{"id":"https://openalex.org/W4391326663","doi":"https://doi.org/10.1007/978-3-031-47715-7_15","title":"Grouping Shapley Value Feature Importances of Random Forests for Explainable Yield Prediction","display_name":"Grouping Shapley Value Feature Importances of Random Forests for Explainable Yield Prediction","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391326663","doi":"https://doi.org/10.1007/978-3-031-47715-7_15"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-47715-7_15","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-47715-7_15","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"type":"conference-paper","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/A5101536570","display_name":"Florian Huber","orcid":"https://orcid.org/0000-0002-6485-1942"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Florian Huber","raw_affiliation_strings":["Department of Computer Science IV, University of Bonn, Friedrich-Hirzebruch-Allee 8, 53121, Bonn, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science IV, University of Bonn, Friedrich-Hirzebruch-Allee 8, 53121, Bonn, Germany","institution_ids":["https://openalex.org/I135140700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010741340","display_name":"Hannes Engler","orcid":null},"institutions":[{"id":"https://openalex.org/I1326965316","display_name":"Julius K\u00fchn-Institut","ror":"https://ror.org/022d5qt08","country_code":"DE","type":"government","lineage":["https://openalex.org/I1326965316","https://openalex.org/I2801963157"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hannes Engler","raw_affiliation_strings":["Julius K\u00fchn-Institut, Federal Research Centre of Cultivated Plants, Institute for Grapevine Breeding Geilweilerhof, 76833, Siebeldingen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Julius K\u00fchn-Institut, Federal Research Centre of Cultivated Plants, Institute for Grapevine Breeding Geilweilerhof, 76833, Siebeldingen, Germany","institution_ids":["https://openalex.org/I1326965316"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082148027","display_name":"Anna Kicherer","orcid":"https://orcid.org/0000-0002-6442-3219"},"institutions":[{"id":"https://openalex.org/I1326965316","display_name":"Julius K\u00fchn-Institut","ror":"https://ror.org/022d5qt08","country_code":"DE","type":"government","lineage":["https://openalex.org/I1326965316","https://openalex.org/I2801963157"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anna Kicherer","raw_affiliation_strings":["Julius K\u00fchn-Institut, Federal Research Centre of Cultivated Plants, Institute for Grapevine Breeding Geilweilerhof, 76833, Siebeldingen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Julius K\u00fchn-Institut, Federal Research Centre of Cultivated Plants, Institute for Grapevine Breeding Geilweilerhof, 76833, Siebeldingen, Germany","institution_ids":["https://openalex.org/I1326965316"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106671335","display_name":"Katja Herzog","orcid":"https://orcid.org/0000-0003-0477-9843"},"institutions":[{"id":"https://openalex.org/I1326965316","display_name":"Julius K\u00fchn-Institut","ror":"https://ror.org/022d5qt08","country_code":"DE","type":"government","lineage":["https://openalex.org/I1326965316","https://openalex.org/I2801963157"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Katja Herzog","raw_affiliation_strings":["Julius K\u00fchn-Institut, Federal Research Centre of Cultivated Plants, Institute for Grapevine Breeding Geilweilerhof, 76833, Siebeldingen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Julius K\u00fchn-Institut, Federal Research Centre of Cultivated Plants, Institute for Grapevine Breeding Geilweilerhof, 76833, Siebeldingen, Germany","institution_ids":["https://openalex.org/I1326965316"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025816910","display_name":"Reinhard T\u00f6pfer","orcid":"https://orcid.org/0000-0003-1569-2495"},"institutions":[{"id":"https://openalex.org/I1326965316","display_name":"Julius K\u00fchn-Institut","ror":"https://ror.org/022d5qt08","country_code":"DE","type":"government","lineage":["https://openalex.org/I1326965316","https://openalex.org/I2801963157"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Reinhard T\u00f6pfer","raw_affiliation_strings":["Julius K\u00fchn-Institut, Federal Research Centre of Cultivated Plants, Institute for Grapevine Breeding Geilweilerhof, 76833, Siebeldingen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Julius K\u00fchn-Institut, Federal Research Centre of Cultivated Plants, Institute for Grapevine Breeding Geilweilerhof, 76833, Siebeldingen, Germany","institution_ids":["https://openalex.org/I1326965316"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071509474","display_name":"Volker Steinhage","orcid":"https://orcid.org/0000-0002-3172-3645"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Volker Steinhage","raw_affiliation_strings":["Department of Computer Science IV, University of Bonn, Friedrich-Hirzebruch-Allee 8, 53121, Bonn, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science IV, University of Bonn, Friedrich-Hirzebruch-Allee 8, 53121, Bonn, Germany","institution_ids":["https://openalex.org/I135140700"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101536570"],"corresponding_institution_ids":["https://openalex.org/I135140700"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"210","last_page":"228"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9930999875068665,"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"}},"topics":[{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9930999875068665,"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/T11674","display_name":"Sports Analytics and Performance","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9868000149726868,"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/yield","display_name":"Yield (engineering)","score":0.6217707991600037},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6085177063941956},{"id":"https://openalex.org/keywords/shapley-value","display_name":"Shapley value","score":0.6069597005844116},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.5864613056182861},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5302400588989258},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.5023908615112305},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.47180572152137756},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4708406925201416},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.40375763177871704},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.37749743461608887},{"id":"https://openalex.org/keywords/mathematical-economics","display_name":"Mathematical economics","score":0.11381915211677551},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.054041773080825806},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.044627100229263306},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.04278784990310669}],"concepts":[{"id":"https://openalex.org/C134121241","wikidata":"https://www.wikidata.org/wiki/Q899301","display_name":"Yield (engineering)","level":2,"score":0.6217707991600037},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6085177063941956},{"id":"https://openalex.org/C199022921","wikidata":"https://www.wikidata.org/wiki/Q240046","display_name":"Shapley value","level":3,"score":0.6069597005844116},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.5864613056182861},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5302400588989258},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5023908615112305},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47180572152137756},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4708406925201416},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.40375763177871704},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37749743461608887},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.11381915211677551},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.054041773080825806},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.044627100229263306},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.04278784990310669},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0},{"id":"https://openalex.org/C177142836","wikidata":"https://www.wikidata.org/wiki/Q44455","display_name":"Game theory","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-47715-7_15","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-47715-7_15","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.6899999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1980426198","https://openalex.org/W2009662043","https://openalex.org/W2116930969","https://openalex.org/W2295598076","https://openalex.org/W2604645045","https://openalex.org/W2623783328","https://openalex.org/W2808573796","https://openalex.org/W2913570020","https://openalex.org/W2959197972","https://openalex.org/W2999615587","https://openalex.org/W3008924261","https://openalex.org/W3029014910","https://openalex.org/W3079760979","https://openalex.org/W3164809178","https://openalex.org/W3200376579","https://openalex.org/W4296970127","https://openalex.org/W4300337452"],"related_works":["https://openalex.org/W4249226508","https://openalex.org/W2380202880","https://openalex.org/W4233790924","https://openalex.org/W3126099358","https://openalex.org/W4256656994","https://openalex.org/W2169227624","https://openalex.org/W2008082683","https://openalex.org/W1964562120","https://openalex.org/W3147268231","https://openalex.org/W1750845299"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
