Sheng Yang","orcid":"https://orcid.org/0000-0002-5921-4797"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Yang","raw_affiliation_strings":["School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi\u2019an, China","School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0002-5921-4797","affiliations":[{"raw_affiliation_string":"School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi\u2019an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi'an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100421978","display_name":"Rui Zhang","orcid":"https://orcid.org/0000-0001-9418-0863"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Zhang","raw_affiliation_strings":["School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi\u2019an, China","School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0001-9418-0863","affiliations":[{"raw_affiliation_string":"School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi\u2019an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi'an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106943753","display_name":"Xuelong Li","orcid":"https://orcid.org/0000-0003-2924-946X"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuelong Li","raw_affiliation_strings":["School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi\u2019an, China","School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi\u2019an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Computer Science and Center for Optical Imagery Analysis and Learning, Northwestern Polytechnical University, Xi'an, China","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5003222421"],"corresponding_institution_ids":["https://openalex.org/I17145004"],"apc_list":null,"apc_paid":null,"fwci":3.9305,"has_fulltext":false,"cited_by_count":71,"citation_normalized_percentile":{"value":0.95514366,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"28","issue":"5","first_page":"2428","last_page":"2438"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9994000196456909,"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/T10320","display_name":"Neural Networks and Applications","score":0.9919999837875366,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9900000095367432,"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/redundancy","display_name":"Redundancy (engineering)","score":0.7079947590827942},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.6891534328460693},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6080555319786072},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5608657598495483},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5094049572944641},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.49474164843559265},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49167782068252563},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4232645630836487},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.370303213596344}],"concepts":[{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.7079947590827942},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.6891534328460693},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6080555319786072},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5608657598495483},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5094049572944641},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.49474164843559265},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49167782068252563},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4232645630836487},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.370303213596344},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2018.2886761","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2018.2886761","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Image Processing","raw_type":"journal-article"},{"id":"pmid:30571626","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30571626","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G1537487564","display_name":null,"funder_award_id":"61772427","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4820425477","display_name":null,"funder_award_id":"61871470","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G653700208","display_name":null,"funder_award_id":"61751202","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8768333170","display_name":null,"funder_award_id":"2018M643765","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W19842529","https://openalex.org/W120692785","https://openalex.org/W1193984273","https://openalex.org/W1538755060","https://openalex.org/W1575192016","https://openalex.org/W1607408214","https://openalex.org/W1669104078","https://openalex.org/W1695225439","https://openalex.org/W1808644423","https://openalex.org/W1966297316","https://openalex.org/W1977556410","https://openalex.org/W2009501510","https://openalex.org/W2017337590","https://openalex.org/W2021108108","https://openalex.org/W2021799988","https://openalex.org/W2023824537","https://openalex.org/W2028066028","https://openalex.org/W2031390949","https://openalex.org/W2043420811","https://openalex.org/W2061313293","https://openalex.org/W2070888906","https://openalex.org/W2076363162","https://openalex.org/W2100549954","https://openalex.org/W2100659887","https://openalex.org/W2106253207","https://openalex.org/W2107109500","https://openalex.org/W2119387367","https://openalex.org/W2121410881","https://openalex.org/W2122210511","https://openalex.org/W2128541811","https://openalex.org/W2128873747","https://openalex.org/W2131987814","https://openalex.org/W2137462201","https://openalex.org/W2139028941","https://openalex.org/W2149620660","https://openalex.org/W2154053567","https://openalex.org/W2156447271","https://openalex.org/W2156483112","https://openalex.org/W2156571267","https://openalex.org/W2198183204","https://openalex.org/W2260771218","https://openalex.org/W2279836676","https://openalex.org/W2294605953","https://openalex.org/W2296319761","https://openalex.org/W2339611261","https://openalex.org/W2405686381","https://openalex.org/W2495183516","https://openalex.org/W2519788000","https://openalex.org/W2539305835","https://openalex.org/W2554382158","https://openalex.org/W2740889030","https://openalex.org/W2741152655","https://openalex.org/W2743621318","https://openalex.org/W2758404062","https://openalex.org/W2800394774","https://openalex.org/W2951085447","https://openalex.org/W3097993951","https://openalex.org/W3141855544","https://openalex.org/W4244288018","https://openalex.org/W4250857377","https://openalex.org/W4292692470","https://openalex.org/W4387161579","https://openalex.org/W6604905834","https://openalex.org/W6637513192","https://openalex.org/W6638249342","https://openalex.org/W6675164516","https://openalex.org/W6676065935","https://openalex.org/W6678776232","https://openalex.org/W6681822384","https://openalex.org/W6682904970","https://openalex.org/W6692628530","https://openalex.org/W6694895740","https://openalex.org/W6744244834","https://openalex.org/W6930643726"],"related_works":["https://openalex.org/W2494338568","https://openalex.org/W1495042958","https://openalex.org/W2122678784","https://openalex.org/W2282510344","https://openalex.org/W139987158","https://openalex.org/W2183994405","https://openalex.org/W4205762803","https://openalex.org/W2156571267","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Most":[0],"existing":[1,149],"feature":[2,32,58,72,153,160],"selection":[3,59,73,154],"methods":[4,155],"rank":[5],"all":[6],"the":[7,15,22,31,34,75,81,87,90,97,119,136,148,158,163,177,180],"features":[8,18,36,91],"by":[9],"a":[10,55,106],"certain":[11],"criterion,":[12],"via":[13,61],"which":[14,110,143],"top":[16],"ranking":[17],"are":[19,37,122,129,173],"selected":[20,35],"for":[21,162],"subsequent":[23],"classification":[24],"or":[25],"clustering":[26],"tasks.":[27],"Due":[28],"to":[29,105,147,156,175],"neglecting":[30],"redundancy,":[33],"frequently":[38],"correlated":[39],"with":[40],"each":[41],"other":[42,71],"such":[43],"that":[44,127],"performance":[45],"could":[46],"be":[47,93,145],"compromised.":[48],"To":[49],"address":[50],"this":[51,67],"issue,":[52],"we":[53],"propose":[54],"novel":[56],"auto-weighted":[57],"framework":[60],"global":[62,98],"redundancy":[63,88],"minimization":[64],"(AGRM)":[65],"in":[66,131],"paper.":[68],"Different":[69],"from":[70,96],"methods,":[74],"proposed":[76,120,137,184],"method":[77],"can":[78,92,144],"truly":[79],"select":[80],"representative":[82],"and":[83,114,151,179],"non-redundant":[84,164],"features,":[85],"since":[86],"among":[89],"largely":[94],"reduced":[95],"perspective.":[99],"In":[100,134],"addition,":[101],"AGRM":[102],"is":[103,111],"extended":[104],"compact":[107],"(C-AGRM)":[108],"framework,":[109],"more":[112],"concise":[113],"efficient.":[115],"Moreover,":[116],"both":[117],"of":[118,182],"frameworks":[121,138],"auto-weighted,":[123],"i.e.,":[124],"parameterfree,":[125],"so":[126],"they":[128],"pragmatic":[130],"real":[132],"applications.":[133],"general,":[135],"serve":[139],"as":[140],"post-processing":[141],"system,":[142],"applied":[146],"supervised":[150],"unsupervised":[152],"refine":[157],"original":[159],"score":[161],"features.":[165],"Eventually,":[166],"extensive":[167],"experiments":[168],"on":[169],"nine":[170],"benchmark":[171],"datasets":[172],"conducted":[174],"demonstrate":[176],"effectiveness":[178],"superiority":[181],"our":[183],"frameworks.":[185]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":8}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}