{"id":"https://openalex.org/W4318832123","doi":"https://doi.org/10.1007/978-3-031-17030-0_10","title":"The Kernelized Taylor Diagram","display_name":"The Kernelized Taylor Diagram","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4318832123","doi":"https://doi.org/10.1007/978-3-031-17030-0_10"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-17030-0_10","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-17030-0_10","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-17030-0_10.pdf","source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-17030-0_10.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031748191","display_name":"Kristoffer Wickstr\u00f8m","orcid":"https://orcid.org/0000-0003-1395-7154"},"institutions":[{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Kristoffer Wickstr\u00f8m","raw_affiliation_strings":["UiT the Arctic University of Norway, Troms\u00f8, Norway"],"raw_orcid":"https://orcid.org/0000-0003-1395-7154","affiliations":[{"raw_affiliation_string":"UiT the Arctic University of Norway, Troms\u00f8, Norway","institution_ids":["https://openalex.org/I78037679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069495214","display_name":"J. Emmanuel Johnson","orcid":"https://orcid.org/0000-0002-6739-0053"},"institutions":[{"id":"https://openalex.org/I16097986","display_name":"Universitat de Val\u00e8ncia","ror":"https://ror.org/043nxc105","country_code":"ES","type":"education","lineage":["https://openalex.org/I16097986"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"J. Emmanuel Johnson","raw_affiliation_strings":["Universitat de Val\u00e8ncia, Val\u00e8ncia, Spain"],"raw_orcid":"https://orcid.org/0000-0002-6739-0053","affiliations":[{"raw_affiliation_string":"Universitat de Val\u00e8ncia, Val\u00e8ncia, Spain","institution_ids":["https://openalex.org/I16097986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013696891","display_name":"Sigurd L\u00f8kse","orcid":"https://orcid.org/0000-0002-1953-4315"},"institutions":[{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Sigurd L\u00f8kse","raw_affiliation_strings":["UiT the Arctic University of Norway, Troms\u00f8, Norway"],"raw_orcid":"https://orcid.org/0000-0002-1953-4315","affiliations":[{"raw_affiliation_string":"UiT the Arctic University of Norway, Troms\u00f8, Norway","institution_ids":["https://openalex.org/I78037679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039052506","display_name":"Gustau Camps\u2010Valls","orcid":"https://orcid.org/0000-0003-1683-2138"},"institutions":[{"id":"https://openalex.org/I16097986","display_name":"Universitat de Val\u00e8ncia","ror":"https://ror.org/043nxc105","country_code":"ES","type":"education","lineage":["https://openalex.org/I16097986"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Gustau Camps-Valls","raw_affiliation_strings":["Universitat de Val\u00e8ncia, Val\u00e8ncia, Spain"],"raw_orcid":"https://orcid.org/0000-0003-1683-2138","affiliations":[{"raw_affiliation_string":"Universitat de Val\u00e8ncia, Val\u00e8ncia, Spain","institution_ids":["https://openalex.org/I16097986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002504806","display_name":"Karl \u00d8yvind Mikalsen","orcid":"https://orcid.org/0000-0003-4672-7865"},"institutions":[{"id":"https://openalex.org/I1298853749","display_name":"University Hospital of North Norway","ror":"https://ror.org/030v5kp38","country_code":"NO","type":"healthcare","lineage":["https://openalex.org/I1298853749","https://openalex.org/I63903255"]},{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Karl \u00d8yvind Mikalsen","raw_affiliation_strings":["UiT the Arctic University of Norway, Troms\u00f8, Norway","University Hospital of North Norway, Troms\u00f8, Norway"],"raw_orcid":"https://orcid.org/0000-0003-4672-7865","affiliations":[{"raw_affiliation_string":"UiT the Arctic University of Norway, Troms\u00f8, Norway","institution_ids":["https://openalex.org/I78037679"]},{"raw_affiliation_string":"University Hospital of North Norway, Troms\u00f8, Norway","institution_ids":["https://openalex.org/I1298853749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023225712","display_name":"Michael Kampffmeyer","orcid":"https://orcid.org/0000-0002-7699-0405"},"institutions":[{"id":"https://openalex.org/I144648426","display_name":"Norwegian Computing Center","ror":"https://ror.org/02gm7te43","country_code":"NO","type":"nonprofit","lineage":["https://openalex.org/I144648426"]},{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Michael Kampffmeyer","raw_affiliation_strings":["Norwegian Computing Center, Oslo, Norway","UiT the Arctic University of Norway, Troms\u00f8, Norway"],"raw_orcid":"https://orcid.org/0000-0002-7699-0405","affiliations":[{"raw_affiliation_string":"Norwegian Computing Center, Oslo, Norway","institution_ids":["https://openalex.org/I144648426"]},{"raw_affiliation_string":"UiT the Arctic University of Norway, Troms\u00f8, Norway","institution_ids":["https://openalex.org/I78037679"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013414039","display_name":"Robert Jenssen","orcid":"https://orcid.org/0000-0002-7496-8474"},"institutions":[{"id":"https://openalex.org/I144648426","display_name":"Norwegian Computing Center","ror":"https://ror.org/02gm7te43","country_code":"NO","type":"nonprofit","lineage":["https://openalex.org/I144648426"]},{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Robert Jenssen","raw_affiliation_strings":["Norwegian Computing Center, Oslo, Norway","UiT the Arctic University of