{"id":"https://openalex.org/W2740792888","doi":"https://doi.org/10.24963/ijcai.2017/463","title":"Learning Mahalanobis Distance Metric: Considering Instance Disturbance Helps","display_name":"Learning Mahalanobis Distance Metric: Considering Instance Disturbance Helps","publication_year":2017,"publication_date":"2017-07-28","ids":{"openalex":"https://openalex.org/W2740792888","doi":"https://doi.org/10.24963/ijcai.2017/463","mag":"2740792888"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2017/463","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2017/463","pdf_url":"https://www.ijcai.org/proceedings/2017/0463.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.ijcai.org/proceedings/2017/0463.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065180062","display_name":"Han-Jia Ye","orcid":"https://orcid.org/0000-0003-1173-1880"},"institutions":[{"id":"https://openalex.org/I70986742","display_name":"Novelis (Canada)","ror":"https://ror.org/03wn09h25","country_code":"CA","type":"company","lineage":["https://openalex.org/I70986742"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]},{"id":"https://openalex.org/I97750245","display_name":"Software (Spain)","ror":"https://ror.org/02ethns06","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210087817","https://openalex.org/I97750245"]}],"countries":["CA","CN","ES"],"is_corresponding":false,"raw_author_name":"Han-Jia Ye","raw_affiliation_strings":["Nanjing University","National Key Laboratory for Novel Software Technology Collaborative Innovation Center of Novel Software Technology and Industrialization","Nanjing University, Nanjing, 210023, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"National Key Laboratory for Novel Software Technology Collaborative Innovation Center of Novel Software Technology and Industrialization","institution_ids":["https://openalex.org/I70986742","https://openalex.org/I97750245"]},{"raw_affiliation_string":"Nanjing University, Nanjing, 210023, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073912249","display_name":"De\u2010Chuan Zhan","orcid":"https://orcid.org/0000-0002-3533-2078"},"institutions":[{"id":"https://openalex.org/I70986742","display_name":"Novelis (Canada)","ror":"https://ror.org/03wn09h25","country_code":"CA","type":"company","lineage":["https://openalex.org/I70986742"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]},{"id":"https://openalex.org/I97750245","display_name":"Software (Spain)","ror":"https://ror.org/02ethns06","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210087817","https://openalex.org/I97750245"]}],"countries":["CA","CN","ES"],"is_corresponding":false,"raw_author_name":"De-Chuan Zhan","raw_affiliation_strings":["Nanjing University","Nanjing University, Nanjing, 210023, China","National Key Laboratory for Novel Software Technology Collaborative Innovation Center of Novel Software Technology and Industrialization"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Nanjing University, Nanjing, 210023, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"National Key Laboratory for Novel Software Technology Collaborative Innovation Center of Novel Software Technology and Industrialization","institution_ids":["https://openalex.org/I70986742","https://openalex.org/I97750245"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016883272","display_name":"Xue-Min Si","orcid":null},"institutions":[{"id":"https://openalex.org/I70986742","display_name":"Novelis (Canada)","ror":"https://ror.org/03wn09h25","country_code":"CA","type":"company","lineage":["https://openalex.org/I70986742"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]},{"id":"https://openalex.org/I97750245","display_name":"Software (Spain)","ror":"https://ror.org/02ethns06","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210087817","https://openalex.org/I97750245"]}],"countries":["CA","CN","ES"],"is_corresponding":false,"raw_author_name":"Xue-Min Si","raw_affiliation_strings":["Nanjing University","National Key Laboratory for Novel Software Technology Collaborative Innovation Center of Novel Software Technology and Industrialization","Nanjing University, Nanjing, 210023, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"National Key Laboratory for Novel Software Technology Collaborative Innovation Center of Novel Software Technology and Industrialization","institution_ids":["https://openalex.org/I70986742","https://openalex.org/I97750245"]},{"raw_affiliation_string":"Nanjing University, Nanjing, 210023, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013466530","display_name":"Yuan Jiang","orcid":"https://orcid.org/0000-0002-1669-8023"},"institutions":[{"id":"https://openalex.org/I70986742","display_name":"Novelis (Canada)","ror":"https://ror.org/03wn09h25","country_code":"CA","type":"company","lineage":["https://openalex.org/I70986742"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]},{"id":"https://openalex.org/I97750245","display_name":"Software (Spain)","ror":"https://ror.org/02ethns06","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210087817","https://openalex.org/I97750245"]}],"countries":["CA","CN","ES"],"is_corresponding":false,"raw_author_name":"Yuan Jiang","raw_affiliation_strings":["Nanjing University","Nanjing University, Nanjing, 210023, China","National Key Laboratory for Novel Software Technology Collaborative Innovation Center of Novel Software Technology and Industrialization"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Nanjing University, Nanjing, 210023, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"National Key Laboratory for Novel Software Technology Collaborative Innovation Center of Novel Software Technology and Industrialization","institution_ids":["https://openalex.org/I70986742","https://openalex.org/I97750245"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3315","last_page":"3321"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9979000091552734,"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":0.9979000091552734,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9973000288009644,"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":0.9959999918937683,"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/mahalanobis-distance","display_name":"Mahalanobis