{"id":"https://openalex.org/W2980077755","doi":"https://doi.org/10.1007/978-3-030-31901-4_3","title":"Deep Learning vs. Classical Machine Learning: A Comparison of Methods for Fluid Intelligence Prediction","display_name":"Deep Learning vs. Classical Machine Learning: A Comparison of Methods for Fluid Intelligence Prediction","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2980077755","doi":"https://doi.org/10.1007/978-3-030-31901-4_3","mag":"2980077755"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-31901-4_3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-31901-4_3","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5029332467","display_name":"Luke Guerdan","orcid":"https://orcid.org/0009-0009-3566-9429"},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Luke Guerdan","raw_affiliation_strings":["University of Missouri - Columbia, Columbia, MO, 65021, USA"],"affiliations":[{"raw_affiliation_string":"University of Missouri - Columbia, Columbia, MO, 65021, USA","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101404136","display_name":"Peng Sun","orcid":"https://orcid.org/0000-0003-4715-5926"},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peng Sun","raw_affiliation_strings":["University of Missouri - Columbia, Columbia, MO, 65021, USA"],"affiliations":[{"raw_affiliation_string":"University of Missouri - Columbia, Columbia, MO, 65021, USA","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110642844","display_name":"Connor Rowland","orcid":null},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Connor Rowland","raw_affiliation_strings":["University of Missouri - Columbia, Columbia, MO, 65021, USA"],"affiliations":[{"raw_affiliation_string":"University of Missouri - Columbia, Columbia, MO, 65021, USA","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029424736","display_name":"Logan Harrison","orcid":null},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Logan Harrison","raw_affiliation_strings":["University of Missouri - Columbia, Columbia, MO, 65021, USA"],"affiliations":[{"raw_affiliation_string":"University of Missouri - Columbia, Columbia, MO, 65021, USA","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018831854","display_name":"Zhicheng Tang","orcid":"https://orcid.org/0000-0003-1670-9199"},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhicheng Tang","raw_affiliation_strings":["University of Missouri - Columbia, Columbia, MO, 65021, USA"],"affiliations":[{"raw_affiliation_string":"University of Missouri - Columbia, Columbia, MO, 65021, USA","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087828458","display_name":"Nickolas M. Wergeles","orcid":null},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nickolas Wergeles","raw_affiliation_strings":["University of Missouri - Columbia, Columbia, MO, 65021, USA"],"affiliations":[{"raw_affiliation_string":"University of Missouri - Columbia, Columbia, MO, 65021, USA","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057883374","display_name":"Yi Shang","orcid":"https://orcid.org/0000-0001-7771-4034"},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yi Shang","raw_affiliation_strings":["University of Missouri - Columbia, Columbia, MO, 65021, USA"],"affiliations":[{"raw_affiliation_string":"University of Missouri - Columbia, Columbia, MO, 65021, USA","institution_ids":["https://openalex.org/I76835614"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5029332467"],"corresponding_institution_ids":["https://openalex.org/I76835614"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":2.2147,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.89132619,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"17","last_page":"25"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9973000288009644,"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":0.9973000288009644,"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/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9865000247955322,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.8078384399414062},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7608833909034729},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6214653253555298},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.600448489189148},{"id":"https://openalex.org/keywords/voxel","display_name":"Voxel","score":0.5523232221603394},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5474347472190857},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4963124394416809},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.490294486284256},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4583842158317566},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4572155475616455},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.4481276571750641},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.14200255274772644}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8078384399414062},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7608833909034729},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6214653253555298},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.600448489189148},{"id":"https://openalex.org/C54170458","wikidata":"https://www.wikidata.org/wiki/Q663554","display_name":"Voxel","level":2,"score":0.5523232221603394},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5474347472190857},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4963124394416809},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.490294486284256},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4583842158317566},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4572155475616455},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.4481276571750641},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.14200255274772644}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-030-31901-4_3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-31901-4_3","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1987826663","https://openalex.org/W1999653836","https://openalex.org/W2071461458","https://openalex.org/W2093120878","https://openalex.org/W2120259577","https://openalex.org/W2150408076","https://openalex.org/W2162010696","https://openalex.org/W2163605009","https://openalex.org/W2469941224","https://openalex.org/W2492868218","https://openalex.org/W2588003167","https://openalex.org/W2760516000","https://openalex.org/W2766873368","https://openalex.org/W2805544603","https://openalex.org/W2883677709","https://openalex.org/W2899014593","https://openalex.org/W2962934715","https://openalex.org/W3102185977"],"related_works":["https://openalex.org/W3027020613","https://openalex.org/W2016533837","https://openalex.org/W3167885074","https://openalex.org/W2892386716","https://openalex.org/W1998563493","https://openalex.org/W4306164210","https://openalex.org/W4313316311","https://openalex.org/W4362608745","https://openalex.org/W2383143032","https://openalex.org/W2082728368"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
