{"id":"https://openalex.org/W2766251362","doi":"https://doi.org/10.1007/978-3-319-69775-8_1","title":"Towards Integrative Machine Learning and Knowledge Extraction","display_name":"Towards Integrative Machine Learning and Knowledge Extraction","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2766251362","doi":"https://doi.org/10.1007/978-3-319-69775-8_1","mag":"2766251362"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-69775-8_1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-69775-8_1","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/A5034657358","display_name":"Andreas Holzinger","orcid":"https://orcid.org/0000-0002-6786-5194"},"institutions":[{"id":"https://openalex.org/I202276237","display_name":"Medical University of Graz","ror":"https://ror.org/02n0bts35","country_code":"AT","type":"education","lineage":["https://openalex.org/I202276237"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Andreas Holzinger","raw_affiliation_strings":["Holzinger Group, HCI-KDD, Institute for Medical Informatics/Statistics, Medical University Graz, Graz, Austria","Medical University Graz, Graz, Austria"],"affiliations":[{"raw_affiliation_string":"Holzinger Group, HCI-KDD, Institute for Medical Informatics/Statistics, Medical University Graz, Graz, Austria","institution_ids":[]},{"raw_affiliation_string":"Medical University Graz, Graz, Austria","institution_ids":["https://openalex.org/I202276237"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091866119","display_name":"Randy Goebel","orcid":"https://orcid.org/0000-0002-0739-2946"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Randy Goebel","raw_affiliation_strings":["Centre for Machine Learning, University of Alberta, Edmonton, Canada","University of Alberta, Edmonton, Alberta, Canada"],"affiliations":[{"raw_affiliation_string":"Centre for Machine Learning, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]},{"raw_affiliation_string":"University of Alberta, Edmonton, Alberta, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076935774","display_name":"Vasile Palade","orcid":"https://orcid.org/0000-0002-6768-8394"},"institutions":[{"id":"https://openalex.org/I73417466","display_name":"Coventry University","ror":"https://ror.org/01tgmhj36","country_code":"GB","type":"education","lineage":["https://openalex.org/I73417466"]},{"id":"https://openalex.org/I4210156582","display_name":"Cogent (United Kingdom)","ror":"https://ror.org/05g0b2873","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210156582"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Vasile Palade","raw_affiliation_strings":["Cogent Computing Applied Research Centre, Coventry University, Coventry, UK","Coventry University, Coventry, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Cogent Computing Applied Research Centre, Coventry University, Coventry, UK","institution_ids":["https://openalex.org/I73417466","https://openalex.org/I4210156582"]},{"raw_affiliation_string":"Coventry University, Coventry, United Kingdom","institution_ids":["https://openalex.org/I73417466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068758635","display_name":"Massimo Ferri","orcid":"https://orcid.org/0000-0002-7973-9734"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimo Ferri","raw_affiliation_strings":["Bologna University, Bologna, Italy","Vision Mathematics Group, Department of Mathematics, University of Bologna, Bologna, Italy"],"affiliations":[{"raw_affiliation_string":"Bologna University, Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"Vision Mathematics Group, Department of Mathematics, University of Bologna, Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5034657358"],"corresponding_institution_ids":["https://openalex.org/I202276237"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":5.34,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.96299108,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12536","display_name":"Topological and Geometric Data Analysis","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T12536","display_name":"Topological and Geometric Data Analysis","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9925000071525574,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9907000064849854,"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/computer-science","display_name":"Computer science","score":0.7825103998184204},{"id":"https://openalex.org/keywords/knowledge-extraction","display_name":"Knowledge extraction","score":0.7326732277870178},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.6295962333679199},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6201591491699219},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6087714433670044},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5909664034843445},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49342265725135803},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.49127525091171265},{"id":"https://openalex.org/keywords/informatics","display_name":"Informatics","score":0.4686058759689331},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.412123441696167},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2143399715423584}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7825103998184204},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.7326732277870178},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6295962333679199},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6201591491699219},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6087714433670044},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5909664034843445},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49342265725135803},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.49127525091171265},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.4686058759689331},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.412123441696167},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2143399715423584},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-319-69775-8_1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-69775-8_1","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":[{"score":0.6700000166893005,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W3563469","https://openalex.org/W15148259","https://openalex.org/W158333118","https://openalex.org/W1494192115","https://openalex.org/W1501129975","https://openalex.org/W1595915706","https://openalex.org/W1649902542","https://openalex.org/W1928559544","https://openalex.org/W1977305771","https://openalex.org/W1977702261","https://openalex.org/W1980848803","https://openalex.org/W1993818927","https://openalex.org/W1999826929","https://openalex.org/W2003660259","https://openalex.org/W2014209644","https://openalex.org/W2021350789","https://openalex.org/W2062279006","https://openalex.org/W2068792911","https://openalex.org/W2069158352","https://openalex.org/W2070948488","https://openalex.org/W2072128103","https://openalex.org/W2077350268","https://openalex.org/W2087841994","https://openalex.org/W2102889464","https://openalex.org/W2110369778","https://openalex.org/W2116085985","https://openalex.org/W2128152674","https://openalex.org/W2145339207","https://openalex.org/W2161833196","https://openalex.org/W2164330572","https://openalex.org/W2192203593","https://openalex.org/W2257979135","https://openalex.org/W2400958823","https://openalex.org/W2407747647","https://openalex.org/W2501450488","https://openalex.org/W2510614759","https://openalex.org/W2581082771","https://openalex.org/W2612556147","https://openalex.org/W2724976418","https://openalex.org/W2742558454","https://openalex.org/W2749601635","https://openalex.org/W3013843370","https://openalex.org/W3162526838","https://openalex.org/W4231109964","https://openalex.org/W4233690291","https://openalex.org/W4244340606","https://openalex.org/W4251980118","https://openalex.org/W6819490522"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W4233347783","https://openalex.org/W2910064364","https://openalex.org/W4255224757","https://openalex.org/W2134063137"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}