{"id":"https://openalex.org/W4387430230","doi":"https://doi.org/10.1007/978-3-031-45275-8_14","title":"Refining Temporal Visualizations Using the\u00a0Directional Coherence Loss","display_name":"Refining Temporal Visualizations Using the\u00a0Directional Coherence Loss","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4387430230","doi":"https://doi.org/10.1007/978-3-031-45275-8_14"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-45275-8_14","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-45275-8_14","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-45275-8_14.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-45275-8_14.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054118774","display_name":"Pavlin G. Poli\u010dar","orcid":"https://orcid.org/0000-0002-6462-9372"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Pavlin G. Poli\u010dar","raw_affiliation_strings":["Faculty of Computer and Information Science, University of Ljubljana, Ljubljana, Slovenia"],"raw_orcid":"https://orcid.org/0000-0002-6462-9372","affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073792028","display_name":"Bla\u017e Zupan","orcid":"https://orcid.org/0000-0002-5864-7056"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]},{"id":"https://openalex.org/I181547552","display_name":"Baylor College of Medicine","ror":"https://ror.org/02pttbw34","country_code":"US","type":"education","lineage":["https://openalex.org/I181547552","https://openalex.org/I2801539370"]}],"countries":["SI","US"],"is_corresponding":false,"raw_author_name":"Bla\u017e Zupan","raw_affiliation_strings":["Department Education, Innovation and Technology, Baylor College of Medicine, Houston, TX, USA","Faculty of Computer and Information Science, University of Ljubljana, Ljubljana, Slovenia"],"raw_orcid":"https://orcid.org/0000-0002-5864-7056","affiliations":[{"raw_affiliation_string":"Department Education, Innovation and Technology, Baylor College of Medicine, Houston, TX, USA","institution_ids":["https://openalex.org/I181547552"]},{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5054118774"],"corresponding_institution_ids":["https://openalex.org/I153976015"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":0.1214,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.43266007,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"204","last_page":"215"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9988999962806702,"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":0.9988999962806702,"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/T10895","display_name":"Species Distribution and Climate Change","score":0.9715999960899353,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9606999754905701,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental 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":0.7986398935317993},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.640943169593811},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6098500490188599},{"id":"https://openalex.org/keywords/coherence","display_name":"Coherence (philosophical gambling strategy)","score":0.5808278322219849},{"id":"https://openalex.org/keywords/negation","display_name":"Negation","score":0.5049448609352112},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.452831506729126},{"id":"https://openalex.org/keywords/temporal-database","display_name":"Temporal database","score":0.45087122917175293},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.449880450963974},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4456532299518585},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.43773430585861206},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37678301334381104},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33402830362319946},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09394210577011108}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7986398935317993},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.640943169593811},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6098500490188599},{"id":"https://openalex.org/C2781181686","wikidata":"https://www.wikidata.org/wiki/Q4226068","display_name":"Coherence (philosophical gambling strategy)","level":2,"score":0.5808278322219849},{"id":"https://openalex.org/C2185349","wikidata":"https://www.wikidata.org/wiki/Q190558","display_name":"Negation","level":2,"score":0.5049448609352112},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.452831506729126},{"id":"https://openalex.org/C77277458","wikidata":"https://www.wikidata.org/wiki/Q1969246","display_name":"Temporal database","level":2,"score":0.45087122917175293},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.449880450963974},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4456532299518585},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.43773430585861206},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37678301334381104},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33402830362319946},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09394210577011108},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-45275-8_14","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-45275-8_14","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-45275-8_14.