{"id":"https://openalex.org/W2969963746","doi":"https://doi.org/10.1007/978-3-030-29885-2_8","title":"On Stability of Feature Selection Based on MALDI Mass Spectrometry Imaging Data and Simulated Biopsy","display_name":"On Stability of Feature Selection Based on MALDI Mass Spectrometry Imaging Data and Simulated Biopsy","publication_year":2019,"publication_date":"2019-08-22","ids":{"openalex":"https://openalex.org/W2969963746","doi":"https://doi.org/10.1007/978-3-030-29885-2_8","mag":"2969963746"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-29885-2_8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-29885-2_8","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","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/A5080020963","display_name":"Agata Wilk","orcid":"https://orcid.org/0000-0001-7554-1803"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Agata Wilk","raw_affiliation_strings":["Institute of Automatic Control, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Automatic Control, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043567122","display_name":"Marta Gawin","orcid":"https://orcid.org/0000-0002-2834-5129"},"institutions":[{"id":"https://openalex.org/I4210150880","display_name":"The Maria Sklodowska-Curie National Research Institute of Oncology","ror":"https://ror.org/04qcjsm24","country_code":"PL","type":"healthcare","lineage":["https://openalex.org/I4210150880"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Marta Gawin","raw_affiliation_strings":["Maria Sklodowska-Curie Institute \u2014 Oncology Centre, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-101, Gliwice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Maria Sklodowska-Curie Institute \u2014 Oncology Centre, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-101, Gliwice, Poland","institution_ids":["https://openalex.org/I4210150880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068055795","display_name":"Katarzyna Fr\u0105tczak","orcid":"https://orcid.org/0000-0002-1322-9977"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Katarzyna Fr\u0105tczak","raw_affiliation_strings":["Institute of Automatic Control, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Automatic Control, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007364793","display_name":"Piotr Wiland","orcid":"https://orcid.org/0000-0001-9999-0267"},"institutions":[{"id":"https://openalex.org/I4210150880","display_name":"The Maria Sklodowska-Curie National Research Institute of Oncology","ror":"https://ror.org/04qcjsm24","country_code":"PL","type":"healthcare","lineage":["https://openalex.org/I4210150880"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Piotr Wid\u0142ak","raw_affiliation_strings":["Maria Sklodowska-Curie Institute \u2014 Oncology Centre, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-101, Gliwice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Maria Sklodowska-Curie Institute \u2014 Oncology Centre, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-101, Gliwice, Poland","institution_ids":["https://openalex.org/I4210150880"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041406070","display_name":"Krzysztof Fujarewicz","orcid":"https://orcid.org/0000-0002-1837-6466"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Krzysztof Fujarewicz","raw_affiliation_strings":["Institute of Automatic Control, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Automatic Control, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.678,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.75359712,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"82","last_page":"93"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10519","display_name":"Advanced Proteomics Techniques and Applications","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1607","display_name":"Spectroscopy"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10519","display_name":"Advanced Proteomics Techniques and Applications","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1607","display_name":"Spectroscopy"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.9865000247955322,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9824000000953674,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6915677189826965},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.6563887596130371},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5576093196868896},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.5054640769958496},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5020318031311035},{"id":"https://openalex.org/keywords/thyroid-cancer","display_name":"Thyroid cancer","score":0.49519363045692444},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.48102837800979614},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4538714289665222},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4396817982196808},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4241408407688141},{"id":"https://openalex.org/keywords/mass-spectrometry","display_name":"Mass spectrometry","score":0.42381221055984497},{"id":"https://openalex.org/keywords/biopsy","display_name":"Biopsy","score":0.41549673676490784},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3248458504676819},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.3200172185897827},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.20327749848365784},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1864641010761261},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.18474450707435608},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1734246015548706},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.17035415768623352},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.13709115982055664}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6915677189826965},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6563887596130371},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5576093196868896},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.5054640769958496},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5020318031311035},{"id":"https://openalex.org/C2779761222","wikidata":"https://www.wikidata.org/wiki/Q826522","display_name":"Thyroid cancer","level":3,"score":0.49519363045692444},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.48102837800979614},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4538714289665222},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4396817982196808},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4241408407688141},{"id":"https://openalex.org/C162356407","wikidata":"https://www.wikidata.org/wiki/Q180809","display_name":"Mass spectrometry","level":2,"score":0.42381221055984497},{"id":"https://openalex.org/C2775934546","wikidata":"https://www.wikidata.org/wiki/Q179991","display_name":"Biopsy","level":2,"score":0.41549673676490784},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3248458504676819},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3200172185897827},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.20327749848365784},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1864641010761261},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.18474450707435608},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1734246015548706},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.17035415768623352},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.13709115982055664},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-030-29885-2_8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-29885-2_8","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.75,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1530010412","https://openalex.org/W1559923427","https://openalex.org/W1909223586","https://openalex.org/W1957776961","https://openalex.org/W1993441829","https://openalex.org/W2049624178","https://openalex.org/W2093030207","https://openalex.org/W2096467860","https://openalex.org/W2096478492","https://openalex.org/W2103459879","https://openalex.org/W2119387367","https://openalex.org/W2133160781","https://openalex.org/W2146739527","https://openalex.org/W2149168904","https://openalex.org/W2323209931","https://openalex.org/W2460656813","https://openalex.org/W2473685685","https://openalex.org/W2476769184","https://openalex.org/W2539343181","https://openalex.org/W2561862420","https://openalex.org/W2590837454","https://openalex.org/W2661861904","https://openalex.org/W2903866590","https://openalex.org/W2945342324","https://openalex.org/W4252684946"],"related_works":["https://openalex.org/W2965546495","https://openalex.org/W4389116644","https://openalex.org/W2153315159","https://openalex.org/W3103844505","https://openalex.org/W259157601","https://openalex.org/W4205463238","https://openalex.org/W2761785940","https://openalex.org/W2110523656","https://openalex.org/W1482209366","https://openalex.org/W2510961579"],"abstract_inverted_index":null,"counts_by_year":[{"year":2020,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