Norway, Troms\u00f8, Norway"],"raw_orcid":"https://orcid.org/0000-0002-7496-8474","affiliations":[{"raw_affiliation_string":"Norwegian Computing Center, Oslo, Norway","institution_ids":["https://openalex.org/I144648426"]},{"raw_affiliation_string":"UiT the Arctic University of Norway, Troms\u00f8, Norway","institution_ids":["https://openalex.org/I78037679"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5031748191"],"corresponding_institution_ids":["https://openalex.org/I78037679"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"125","last_page":"131"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9947999715805054,"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"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9947999715805054,"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/T13398","display_name":"Data Analysis with R","score":0.987500011920929,"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/T13283","display_name":"Mental Health Research Topics","score":0.9592000246047974,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/diagram","display_name":"Diagram","score":0.7476344704627991},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.576958417892456},{"id":"https://openalex.org/keywords/taylor-series","display_name":"Taylor series","score":0.515654444694519},{"id":"https://openalex.org/keywords/outlier","display_name":"Outlier","score":0.43570080399513245},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.430514395236969},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3934669494628906},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3366551399230957},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3266201615333557},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27242136001586914},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.1507323682308197},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.09696224331855774}],"concepts":[{"id":"https://openalex.org/C186399060","wikidata":"https://www.wikidata.org/wiki/Q959962","display_name":"Diagram","level":2,"score":0.7476344704627991},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.576958417892456},{"id":"https://openalex.org/C158946198","wikidata":"https://www.wikidata.org/wiki/Q131187","display_name":"Taylor series","level":2,"score":0.515654444694519},{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.43570080399513245},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.430514395236969},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3934669494628906},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3366551399230957},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3266201615333557},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27242136001586914},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.1507323682308197},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.09696224331855774},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-031-17030-0_10","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-17030-0_10","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-17030-0_10.pdf","source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},{"id":"pmh:oai:munin.uit.no:10037/28598","is_oa":true,"landing_page_url":"https://hdl.handle.net/10037/28598","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-17030-0_10","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-17030-0_10","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-17030-0_10.pdf","source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4318832123.pdf"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W110288970","https://openalex.org/W1985479415","https://openalex.org/W1996478169","https://openalex.org/W2034174587","https://openalex.org/W2084748587","https://openalex.org/W2969295906","https://openalex.org/W4246066915"],"related_works":["https://openalex.org/W1827133796","https://openalex.org/W3006513224","https://openalex.org/W2046456988","https://openalex.org/W2357409937","https://openalex.org/W2395105737","https://openalex.org/W2369507325","https://openalex.org/W2074430941","https://openalex.org/W2113096305","https://openalex.org/W2580722822","https://openalex.org/W1985023705"],"abstract_inverted_index":{"Abstract":[0],"This":[1],"paper":[2],"presents":[3],"the":[4,23,37,59,79,87,92,104,120],"kernelized":[5,18,60,65,83,121],"Taylor":[6,19,26,38,61,66,84,122],"diagram,":[7,27,99],"a":[8,97,100,126],"graphical":[9],"framework":[10],"for":[11],"visualizing":[12,71],"similarities":[13,33,72],"between":[14,34,73],"data":[15,80,130],"populations.":[16,35],"The":[17,82],"diagram":[20,39,67,85,123],"builds":[21],"on":[22],"widely":[24],"used":[25,30],"which":[28],"is":[29,68],"to":[31,51,103,114],"visualize":[32],"However,":[36],"has":[40],"several":[41],"limitations":[42],"such":[43,55],"as":[44],"not":[45,110],"capturing":[46],"non-linear":[47],"relationships":[48],"and":[49,91],"sensitivity":[50],"outliers.":[52],"To":[53],"address":[54],"limitations,":[56],"we":[57],"propose":[58],"diagram.":[62],"Our":[63],"proposed":[64],"capable":[69],"of":[70,78,106],"populations":[74],"with":[75],"minimal":[76],"assumptions":[77],"distributions.":[81],"relates":[86],"maximum":[88],"mean":[89,94],"discrepancy":[90],"kernel":[93],"embedding":[95],"in":[96,129],"single":[98],"construction":[101],"that,":[102],"best":[105],"our":[107],"knowledge,":[108],"have":[109],"been":[111],"devised":[112],"prior":[113],"this":[115],"work.":[116],"We":[117],"believe":[118],"that":[119],"can":[124],"be":[125],"valuable":[127],"tool":[128],"visualization.":[131]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
