{"id":"https://openalex.org/W176646172","doi":"https://doi.org/10.1007/978-3-642-33212-8_1","title":"How to Quantitatively Compare Data Dissimilarities for Unsupervised Machine Learning?","display_name":"How to Quantitatively Compare Data Dissimilarities for Unsupervised Machine Learning?","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W176646172","doi":"https://doi.org/10.1007/978-3-642-33212-8_1","mag":"176646172"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-642-33212-8_1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-642-33212-8_1","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-642-33212-8_1.pdf","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":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-642-33212-8_1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113581981","display_name":"Bassam Mokbel","orcid":null},"institutions":[{"id":"https://openalex.org/I20121455","display_name":"Bielefeld University","ror":"https://ror.org/02hpadn98","country_code":"DE","type":"education","lineage":["https://openalex.org/I20121455"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bassam Mokbel","raw_affiliation_strings":["CITEC Centre of Excellence, Bielefeld University, Germany","CITEC Centre of Excellence, Bielefeld University, Germany#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CITEC Centre of Excellence, Bielefeld University, Germany","institution_ids":["https://openalex.org/I20121455"]},{"raw_affiliation_string":"CITEC Centre of Excellence, Bielefeld University, Germany#TAB#","institution_ids":["https://openalex.org/I20121455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042159463","display_name":"Sebastian Gro\u00df","orcid":"https://orcid.org/0000-0002-5627-9341"},"institutions":[{"id":"https://openalex.org/I43980791","display_name":"Clausthal University of Technology","ror":"https://ror.org/04qb8nc58","country_code":"DE","type":"education","lineage":["https://openalex.org/I43980791"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Gross","raw_affiliation_strings":["Computer Science Institute, Clausthal University of Technology, Germany","Computer Science Institute, Clausthal University of Technology, Germany#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Institute, Clausthal University of Technology, Germany","institution_ids":["https://openalex.org/I43980791"]},{"raw_affiliation_string":"Computer Science Institute, Clausthal University of Technology, Germany#TAB#","institution_ids":["https://openalex.org/I43980791"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049580329","display_name":"Markus Lux","orcid":"https://orcid.org/0000-0001-5188-1176"},"institutions":[{"id":"https://openalex.org/I20121455","display_name":"Bielefeld University","ror":"https://ror.org/02hpadn98","country_code":"DE","type":"education","lineage":["https://openalex.org/I20121455"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Markus Lux","raw_affiliation_strings":["CITEC Centre of Excellence, Bielefeld University, Germany","CITEC Centre of Excellence, Bielefeld University, Germany#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CITEC Centre of Excellence, Bielefeld University, Germany","institution_ids":["https://openalex.org/I20121455"]},{"raw_affiliation_string":"CITEC Centre of Excellence, Bielefeld University, Germany#TAB#","institution_ids":["https://openalex.org/I20121455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057497085","display_name":"Niels Pinkwart","orcid":"https://orcid.org/0000-0001-7076-9737"},"institutions":[{"id":"https://openalex.org/I43980791","display_name":"Clausthal University of Technology","ror":"https://ror.org/04qb8nc58","country_code":"DE","type":"education","lineage":["https://openalex.org/I43980791"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Niels Pinkwart","raw_affiliation_strings":["Computer Science Institute, Clausthal University of Technology, Germany","Computer Science Institute, Clausthal University of Technology, Germany#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Institute, Clausthal University of Technology, Germany","institution_ids":["https://openalex.org/I43980791"]},{"raw_affiliation_string":"Computer Science Institute, Clausthal University of Technology, Germany#TAB#","institution_ids":["https://openalex.org/I43980791"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091180862","display_name":"Barbara Hammer","orcid":"https://orcid.org/0000-0002-0935-5591"},"institutions":[{"id":"https://openalex.org/I20121455","display_name":"Bielefeld University","ror":"https://ror.org/02hpadn98","country_code":"DE","type":"education","lineage":["https://openalex.org/I20121455"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Barbara Hammer","raw_affiliation_strings":["CITEC Centre of Excellence, Bielefeld University, Germany","CITEC Centre of Excellence, Bielefeld University, Germany#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CITEC Centre of Excellence, Bielefeld University, Germany","institution_ids":["https://openalex.org/I20121455"]},{"raw_affiliation_string":"CITEC Centre of Excellence, Bielefeld University, Germany#TAB#","institution_ids":["https://openalex.org/I20121455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12002","display_name":"Computability, Logic, AI Algorithms","score":0.9976999759674072,"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/T12002","display_name":"Computability, Logic, AI Algorithms","score":0.9976999759674072,"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/T12946","display_name":"Fractal and DNA sequence analysis","score":0.9869999885559082,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/pairwise-comparison","display_name":"Pairwise comparison","score":0.7000165581703186},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6772332787513733},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.6418872475624084},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6334049105644226},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6272178888320923},{"id":"https://openalex.org/keywords/multidimensional-scaling","display_name":"Multidimensional