{"id":"https://openalex.org/W2593855452","doi":"https://doi.org/10.5220/0006167501160127","title":"Regularized Nonlinear Discriminant Analysis - An Approach to Robust Dimensionality Reduction for Data Visualization","display_name":"Regularized Nonlinear Discriminant Analysis - An Approach to Robust Dimensionality Reduction for Data Visualization","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2593855452","doi":"https://doi.org/10.5220/0006167501160127","mag":"2593855452"},"language":"en","primary_location":{"id":"doi:10.5220/0006167501160127","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006167501160127","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0006167501160127","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010593743","display_name":"Martin Becker","orcid":"https://orcid.org/0000-0002-4249-7671"},"institutions":[{"id":"https://openalex.org/I75356249","display_name":"Hochschule D\u00fcsseldorf University of Applied Sciences","ror":"https://ror.org/00ftx0026","country_code":"DE","type":"education","lineage":["https://openalex.org/I75356249"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Becker","raw_affiliation_strings":["University of Applied Sciences D\u00fcsseldorf, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Applied Sciences D\u00fcsseldorf, Germany","institution_ids":["https://openalex.org/I75356249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033045571","display_name":"Jens Lippel","orcid":"https://orcid.org/0000-0002-6232-7821"},"institutions":[{"id":"https://openalex.org/I75356249","display_name":"Hochschule D\u00fcsseldorf University of Applied Sciences","ror":"https://ror.org/00ftx0026","country_code":"DE","type":"education","lineage":["https://openalex.org/I75356249"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jens Lippel","raw_affiliation_strings":["University of Applied Sciences D\u00fcsseldorf, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Applied Sciences D\u00fcsseldorf, Germany","institution_ids":["https://openalex.org/I75356249"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086394889","display_name":"Andr\u00e9 Stuhlsatz","orcid":null},"institutions":[{"id":"https://openalex.org/I75356249","display_name":"Hochschule D\u00fcsseldorf University of Applied Sciences","ror":"https://ror.org/00ftx0026","country_code":"DE","type":"education","lineage":["https://openalex.org/I75356249"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andr\u00e9 Stuhlsatz","raw_affiliation_strings":["University of Applied Sciences D\u00fcsseldorf, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Applied Sciences D\u00fcsseldorf, Germany","institution_ids":["https://openalex.org/I75356249"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8261,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.79733584,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"116","last_page":"127"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9961000084877014,"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":0.9961000084877014,"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":0.9961000084877014,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9955000281333923,"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":0.8353995084762573},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.7143934369087219},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6673123836517334},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6509363055229187},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.6259084939956665},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5638498663902283},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5293788909912109},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5030586123466492},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.4944727420806885},{"id":"https://openalex.org/keywords/discriminant","display_name":"Discriminant","score":0.4855225086212158},{"id":"https://openalex.org/keywords/nonlinear-dimensionality-reduction","display_name":"Nonlinear dimensionality reduction","score":0.4617787301540375},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.42063236236572266},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3958665430545807},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32540684938430786},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27762866020202637}],"concepts":[{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.8353995084762573},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.7143934369087219},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6673123836517334},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6509363055229187},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.6259084939956665},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5638498663902283},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5293788909912109},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5030586123466492},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4944727420806885},{"id":"https://openalex.org/C78397625","wikidata":"https://www.wikidata.org/wiki/Q192487","display_name":"Discriminant","level":2,"score":0.4855225086212158},{"id":"https://openalex.org/C151876577","wikidata":"https://www.wikidata.org/wiki/Q7049464","display_name":"Nonlinear dimensionality reduction","level":3,"score":0.4617787301540375},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.42063236236572266},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3958665430545807},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32540684938430786},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27762866020202637},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5220/0006167501160127","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006167501160127","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.5220/0006167501160127","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006167501160127","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.800000011920929,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2001619934","https://openalex.org/W2010052203","https://openalex.org/W2052164429","https://openalex.org/W2095705004","https://openalex.org/W2099767163","https://openalex.org/W2100495367","https://openalex.org/W2112796928","https://openalex.org/W2119452648","https://openalex.org/W2167998037"],"related_works":["https://openalex.org/W2375574759","https://openalex.org/W2383239174","https://openalex.org/W2350751952","https://openalex.org/W3088634662","https://openalex.org/W1999647744","https://openalex.org/W2362114017","https://openalex.org/W117517268","https://openalex.org/W2114217318","https://openalex.org/W2794812819","https://openalex.org/W3147024994"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}