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-45275-8_14","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-45275-8_14","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-45275-8_14.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7900000214576721,"id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G5769677123","display_name":"Artificial Intelligence and Intelligent Systems","funder_award_id":"P2-0209","funder_id":"https://openalex.org/F4320322554","funder_display_name":"Javna Agencija za Raziskovalno Dejavnost RS"},{"id":"https://openalex.org/G8779743826","display_name":"Defining a framework to ensure public trust in systems and applications of Artificial Intelligence","funder_award_id":"V2-2272","funder_id":"https://openalex.org/F4320322554","funder_display_name":"Javna Agencija za Raziskovalno Dejavnost RS"}],"funders":[{"id":"https://openalex.org/F4320322554","display_name":"Javna Agencija za Raziskovalno Dejavnost RS","ror":"https://ror.org/059bp8k51"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387430230.pdf"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W1939177925","https://openalex.org/W2150231912","https://openalex.org/W2294798173","https://openalex.org/W2586761003","https://openalex.org/W2766437506","https://openalex.org/W2807795618","https://openalex.org/W2883965965","https://openalex.org/W2889326414","https://openalex.org/W2970971581","https://openalex.org/W4205622916","https://openalex.org/W4223505801"],"related_works":["https://openalex.org/W2059922809","https://openalex.org/W2387527986","https://openalex.org/W2479250593","https://openalex.org/W4283261428","https://openalex.org/W2131148043","https://openalex.org/W2092783274","https://openalex.org/W4318829426","https://openalex.org/W4391025849","https://openalex.org/W4384940451","https://openalex.org/W2994280181"],"abstract_inverted_index":{"Abstract":[0],"Many":[1],"real-world":[2,145],"data":[3,18,25,33,63,148],"sets":[4,26],"contain":[5],"a":[6,86,144],"temporal":[7,40,57,74,106,112],"component":[8],"or":[9,58],"include":[10],"transitions":[11],"from":[12],"state":[13],"to":[14,68,103],"state.":[15],"For":[16],"exploratory":[17],"analysis,":[19],"we":[20,80,91],"can":[21,92],"present":[22],"these":[23],"high-dimensional":[24],"in":[27,157,176,186],"two-dimensional":[28],"maps,":[29],"using":[30],"embeddings":[31],"of":[32,61,108,124,140,153,173],"objects":[34],"under":[35],"exploration":[36],"and":[37,53,133,179],"representing":[38],"their":[39],"relations":[41],"with":[42],"directed":[43,126],"edges.":[44],"Most":[45],"existing":[46,95],"dimensionality":[47,96],"reduction":[48,97],"techniques,":[49],"such":[50],"as":[51],"t-SNE":[52,167],"UMAP,":[54],"disregard":[55],"the":[56,62,105,109,125,128,138,151,154,163,166,170,174,177],"relational":[59],"nature":[60],"during":[64],"embedding":[65,178],"construction,":[66],"leading":[67],"cluttered":[69],"visualizations":[70],"obscuring":[71],"potentially":[72],"interesting":[73,181],"patterns.":[75],"To":[76],"address":[77],"this":[78],"issue,":[79],"introduce":[81],"Directional":[82],"Coherence":[83],"Loss":[84],"(DCL),":[85],"differentiable":[87],"loss":[88],"function":[89],"that":[90,114,161],"incorporate":[93],"into":[94,165],"techniques.":[98],"We":[99,136,159],"have":[100],"designed":[101],"DCL":[102,129,164],"highlight":[104],"aspects":[107],"data,":[110],"revealing":[111],"patterns":[113,183],"might":[115],"otherwise":[116,184],"remain":[117],"unnoticed.":[118],"By":[119],"encouraging":[120],"local":[121],"directional":[122],"coherence":[123],"edges,":[127],"produces":[130],"more":[131],"temporally-meaningful":[132],"less-cluttered":[134],"visualizations.":[135],"demonstrate":[137],"effectiveness":[139],"our":[141],"approach":[142],"on":[143],"multivariate":[146],"time-series":[147],"set":[149],"tracking":[150],"progression":[152,172],"COVID-19":[155],"pandemic":[156,175],"Slovenia.":[158],"show":[160],"incorporating":[162],"algorithm":[168],"elucidates":[169],"time":[171],"reveals":[180],"cyclical":[182],"hidden":[185],"standard":[187],"embeddings.":[188]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}