scaling","score":0.6194591522216797},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.6166254281997681},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5795949101448059},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.5236725211143494},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5120328068733215},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.5007424354553223},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.48862916231155396},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.450569748878479},{"id":"https://openalex.org/keywords/similarity-measure","display_name":"Similarity measure","score":0.4314199686050415},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4304611086845398},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.42925530672073364},{"id":"https://openalex.org/keywords/distance-measures","display_name":"Distance measures","score":0.42688241600990295},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37533971667289734},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.12281724810600281}],"concepts":[{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.7000165581703186},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6772332787513733},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.6418872475624084},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6334049105644226},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6272178888320923},{"id":"https://openalex.org/C91682802","wikidata":"https://www.wikidata.org/wiki/Q620538","display_name":"Multidimensional scaling","level":2,"score":0.6194591522216797},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.6166254281997681},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5795949101448059},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.5236725211143494},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5120328068733215},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.5007424354553223},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.48862916231155396},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.450569748878479},{"id":"https://openalex.org/C2776517306","wikidata":"https://www.wikidata.org/wiki/Q29017317","display_name":"Similarity measure","level":2,"score":0.4314199686050415},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4304611086845398},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.42925530672073364},{"id":"https://openalex.org/C2639959","wikidata":"https://www.wikidata.org/wiki/Q1344778","display_name":"Distance measures","level":2,"score":0.42688241600990295},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37533971667289734},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.12281724810600281},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-642-33212-8_1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-642-33212-8_1","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-642-33212-8_1.pdf","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"},{"id":"pmh:oai:pub.librecat.org:2536426","is_oa":true,"landing_page_url":"https://pub.uni-bielefeld.de/record/2536426","pdf_url":null,"source":{"id":"https://openalex.org/S4306401671","display_name":"PUB \u2013 Publications at Bielefeld University (Bielefeld University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I20121455","host_organization_name":"Bielefeld University","host_organization_lineage":["https://openalex.org/I20121455"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mokbel B, Gross S, Lux M, Pinkwart N, Hammer B. How to Quantitatively Compare Data Dissimilarities for Unsupervised Machine Learning? In: Mana N, Schwenker F, Trentin E, eds. &lt;em&gt;Artificial Neural Networks in Pattern Recognition. 5th INNS IAPR TC 3 GIRPR Workshop, ANNPR 2012. Proceedings&lt;/em&gt;. Lecture Notes in Artificial Intelligence. Vol 7477. Springer Berlin Heidelberg; 2012: 1-13.","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.1007/978-3-642-33212-8_1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-642-33212-8_1","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-642-33212-8_1.pdf","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"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7797691000","display_name":null,"funder_award_id":"HA2719/6-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W176646172.pdf","grobid_xml":"https://content.openalex.org/works/W176646172.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W58323294","https://openalex.org/W143739632","https://openalex.org/W195533127","https://openalex.org/W197404575","https://openalex.org/W204464246","https://openalex.org/W1480708938","https://openalex.org/W1487333565","https://openalex.org/W1531084120","https://openalex.org/W1576532873","https://openalex.org/W1742512077","https://openalex.org/W1861597095","https://openalex.org/W1946309384","https://openalex.org/W1971853424","https://openalex.org/W1987527649","https://openalex.org/W1997780235","https://openalex.org/W2009077846","https://openalex.org/W2015292449","https://openalex.org/W2024932032","https://openalex.org/W2035187556","https://openalex.org/W2090582154","https://openalex.org/W2097827365","https://openalex.org/W2104343831","https://openalex.org/W2115933183","https://openalex.org/W2123134294","https://openalex.org/W2127827747","https://openalex.org/W2128859735","https://openalex.org/W2136208491","https://openalex.org/W2140221871","https://openalex.org/W2143334511","https://openalex.org/W2150120952","https://openalex.org/W2151827881","https://openalex.org/W2161173962","https://openalex.org/W2187089797","https://openalex.org/W2509035752","https://openalex.org/W2579944688","https://openalex.org/W2782509404","https://openalex.org/W2963990429","https://openalex.org/W3145103078","https://openalex.org/W4236211573","https://openalex.org/W4245434618"],"related_works":["https://openalex.org/W1001008648","https://openalex.org/W2472148601","https://openalex.org/W3094100733","https://openalex.org/W1982925424","https://openalex.org/W2589923430","https://openalex.org/W2087501680","https://openalex.org/W1177241668","https://openalex.org/W4220810985","https://openalex.org/W2014214435","https://openalex.org/W2902282441"],"abstract_inverted_index":null,"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}