distance","score":0.917455792427063},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.7837545275688171},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5514897704124451},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.528712809085846},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4397861361503601},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.438656747341156},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4365460276603699},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.42808327078819275},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3896826207637787},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09616068005561829}],"concepts":[{"id":"https://openalex.org/C1921717","wikidata":"https://www.wikidata.org/wiki/Q1334846","display_name":"Mahalanobis distance","level":2,"score":0.917455792427063},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.7837545275688171},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5514897704124451},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.528712809085846},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4397861361503601},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.438656747341156},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4365460276603699},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.42808327078819275},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3896826207637787},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09616068005561829},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","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/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"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":1,"locations":[{"id":"doi:10.24963/ijcai.2017/463","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2017/463","pdf_url":"https://www.ijcai.org/proceedings/2017/0463.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.24963/ijcai.2017/463","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2017/463","pdf_url":"https://www.ijcai.org/proceedings/2017/0463.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8863732217","display_name":null,"funder_award_id":"61632004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G91167369","display_name":null,"funder_award_id":"61673201","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2740792888.pdf","grobid_xml":"https://content.openalex.org/works/W2740792888.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1490654344","https://openalex.org/W1492129349","https://openalex.org/W1546430343","https://openalex.org/W1975595700","https://openalex.org/W2004011892","https://openalex.org/W2062112832","https://openalex.org/W2063135797","https://openalex.org/W2093549852","https://openalex.org/W2100556411","https://openalex.org/W2106053110","https://openalex.org/W2117154949","https://openalex.org/W2121949863","https://openalex.org/W2124541940","https://openalex.org/W2130556178","https://openalex.org/W2140214528","https://openalex.org/W2140676372","https://openalex.org/W2158139921","https://openalex.org/W2158542502","https://openalex.org/W2169495281","https://openalex.org/W2174144271","https://openalex.org/W2182206537","https://openalex.org/W2278086079","https://openalex.org/W2281948289","https://openalex.org/W2293119424","https://openalex.org/W2296319761","https://openalex.org/W2468075526","https://openalex.org/W2469455946","https://openalex.org/W2475245514","https://openalex.org/W2496568688","https://openalex.org/W2561469204","https://openalex.org/W2563227364","https://openalex.org/W2565107873","https://openalex.org/W2572916046","https://openalex.org/W2580411418","https://openalex.org/W2951351492","https://openalex.org/W2951681886","https://openalex.org/W2952825952","https://openalex.org/W2953029546","https://openalex.org/W2953147515","https://openalex.org/W2964176323","https://openalex.org/W3141595720","https://openalex.org/W4210880854","https://openalex.org/W4294338724"],"related_works":["https://openalex.org/W4382795578","https://openalex.org/W2355463328","https://openalex.org/W2402648945","https://openalex.org/W1431147547","https://openalex.org/W2055761197","https://openalex.org/W2053213469","https://openalex.org/W2057608111","https://openalex.org/W2793032185","https://openalex.org/W939486154","https://openalex.org/W1968139932"],"abstract_inverted_index":{"Mahalanobis":[0],"distance":[1,12,29,79,112],"metric":[2,30,34,80,129],"takes":[3],"feature":[4],"weights":[5],"and":[6,40,87,128,133],"correlation":[7],"into":[8],"account":[9],"in":[10],"the":[11,17,37,45,64,78,89,100,103,111,137,140],"computation,":[13],"which":[14,123],"can":[15,119],"improve":[16],"performance":[18],"of":[19,47,74,105,116,139],"many":[20],"similarity/dissimilarity":[21],"based":[22,35],"methods,":[23],"such":[24],"as":[25,61],"kNN.":[26],"Most":[27],"existing":[28],"learning":[31,81,92],"methods":[32],"obtain":[33],"on":[36,52,57,131],"raw":[38],"features":[39],"side":[41,125],"information":[42,126],"but":[43],"neglect":[44],"reliability":[46],"them.":[48],"Noises":[49],"or":[50,102],"disturbances":[51],"instances":[53,75,118],"will":[54],"make":[55],"changes":[56],"their":[58],"relationships,":[59],"so":[60],"to":[62],"affect":[63],"learned":[65],"metric.In":[66],"this":[67],"paper,":[68],"we":[69],"claim":[70],"that":[71],"considering":[72],"disturbance":[73,104],"may":[76],"help":[77],"approach":[82],"get":[83],"a":[84],"robust":[85],"metric,":[86],"propose":[88],"Distance":[90],"metRIc":[91],"Facilitated":[93],"by":[94],"disTurbances":[95],"(DRIFT)":[96],"approach.":[97,142],"In":[98],"DRIFT,":[99],"noise":[101],"each":[106,114],"instance":[107],"is":[108],"learned.":[109],"Therefore,":[110],"between":[113],"pair":[115],"(noisy)":[117],"be":[120],"better":[121],"estimated,":[122],"facilitates":[124],"utilization":[127],"learning.Experiments":[130],"prediction":[132],"visualization":[134],"clearly":[135],"indicate":[136],"effectiveness":[138],"proposed":[141]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"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":3},{"year":2018,"cited_by_count":5}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}
