{"id":"https://openalex.org/W2988647409","doi":"https://doi.org/10.1016/b978-0-12-815739-8.00019-5","title":"A step-by-step tutorial on how to build a machine learning model","display_name":"A step-by-step tutorial on how to build a machine learning model","publication_year":2019,"publication_date":"2019-11-15","ids":{"openalex":"https://openalex.org/W2988647409","doi":"https://doi.org/10.1016/b978-0-12-815739-8.00019-5","mag":"2988647409"},"language":"en","primary_location":{"id":"doi:10.1016/b978-0-12-815739-8.00019-5","doi":"https://doi.org/10.1016/b978-0-12-815739-8.00019-5","is_oa":false,"landing_page_url":"https://doi.org/10.1016/b978-0-12-815739-8.00019-5","pdf_url":null,"source":{"id":"https://openalex.org/S4306463230","display_name":"Elsevier eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W3171891588","display_name":"Machine Learning"},"type":"book-chapter","is_traditional":true,"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/A5018489699","display_name":"Sandra Vieira","orcid":"https://orcid.org/0000-0002-2141-1963","observed_orcids":["https://orcid.org/0000-0002-2141-1963"]},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sandra Vieira","raw_affiliation_strings":["Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011568277","display_name":"Rafael Garcia\u2010Dias","orcid":"https://orcid.org/0000-0001-9332-1580","observed_orcids":["https://orcid.org/0000-0001-9332-1580"]},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Rafael Garcia-Dias","raw_affiliation_strings":["Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074184782","display_name":"Walter Hugo Lopez Pinaya","orcid":"https://orcid.org/0000-0002-2795-9209","observed_orcids":["https://orcid.org/0000-0002-2795-9209"]},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]},{"id":"https://openalex.org/I71715416","display_name":"Universidade Federal do ABC","ror":"https://ror.org/028kg9j04","country_code":"BR","type":"education","lineage":["https://openalex.org/I71715416"]}],"countries":["BR","GB"],"is_corresponding":false,"raw_author_name":"Walter Hugo Lopez Pinaya","raw_affiliation_strings":["Centre of Mathematics, Computation, and Cognition, Universidade Federal do ABC, Santo Andr\u00e9, S\u00e3o Paulo, Brazil","Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre of Mathematics, Computation, and Cognition, Universidade Federal do ABC, Santo Andr\u00e9, S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I71715416"]},{"raw_affiliation_string":"Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom","institution_ids":["https://openalex.org/I183935753"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.015,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.9385942,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"343","last_page":"370"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.2094999998807907,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.2094999998807907,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13650","display_name":"Computational Physics and Python Applications","score":0.19030000269412994,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.1842000037431717,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/machine-learning-pipelines","display_name":"machine learning pipelines","score":0.8270000219345093},{"id":"https://openalex.org/keywords/supervised-classification","display_name":"supervised classification","score":0.5770000219345093},{"id":"https://openalex.org/keywords/schizophrenia","display_name":"schizophrenia","score":0.6579999923706055},{"id":"https://openalex.org/keywords/grey-matter-volume","display_name":"gray matter volume","score":0.8349999785423279},{"id":"https://openalex.org/keywords/gray-matter-thickness","display_name":"gray matter thickness","score":0.9769999980926514},{"id":"https://openalex.org/keywords/freesurfer","display_name":"FreeSurfer","score":0.8460000157356262},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9100000262260437},{"id":"https://openalex.org/keywords/neuroimaging-data","display_name":"neuroimaging data","score":0.878000020980835},{"id":"https://openalex.org/keywords/python-programming","display_name":"Python programming","score":0.6069999933242798},{"id":"https://openalex.org/keywords/brain-disorders","display_name":"brain disorders","score":0.7960000038146973}],"concepts":[{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.8232337236404419},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7874040603637695},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6484358906745911},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.644542396068573},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.584698498249054},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.486694872379303},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.4600090980529785},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.45605891942977905},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3931231200695038},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09844952821731567},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/b978-0-12-815739-8.00019-5","doi":"https://doi.org/10.1016/b978-0-12-815739-8.00019-5","is_oa":false,"landing_page_url":"https://doi.org/10.1016/b978-0-12-815739-8.00019-5","pdf_url":null,"source":{"id":"https://openalex.org/S4306463230","display_name":"Elsevier eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning","raw_type":"book-chapter"},{"id":"pmh:oai:kclpure.kcl.ac.uk:publications/5b0c471c-8563-43b1-b5c9-bad4af248c86","doi":null,"is_oa":false,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/en/publications/5b0c471c-8563-43b1-b5c9-bad4af248c86","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Vieira, S, Garcia-dias, R & Lopez Pinaya, W H 2020, A step-by-step tutorial on how to build a machine learning model. in Machine Learning : Methods and Applications to Brain Disorders. Elsevier, pp. 343-370. https://doi.org/10.1016/B978-0-12-815739-8.00019-5","raw_type":"info:eu-repo/semantics/bookPart"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8199999928474426,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2004230500","https://openalex.org/W2040305148","https://openalex.org/W2055683310","https://openalex.org/W2580744997","https://openalex.org/W2708474221","https://openalex.org/W2819142340","https://openalex.org/W4241074797"],"related_works":["https://openalex.org/W3135067835","https://openalex.org/W2151591509","https://openalex.org/W2036816374","https://openalex.org/W6958602914","https://openalex.org/W2989032507","https://openalex.org/W7100069490","https://openalex.org/W3095000650","https://openalex.org/W2799001851","https://openalex.org/W7223133702","https://openalex.org/W7167864744"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2019-11-22T00:00:00"}