{"id":"https://openalex.org/W109189503","doi":null,"title":"Discriminative vs informative learning","display_name":"Discriminative vs informative learning","publication_year":1997,"publication_date":"1997-08-14","ids":{"openalex":"https://openalex.org/W109189503","mag":"109189503"},"language":"en","primary_location":{"id":"pmh:oai:CiteSeerX.psu:10.1.1.155.1181","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.155.1181","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www-stat.stanford.edu/~hastie/THESES/dan_rubenstein.pdf","raw_type":"text"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"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/A5054117170","display_name":"Y. Dan Rubinstein","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Y. Dan Rubinstein","raw_affiliation_strings":["Department, of Statistics, Stanford University, Stanford, CA#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department, of Statistics, Stanford University, Stanford, CA#TAB#","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045744709","display_name":"Trevor J. Hastie","orcid":"https://orcid.org/0000-0002-0164-3142","observed_orcids":["https://orcid.org/0000-0002-0164-3142"]},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Trevor Hastie","raw_affiliation_strings":["Department, of Statistics, Stanford University, Stanford, CA#TAB#"],"raw_orcid":"https://orcid.org/0000-0002-0164-3142","affiliations":[{"raw_affiliation_string":"Department, of Statistics, Stanford University, Stanford, CA#TAB#","institution_ids":["https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I97018004"],"apc_list":null,"apc_paid":null,"fwci":1.8437,"has_fulltext":false,"cited_by_count":198,"citation_normalized_percentile":{"value":0.84563032,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"49","last_page":"53"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13141","display_name":"Statistical Methods and Applications","score":0.3391000032424927,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13141","display_name":"Statistical Methods and Applications","score":0.3391000032424927,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.21250000596046448,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.10360000282526016,"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/discriminative-learning","display_name":"discriminative learning","score":0.753000020980835},{"id":"https://openalex.org/keywords/pattern-classification","display_name":"pattern classification","score":0.8669999837875366},{"id":"https://openalex.org/keywords/naive-bayes","display_name":"naive Bayes","score":0.9150000214576721},{"id":"https://openalex.org/keywords/generalized-additive-models","display_name":"generalized additive models","score":0.953000009059906},{"id":"https://openalex.org/keywords/high-dimensional-features","display_name":"high-dimensional features","score":0.8059999942779541}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.9355723857879639},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7447359561920166},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.714066207408905},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.6876901984214783},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6798965930938721},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6570939421653748},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5605411529541016},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5211227536201477},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5008406639099121},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.26800215244293213},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"pmh:oai:CiteSeerX.psu:10.1.1.155.1181","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.155.1181","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www-stat.stanford.edu/~hastie/THESES/dan_rubenstein.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.46.6208","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.46.6208","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www-stat.stanford.edu/~hastie/Papers/kdd97.ps","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.91.7510","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.91.7510","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.iastate.edu/~cs573x/2005/kdd97.pdf","raw_type":"text"},{"id":"mag:109189503","doi":null,"is_oa":false,"landing_page_url":"https://web.stanford.edu/~hastie/THESES/dan_rubenstein.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306420424","display_name":"Knowledge Discovery and Data Mining","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"Knowledge Discovery and Data Mining","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W43103345","https://openalex.org/W1523293200","https://openalex.org/W1564660545","https://openalex.org/W1634005169","https://openalex.org/W1840338487","https://openalex.org/W1887916728","https://openalex.org/W1906182963","https://openalex.org/W1912123407","https://openalex.org/W1964740999","https://openalex.org/W1981367467","https://openalex.org/W2002869784","https://openalex.org/W2007042422","https://openalex.org/W2011915929","https://openalex.org/W2023109807","https://openalex.org/W2051885135","https://openalex.org/W2058170734","https://openalex.org/W2079100340","https://openalex.org/W2090578816","https://openalex.org/W2100439325","https://openalex.org/W2117428648","https://openalex.org/W2129476886","https://openalex.org/W2132983483","https://openalex.org/W2141871293","https://openalex.org/W2142334564","https://openalex.org/W2157568218","https://openalex.org/W2158592301","https://openalex.org/W2797583072","https://openalex.org/W2798909945","https://openalex.org/W3017143921"],"related_works":["https://openalex.org/W7098242588","https://openalex.org/W1545269337","https://openalex.org/W2163614729","https://openalex.org/W6960462117","https://openalex.org/W2231077521","https://openalex.org/W640794520","https://openalex.org/W7096542634","https://openalex.org/W7097114338","https://openalex.org/W173906397","https://openalex.org/W7095514900"],"abstract_inverted_index":{"The":[0],"goal":[1],"of":[2,11,75],"pattern":[3],"classification":[4],"can":[5],"be":[6],"approached":[7],"from":[8],"two":[9,47],"points":[10],"view:":[12],"informative-":[13],"where":[14,23,79],"the":[15,18,24,29,35,43,54,73,80],"classifier":[16],"learns":[17],"class":[19,30,37],"densities,":[20],"or":[21],"discriminative-":[22],"focus":[25],"is":[26],"on":[27],"learning":[28],"boundaries":[31],"without":[32],"regard":[33],"to":[34,56],"underlying":[36],"densities.":[38],"We":[39],"review":[40],"and":[41,52,63,84,96],"synthesize":[42],"tradeoffs":[44,81],"between":[45,82],"these":[46],"approaches":[48],"for":[49,94],"simple":[50],"classifiers,":[51],"extend":[53],"results":[55,91],"modern":[57],"techniques":[58],"such":[59],"as":[60],"Naive":[61],"Bayes":[62],"Generalized":[64],"Additive":[65],"Models.":[66],"Data":[67],"mining":[68],"applications":[69],"often":[70],"operate":[71],"in":[72],"domain":[74],"high":[76],"dimensional":[77],"features":[78],"informative":[83],"discriminative":[85],"classifiers":[86],"are":[87,92],"especially":[88],"relevant.":[89],"Experimental":[90],"provided":[93],"simulated":[95],"real":[97],"data.":[98]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":7},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":9},{"year":2014,"cited_by_count":9},{"year":2013,"cited_by_count":6},{"year":2012,"cited_by_count":15}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}
