{"id":"https://openalex.org/W12723491","doi":"https://doi.org/10.1007/978-3-642-23878-9_52","title":"A Comparison of Dimensionality Reduction Methods Using Topology Preservation Indexes","display_name":"A Comparison of Dimensionality Reduction Methods Using Topology Preservation Indexes","publication_year":2011,"publication_date":"2011-01-01","ids":{"openalex":"https://openalex.org/W12723491","doi":"https://doi.org/10.1007/978-3-642-23878-9_52","mag":"12723491"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-642-23878-9_52","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-23878-9_52","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/A5082656142","display_name":"Claudio J. F. de Medeiros","orcid":null},"institutions":[{"id":"https://openalex.org/I35046152","display_name":"Universidade Federal do Rio Grande do Norte","ror":"https://ror.org/04wn09761","country_code":"BR","type":"education","lineage":["https://openalex.org/I35046152"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Claudio J. F. de Medeiros","raw_affiliation_strings":["Departament of Electrical Engineering, Federal University, UFRN, Brazil","Departament of Electrical Engineering, Federal University, UFRN, Brazil#TAB#"],"affiliations":[{"raw_affiliation_string":"Departament of Electrical Engineering, Federal University, UFRN, Brazil","institution_ids":["https://openalex.org/I35046152"]},{"raw_affiliation_string":"Departament of Electrical Engineering, Federal University, UFRN, Brazil#TAB#","institution_ids":["https://openalex.org/I35046152"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025179228","display_name":"Jos\u00e9 Alfredo Ferreira Costa","orcid":"https://orcid.org/0000-0002-1290-6454"},"institutions":[{"id":"https://openalex.org/I35046152","display_name":"Universidade Federal do Rio Grande do Norte","ror":"https://ror.org/04wn09761","country_code":"BR","type":"education","lineage":["https://openalex.org/I35046152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Alfredo Ferreira Costa","raw_affiliation_strings":["Departament of Electrical Engineering, Federal University, UFRN, Brazil","Departament of Electrical Engineering, Federal University, UFRN, Brazil#TAB#"],"affiliations":[{"raw_affiliation_string":"Departament of Electrical Engineering, Federal University, UFRN, Brazil","institution_ids":["https://openalex.org/I35046152"]},{"raw_affiliation_string":"Departament of Electrical Engineering, Federal University, UFRN, Brazil#TAB#","institution_ids":["https://openalex.org/I35046152"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014914731","display_name":"Leandro A. Silva","orcid":"https://orcid.org/0000-0002-8671-3102"},"institutions":[{"id":"https://openalex.org/I18167132","display_name":"Universidade Presbiteriana Mackenzie","ror":"https://ror.org/006nc8n95","country_code":"BR","type":"education","lineage":["https://openalex.org/I18167132"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Leandro A. Silva","raw_affiliation_strings":["School of Computing and Informatics, Mackenzie Presbyterian University, S. Paulo, Brazil","School of Computing and Informatics, Mackenzie Presbyterian University, S. Paulo, Brazil#TAB#"],"affiliations":[{"raw_affiliation_string":"School of Computing and Informatics, Mackenzie Presbyterian University, S. Paulo, Brazil","institution_ids":["https://openalex.org/I18167132"]},{"raw_affiliation_string":"School of Computing and Informatics, Mackenzie Presbyterian University, S. Paulo, Brazil#TAB#","institution_ids":["https://openalex.org/I18167132"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5082656142"],"corresponding_institution_ids":["https://openalex.org/I35046152"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.7453,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.70464636,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"437","last_page":"445"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9987000226974487,"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/T10320","display_name":"Neural Networks and Applications","score":0.9987000226974487,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.994700014591217,"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"}},{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.993399977684021,"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/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.7560507655143738},{"id":"https://openalex.org/keywords/isomap","display_name":"Isomap","score":0.7240720391273499},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6867617964744568},{"id":"https://openalex.org/keywords/exploratory-data-analysis","display_name":"Exploratory data analysis","score":0.5451365113258362},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5051410794258118},{"id":"https://openalex.org/keywords/nonlinear-dimensionality-reduction","display_name":"Nonlinear dimensionality reduction","score":0.503955066204071},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.47652849555015564},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47031059861183167},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.44679760932922363},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4331720471382141},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.41584697365760803},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.4108135402202606},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3884619474411011},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3709290027618408},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13459473848342896}],"concepts":[{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.7560507655143738},{"id":"https://openalex.org/C2778626561","wikidata":"https://www.wikidata.org/wiki/Q6086067","display_name":"Isomap","level":4,"score":0.7240720391273499},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6867617964744568},{"id":"https://openalex.org/C120894424","wikidata":"https://www.wikidata.org/wiki/Q1322871","display_name":"Exploratory data analysis","level":2,"score":0.5451365113258362},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5051410794258118},{"id":"https://openalex.org/C151876577","wikidata":"https://www.wikidata.org/wiki/Q7049464","display_name":"Nonlinear dimensionality reduction","level":3,"score":0.503955066204071},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.47652849555015564},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47031059861183167},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.44679760932922363},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4331720471382141},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.41584697365760803},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.4108135402202606},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3884619474411011},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3709290027618408},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13459473848342896}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-642-23878-9_52","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-23878-9_52","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":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1520675566","https://openalex.org/W1679913846","https://openalex.org/W1995706540","https://openalex.org/W2001141328","https://openalex.org/W2010569100","https://openalex.org/W2053186076","https://openalex.org/W2114005694","https://openalex.org/W2119700376","https://openalex.org/W2122538988","https://openalex.org/W2134312057","https://openalex.org/W2148694408","https://openalex.org/W2479500547","https://openalex.org/W2506218973","https://openalex.org/W4285719527","https://openalex.org/W4292023222"],"related_works":["https://openalex.org/W2375574759","https://openalex.org/W1489327846","https://openalex.org/W4287375746","https://openalex.org/W3124275785","https://openalex.org/W2037225398","https://openalex.org/W2132734978","https://openalex.org/W2148415967","https://openalex.org/W2367590741","https://openalex.org/W2166963679","https://openalex.org/W1966347620"],"abstract_inverted_index":null,"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
