{"id":"https://openalex.org/W4412035971","doi":"https://doi.org/10.1007/s11222-025-10656-0","title":"S-SIRUS: an explainability algorithm for spatial regression Random Forest","display_name":"S-SIRUS: an explainability algorithm for spatial regression Random Forest","publication_year":2025,"publication_date":"2025-07-04","ids":{"openalex":"https://openalex.org/W4412035971","doi":"https://doi.org/10.1007/s11222-025-10656-0"},"language":"en","primary_location":{"id":"doi:10.1007/s11222-025-10656-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11222-025-10656-0","pdf_url":null,"source":{"id":"https://openalex.org/S5437875","display_name":"Statistics and Computing","issn_l":"0960-3174","issn":["0960-3174","1573-1375"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Statistics and Computing","raw_type":"journal-article"},"type":"article","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/A5043741242","display_name":"Luca Patelli","orcid":null},"institutions":[{"id":"https://openalex.org/I25217355","display_name":"University of Pavia","ror":"https://ror.org/00s6t1f81","country_code":"IT","type":"education","lineage":["https://openalex.org/I25217355"]},{"id":"https://openalex.org/I11039511","display_name":"University of Bergamo","ror":"https://ror.org/02mbd5571","country_code":"IT","type":"education","lineage":["https://openalex.org/I11039511"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Luca Patelli","raw_affiliation_strings":["Department of Economics and Management, University of Pavia, Pavia, Italy","Department of Economics, University of Bergamo, Bergamo, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Economics and Management, University of Pavia, Pavia, Italy","institution_ids":["https://openalex.org/I25217355"]},{"raw_affiliation_string":"Department of Economics, University of Bergamo, Bergamo, Italy","institution_ids":["https://openalex.org/I11039511"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060023456","display_name":"Natalia Golini","orcid":"https://orcid.org/0000-0003-4457-5781"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Natalia Golini","raw_affiliation_strings":["Department of Economics and Statistics \u201cCognetti de Martiis\u201d, University of Torino, Torino, Italy","Department of Economics and Statistics \"Cognetti de Martiis\", University of Torino, Torino, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Economics and Statistics \u201cCognetti de Martiis\u201d, University of Torino, Torino, Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Department of Economics and Statistics \"Cognetti de Martiis\", University of Torino, Torino, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001509129","display_name":"Rosaria Ignaccolo","orcid":"https://orcid.org/0000-0003-2998-1714"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Rosaria Ignaccolo","raw_affiliation_strings":["Department of Economics and Statistics \u201cCognetti de Martiis\u201d, University of Torino, Torino, Italy","Department of Economics and Statistics \"Cognetti de Martiis\", University of Torino, Torino, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Economics and Statistics \u201cCognetti de Martiis\u201d, University of Torino, Torino, Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Department of Economics and Statistics \"Cognetti de Martiis\", University of Torino, Torino, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008108771","display_name":"Michela Cameletti","orcid":"https://orcid.org/0000-0002-6502-7779"},"institutions":[{"id":"https://openalex.org/I11039511","display_name":"University of Bergamo","ror":"https://ror.org/02mbd5571","country_code":"IT","type":"education","lineage":["https://openalex.org/I11039511"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michela Cameletti","raw_affiliation_strings":["Department of Economics, University of Bergamo, Bergamo, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Economics, University of Bergamo, Bergamo, Italy","institution_ids":["https://openalex.org/I11039511"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5043741242"],"corresponding_institution_ids":["https://openalex.org/I11039511","https://openalex.org/I25217355"],"apc_list":{"value":2090,"currency":"EUR","value_usd":2690},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08114048,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"35","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.987500011920929,"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":0.987500011920929,"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/T13398","display_name":"Data Analysis with R","score":0.9775000214576721,"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/T10770","display_name":"Soil Geostatistics and Mapping","score":0.9749000072479248,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.811521053314209},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5094578862190247},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.49512019753456116},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4634966552257538},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42903637886047363},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.417366087436676},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.38600215315818787},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3509223759174347},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2949753999710083}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.811521053314209},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5094578862190247},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.49512019753456116},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4634966552257538},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42903637886047363},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.417366087436676},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.38600215315818787},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3509223759174347},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2949753999710083}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s11222-025-10656-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11222-025-10656-0","pdf_url":null,"source":{"id":"https://openalex.org/S5437875","display_name":"Statistics and Computing","issn_l":"0960-3174","issn":["0960-3174","1573-1375"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Statistics and Computing","raw_type":"journal-article"},{"id":"pmh:oai:aisberg.unibg.it:10446/306767","is_oa":false,"landing_page_url":"https://hdl.handle.net/10446/306767","pdf_url":null,"source":{"id":"https://openalex.org/S4377196347","display_name":"Aisberg (University of Bergamo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11039511","host_organization_name":"University of Bergamo","host_organization_lineage":["https://openalex.org/I11039511"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.46000000834465027,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1898904249","https://openalex.org/W2007873570","https://openalex.org/W2015904350","https://openalex.org/W2048231652","https://openalex.org/W2085514238","https://openalex.org/W2157395790","https://openalex.org/W2496675188","https://openalex.org/W2802169453","https://openalex.org/W2910705748","https://openalex.org/W2911964244","https://openalex.org/W2962772482","https://openalex.org/W2963292722","https://openalex.org/W2986518719","https://openalex.org/W3008346858","https://openalex.org/W3037729706","https://openalex.org/W3049522313","https://openalex.org/W3088797410","https://openalex.org/W3101981467","https://openalex.org/W3102027041","https://openalex.org/W3110802511","https://openalex.org/W3119828879","https://openalex.org/W3124373176","https://openalex.org/W3135028703","https://openalex.org/W3137125108","https://openalex.org/W3138819813","https://openalex.org/W3177082483","https://openalex.org/W3180590848","https://openalex.org/W3194730353","https://openalex.org/W4214702342","https://openalex.org/W4307576169","https://openalex.org/W4327813965","https://openalex.org/W4391439861","https://openalex.org/W4403630611"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W3193043704","https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W2073681303","https://openalex.org/W3171520305","https://openalex.org/W2048488252","https://openalex.org/W2940614149","https://openalex.org/W2787485953","https://openalex.org/W3217432596"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}