{"id":"https://openalex.org/W1554944419","doi":"https://doi.org/10.1007/978-0-387-84858-7","title":"The Elements of Statistical Learning: Data Mining, Inference, and Prediction","display_name":"The Elements of Statistical Learning: Data Mining, Inference, and Prediction","publication_year":2013,"publication_date":"2013-07-28","ids":{"openalex":"https://openalex.org/W1554944419","doi":"https://doi.org/10.1007/978-0-387-84858-7","mag":"1554944419"},"language":"en","primary_location":{"id":"pmh:oai:CiteSeerX.psu:10.1.1.158.8831","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.158.8831","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/ESLII.pdf","raw_type":"text"},"type":"book","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/A5045744709","display_name":"Trevor Hastie","orcid":"https://orcid.org/0000-0002-0164-3142"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Trevor Hastie","raw_affiliation_strings":["University Of New south Wales"],"raw_orcid":"https://orcid.org/0000-0002-0164-3142","affiliations":[{"raw_affiliation_string":"University Of New south Wales","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027340494","display_name":"Robert Tibshirani","orcid":"https://orcid.org/0000-0003-0553-5090"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Robert Tibshirani","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-0553-5090","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5020427483","display_name":"Jerome H. Friedman","orcid":"https://orcid.org/0000-0001-5968-8901"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jerome H. Friedman","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-5968-8901","affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5045744709"],"corresponding_institution_ids":["https://openalex.org/I31746571"],"apc_list":null,"apc_paid":null,"fwci":668.2239,"has_fulltext":false,"cited_by_count":19404,"citation_normalized_percentile":{"value":1.0,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.17470000684261322,"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"}},"topics":[{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.17470000684261322,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5834159255027771},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5829743146896362},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5663595795631409},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5528530478477478},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.511576235294342},{"id":"https://openalex.org/keywords/terminology","display_name":"Terminology","score":0.49481338262557983},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4526790976524353},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4501138925552368},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.4358164072036743},{"id":"https://openalex.org/keywords/statistical-inference","display_name":"Statistical inference","score":0.4111268222332001},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21415278315544128},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.15279418230056763}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5834159255027771},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5829743146896362},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5663595795631409},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5528530478477478},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.511576235294342},{"id":"https://openalex.org/C547195049","wikidata":"https://www.wikidata.org/wiki/Q1725664","display_name":"Terminology","level":2,"score":0.49481338262557983},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4526790976524353},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4501138925552368},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.4358164072036743},{"id":"https://openalex.org/C134261354","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical inference","level":2,"score":0.4111268222332001},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21415278315544128},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.15279418230056763},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":13,"locations":[{"id":"pmh:oai:CiteSeerX.psu:10.1.1.158.8831","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.158.8831","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/ESLII.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.229.864","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.229.864","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.stanford.edu/%7Ehastie/Papers/ESLII.pdf","raw_type":"text"},{"id":"pmh:oai:aleph.bib-bvb.de:BVB01-009467156","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:aleph.bib-bvb.de:BVB01-010693131","is_oa":false,"landing_page_url":"http://bvbr.bib-bvb.de:8991/F?func=service&amp;doc_library=BVB01&amp;local_base=BVB01&amp;doc_number=010693131&amp;sequence=000001&amp;line_number=0001&amp;func_code=DB_RECORDS&amp;service_type=MEDIA","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:aleph.bib-bvb.de:BVB01-015718680","is_oa":false,"landing_page_url":"https://bvbr.bib-bvb.de:443/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015718680&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:aleph.bib-bvb.de:BVB01-018627387","is_oa":false,"landing_page_url":"http://bvbr.bib-bvb.de:8991/F?func=service&amp;doc_library=BVB01&amp;local_base=BVB01&amp;doc_number=018627387&amp;sequence=000002&amp;line_number=0001&amp;func_code=DB_RECORDS&amp;service_type=MEDIA","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:aleph.bib-bvb.de:BVB01-020415191","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-0-387-84858-7","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"software, multimedia"},{"id":"pmh:oai:aleph.bib-bvb.de:BVB01-022644044","is_oa":false,"landing_page_url":"http://bvbr.bib-bvb.de:8991/F?func=service&amp;doc_library=BVB01&amp;local_base=BVB01&amp;doc_number=022644044&amp;sequence=000003&amp;line_number=0001&amp;func_code=DB_RECORDS&amp;service_type=MEDIA","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:aleph.bib-bvb.de:BVB01-026790972","is_oa":false,"landing_page_url":"http://bvbr.bib-bvb.de:8991/F?func=service&amp;doc_library=BVB01&amp;local_base=BVB01&amp;doc_number=026790972&amp;sequence=000002&amp;line_number=0001&amp;func_code=DB_RECORDS&amp;service_type=MEDIA","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:aleph.bib-bvb.de:BVB01-029224648","is_oa":false,"landing_page_url":"http://digitool.hbz-nrw.de:1801/webclient/DeliveryManager?pid=3689896&amp;custom_att_2=simple_viewer","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:aleph.bib-bvb.de:BVB01-029812524","is_oa":false,"landing_page_url":"https://bvbr.bib-bvb.de:443/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029812524&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Statistik"},{"id":"pmh:oai:cds.cern.ch:1315326","is_oa":false,"landing_page_url":"http://cds.cern.ch/record/1315326","pdf_url":null,"source":{"id":"https://openalex.org/S4306402195","display_name":"CERN Document Server (European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"mag:1554944419","is_oa":false,"landing_page_url":"http://catalog.lib.kyushu-u.ac.jp/ja/recordID/1416361","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.46000000834465027,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3085162807","https://openalex.org/W2912934387","https://openalex.org/W2911964244","https://openalex.org/W2799061466","https://openalex.org/W273955616","https://openalex.org/W2582743722","https://openalex.org/W2156909104","https://openalex.org/W2153635508","https://openalex.org/W2148603752","https://openalex.org/W2135046866","https://openalex.org/W2122825543","https://openalex.org/W2119821739","https://openalex.org/W2102201073","https://openalex.org/W2101234009","https://openalex.org/W2097360283","https://openalex.org/W2063978378","https://openalex.org/W1988790447","https://openalex.org/W1678356000","https://openalex.org/W1663973292","https://openalex.org/W1480376833"],"abstract_inverted_index":{"Covers":[0],"supervised":[1],"learning":[2],"(prediction)":[3],"to":[4],"unsupervised":[5],"learning.":[6],"This":[7],"book":[8],"contains":[9],"topics":[10],"including":[11],"neural":[12],"networks,":[13],"support":[14],"vector":[15],"machines,":[16],"classification":[17],"trees":[18],"and":[19],"boosting":[20]},"counts_by_year":[{"year":2025,"cited_by_count":122},{"year":2024,"cited_by_count":181},{"year":2023,"cited_by_count":230},{"year":2022,"cited_by_count":288},{"year":2021,"cited_by_count":1872},{"year":2020,"cited_by_count":1913},{"year":2019,"cited_by_count":1387},{"year":2018,"cited_by_count":1123},{"year":2017,"cited_by_count":1086},{"year":2016,"cited_by_count":1210},{"year":2015,"cited_by_count":1336},{"year":2014,"cited_by_count":1256},{"year":2013,"cited_by_count":1217},{"year":2012,"cited_by_count":1082}],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2025-10-10T00:00:00"}
