{"id":"https://openalex.org/W3168120435","doi":"https://doi.org/10.1109/tsipn.2021.3084879","title":"Graph Tikhonov Regularization and Interpolation Via Random Spanning Forests","display_name":"Graph Tikhonov Regularization and Interpolation Via Random Spanning Forests","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3168120435","doi":"https://doi.org/10.1109/tsipn.2021.3084879","mag":"3168120435"},"language":"en","primary_location":{"id":"doi:10.1109/tsipn.2021.3084879","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsipn.2021.3084879","pdf_url":null,"source":{"id":"https://openalex.org/S4306422866","display_name":"IEEE Transactions on Signal and Information Processing over Networks","issn_l":"2373-776X","issn":["2373-776X","2373-7778"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Signal and Information Processing over Networks","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2011.10450","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112648947","display_name":"Yusuf Pilavc","orcid":null},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210124956","display_name":"GIPSA-Lab","ror":"https://ror.org/02wrme198","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210124956","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yusuf Pilavc","raw_affiliation_strings":["CNRS, Univ. Grenoble Alpes, Grenoble INP, GIPSA-lab, Grenoble, France","GIPSA P\u00f4le G\u00e9om\u00e9trie, Apprentissage, Information et Algorithmes"],"raw_orcid":"https://orcid.org/0000-0003-0588-2076","affiliations":[{"raw_affiliation_string":"CNRS, Univ. Grenoble Alpes, Grenoble INP, GIPSA-lab, Grenoble, France","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I4210124956","https://openalex.org/I899635006","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"GIPSA P\u00f4le G\u00e9om\u00e9trie, Apprentissage, Information et Algorithmes","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038576947","display_name":"Pierre\u2010Olivier Amblard","orcid":"https://orcid.org/0000-0002-7695-7728"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210124956","display_name":"GIPSA-Lab","ror":"https://ror.org/02wrme198","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210124956","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Pierre-Olivier Amblard","raw_affiliation_strings":["CNRS, Univ. Grenoble Alpes, Grenoble INP, GIPSA-lab, Grenoble, France","GIPSA P\u00f4le G\u00e9om\u00e9trie, Apprentissage, Information et Algorithmes"],"raw_orcid":"https://orcid.org/0000-0002-7695-7728","affiliations":[{"raw_affiliation_string":"CNRS, Univ. Grenoble Alpes, Grenoble INP, GIPSA-lab, Grenoble, France","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I4210124956","https://openalex.org/I899635006","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"GIPSA P\u00f4le G\u00e9om\u00e9trie, Apprentissage, Information et Algorithmes","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047627660","display_name":"Simon Barthelm\u00e9","orcid":null},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210124956","display_name":"GIPSA-Lab","ror":"https://ror.org/02wrme198","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210124956","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Simon Barthelme","raw_affiliation_strings":["CNRS, Univ. Grenoble Alpes, Grenoble INP, GIPSA-lab, Grenoble, France","GIPSA P\u00f4le G\u00e9om\u00e9trie, Apprentissage, Information et Algorithmes"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, Univ. Grenoble Alpes, Grenoble INP, GIPSA-lab, Grenoble, France","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I4210124956","https://openalex.org/I899635006","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"GIPSA P\u00f4le G\u00e9om\u00e9trie, Apprentissage, Information et Algorithmes","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101521136","display_name":"Nicolas Tremblay","orcid":"https://orcid.org/0000-0001-5776-0770"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210124956","display_name":"GIPSA-Lab","ror":"https://ror.org/02wrme198","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210124956","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nicolas Tremblay","raw_affiliation_strings":["CNRS, Univ. Grenoble Alpes, Grenoble INP, GIPSA-lab, Grenoble, France","GIPSA P\u00f4le G\u00e9om\u00e9trie, Apprentissage, Information et Algorithmes"],"raw_orcid":"https://orcid.org/0000-0001-5776-0770","affiliations":[{"raw_affiliation_string":"CNRS, Univ. Grenoble Alpes, Grenoble INP, GIPSA-lab, Grenoble, France","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I4210124956","https://openalex.org/I899635006","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"GIPSA P\u00f4le G\u00e9om\u00e9trie, Apprentissage, Information et Algorithmes","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6788,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.86857358,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"359","last_page":"374"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9973999857902527,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9973999857902527,"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/T10136","display_name":"Statistical Methods and Inference","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/tikhonov-regularization","display_name":"Tikhonov regularization","score":0.9013711214065552},{"id":"https://openalex.org/keywords/estimator","display_name":"Estimator","score":0.8138517141342163},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.6989247798919678},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.6506307125091553},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.5243454575538635},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.49488967657089233},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.46771493554115295},{"id":"https://openalex.org/keywords/interpolation","display_name":"Interpolation (computer graphics)","score":0.46422478556632996},{"id":"https://openalex.org/keywords/monte-carlo-method","display_name":"Monte Carlo method","score":0.44747915863990784},{"id":"https://openalex.org/keywords/outlier","display_name":"Outlier","score":0.43792256712913513},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.42648836970329285},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4228341579437256},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2871896028518677},{"id":"https://openalex.org/keywords/inverse-problem","display_name":"Inverse problem","score":0.2799505591392517},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.17497429251670837},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.09854236245155334}],"concepts":[{"id":"https://openalex.org/C152442038","wikidata":"https://www.wikidata.org/wiki/Q2778212","display_name":"Tikhonov regularization","level":3,"score":0.9013711214065552},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.8138517141342163},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.6989247798919678},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.6506307125091553},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5243454575538635},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.49488967657089233},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.46771493554115295},{"id":"https://openalex.org/C137800194","wikidata":"https://www.wikidata.org/wiki/Q11713455","display_name":"Interpolation (computer graphics)","level":3,"score":0.46422478556632996},{"id":"https://openalex.org/C19499675","wikidata":"https://www.wikidata.org/wiki/Q232207","display_name":"Monte Carlo method","level":2,"score":0.44747915863990784},{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.43792256712913513},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.42648836970329285},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4228341579437256},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2871896028518677},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.2799505591392517},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.17497429251670837},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.09854236245155334},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tsipn.2021.3084879","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsipn.2021.3084879","pdf_url":null,"source":{"id":"https://openalex.org/S4306422866","display_name":"IEEE Transactions on Signal and Information Processing over Networks","issn_l":"2373-776X","issn":["2373-776X","2373-7778"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Signal and Information Processing over Networks","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2011.10450","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2011.10450","pdf_url":"https://arxiv.org/pdf/2011.10450","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2011.10450","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2011.10450","pdf_url":"https://arxiv.org/pdf/2011.10450","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[{"score":0.7699999809265137,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[{"id":"https://openalex.org/G1041279674","display_name":"MIAI @ Grenoble Alpes","funder_award_id":"ANR-19-P3IA-0003","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G4400367867","display_name":"Variational Methods for Graph Signals","funder_award_id":"ANR-18-CE40-0005","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G5867641771","display_name":"IDEX UGA","funder_award_id":"ANR-15-IDEX-0002","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G6175499886","display_name":"Systemes et Algorithmes Pervasifs au confluent des mondes physique et num\u00e9rique","funder_award_id":"ANR-11-LABX-0025","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G6825150759","display_name":null,"funder_award_id":"ANR-15-IDEX-02","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G8222822358","display_name":"Faster Gaussian Process inference in Structured Spaces","funder_award_id":"ANR-16-CE23-0008","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W621228320","https://openalex.org/W1479979375","https://openalex.org/W1491300635","https://openalex.org/W1497443639","https://openalex.org/W1506342804","https://openalex.org/W1554944419","https://openalex.org/W1630959083","https://openalex.org/W1656240941","https://openalex.org/W1774304772","https://openalex.org/W1955857676","https://openalex.org/W1976257805","https://openalex.org/W1977777127","https://openalex.org/W1979505770","https://openalex.org/W1984514442","https://openalex.org/W1990457366","https://openalex.org/W1990488619","https://openalex.org/W2008620264","https://openalex.org/W2014368295","https://openalex.org/W2021272950","https://openalex.org/W2054640142","https://openalex.org/W2061010610","https://openalex.org/W2068902206","https://openalex.org/W2069401760","https://openalex.org/W2089656010","https://openalex.org/W2099238445","https://openalex.org/W2101491865","https://openalex.org/W2104346315","https://openalex.org/W2105015213","https://openalex.org/W2126523478","https://openalex.org/W2138779671","https://openalex.org/W2154455818","https://openalex.org/W2179147795","https://openalex.org/W2218183746","https://openalex.org/W2255802913","https://openalex.org/W2593969464","https://openalex.org/W2724891062","https://openalex.org/W2736852931","https://openalex.org/W2763569390","https://openalex.org/W2776807095","https://openalex.org/W2793980368","https://openalex.org/W2796431263","https://openalex.org/W2943771451","https://openalex.org/W2962800567","https://openalex.org/W2963889991","https://openalex.org/W3015712584","https://openalex.org/W3016615696","https://openalex.org/W3034010052","https://openalex.org/W3103014337","https://openalex.org/W3106348863","https://openalex.org/W3215186461","https://openalex.org/W4237304756","https://openalex.org/W4244155866","https://openalex.org/W4250589301","https://openalex.org/W4285719527","https://openalex.org/W4287766047","https://openalex.org/W4299962249","https://openalex.org/W6629856084","https://openalex.org/W6636599907","https://openalex.org/W6675269067","https://openalex.org/W6675350928","https://openalex.org/W6682494755","https://openalex.org/W6692181969","https://openalex.org/W6734804962","https://openalex.org/W6740765314","https://openalex.org/W6762224160","https://openalex.org/W6776195206","https://openalex.org/W6779094074","https://openalex.org/W6929771951"],"related_works":["https://openalex.org/W2337734184","https://openalex.org/W2388364587","https://openalex.org/W2050033254","https://openalex.org/W2322955667","https://openalex.org/W2373176546","https://openalex.org/W2561531189","https://openalex.org/W2152224705","https://openalex.org/W2385735574","https://openalex.org/W2057439054","https://openalex.org/W2030398504"],"abstract_inverted_index":{"Novel":[0],"Monte":[1],"Carlo":[2],"estimators":[3,20,68],"are":[4,21],"proposed":[5,67,97],"to":[6,34,46,73],"solve":[7],"both":[8],"the":[9,14,28,36,66,92,96],"Tikhonov":[10],"regularization":[11],"(TR)":[12],"and":[13,40,62,86,102],"interpolation":[15],"problems":[16,101],"on":[17,23,99,105],"graphs.":[18],"These":[19],"based":[22],"random":[24],"spanning":[25],"forests":[26],"(RSF),":[27],"theoretical":[29,38],"properties":[30],"of":[31],"which":[32],"enable":[33],"analyze":[35],"estimators'":[37],"mean":[39],"variance.":[41],"We":[42],"also":[43],"show":[44,64],"how":[45,65],"perform":[47],"hyperparameter":[48],"tuning":[49],"for":[50],"these":[51],"RSF-based":[52],"estimators.":[53],"TR":[54],"is":[55],"a":[56],"component":[57],"in":[58,78],"many":[59],"well-known":[60],"algorithms,":[61],"we":[63,94],"can":[69],"be":[70],"easily":[71],"adapted":[72],"avoid":[74],"expensive":[75],"intermediate":[76],"steps":[77],"generalized":[79],"semi-supervised":[80],"learning,":[81],"label":[82],"propagation,":[83],"Newton's":[84],"method":[85],"iteratively":[87],"reweighted":[88],"least":[89],"squares.":[90],"In":[91],"experiments,":[93],"illustrate":[95],"methods":[98],"several":[100],"provide":[103],"observations":[104],"their":[106],"run":[107],"time.":[108]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2021-06-22T00:00:00"}
