{"id":"https://openalex.org/W4391136754","doi":"https://doi.org/10.1007/s00371-023-03240-y","title":"Graphical representation of data prediction potential: correlation graphs and correlation chains","display_name":"Graphical representation of data prediction potential: correlation graphs and correlation chains","publication_year":2024,"publication_date":"2024-01-23","ids":{"openalex":"https://openalex.org/W4391136754","doi":"https://doi.org/10.1007/s00371-023-03240-y"},"language":"en","primary_location":{"id":"doi:10.1007/s00371-023-03240-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-023-03240-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-023-03240-y.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00371-023-03240-y.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012027728","display_name":"Adam Dud\u00e1\u0161","orcid":"https://orcid.org/0000-0001-5517-9464"},"institutions":[{"id":"https://openalex.org/I59655833","display_name":"Matej Bel University","ror":"https://ror.org/016e5hy63","country_code":"SK","type":"education","lineage":["https://openalex.org/I59655833"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"Adam Dud\u00e1\u0161","raw_affiliation_strings":["Department of Computer Science, Faculty of Natural Sciences, Matej Bel University, Bansk\u00e1 Bystrica, Slovakia"],"raw_orcid":"https://orcid.org/0000-0001-5517-9464","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Natural Sciences, Matej Bel University, Bansk\u00e1 Bystrica, Slovakia","institution_ids":["https://openalex.org/I59655833"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5012027728"],"corresponding_institution_ids":["https://openalex.org/I59655833"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":6.2428,"has_fulltext":true,"cited_by_count":38,"citation_normalized_percentile":{"value":0.97781954,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"40","issue":"10","first_page":"6969","last_page":"6982"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9968000054359436,"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":0.9968000054359436,"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/T12114","display_name":"Sensory Analysis and Statistical Methods","score":0.9333000183105469,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9189000129699707,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/correlation","display_name":"Correlation","score":0.7372398376464844},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5884436964988708},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.579209566116333},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.5203494429588318},{"id":"https://openalex.org/keywords/graphical-model","display_name":"Graphical model","score":0.5168231129646301},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4489094018936157},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3451108932495117},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3325332701206207},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.286188542842865},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.1311601996421814}],"concepts":[{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.7372398376464844},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5884436964988708},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.579209566116333},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.5203494429588318},{"id":"https://openalex.org/C155846161","wikidata":"https://www.wikidata.org/wiki/Q1143367","display_name":"Graphical model","level":2,"score":0.5168231129646301},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4489094018936157},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3451108932495117},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3325332701206207},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.286188542842865},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.1311601996421814},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00371-023-03240-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-023-03240-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-023-03240-y.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00371-023-03240-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-023-03240-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-023-03240-y.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321779","display_name":"Ministerstvo \u0161kolstva, vedy, v\u00fdskumu a \u0161portu Slovenskej republiky","ror":"https://ror.org/044gwpv05"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391136754.pdf"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W1990368229","https://openalex.org/W2068683567","https://openalex.org/W2072011083","https://openalex.org/W2802650270","https://openalex.org/W2965789757","https://openalex.org/W3158079978","https://openalex.org/W3170745735","https://openalex.org/W3184257778","https://openalex.org/W4205715519","https://openalex.org/W4285165233","https://openalex.org/W4293055827","https://openalex.org/W4306856302","https://openalex.org/W4312161565","https://openalex.org/W4316115594","https://openalex.org/W4366420844","https://openalex.org/W4379617065","https://openalex.org/W6944880721","https://openalex.org/W6966833258"],"related_works":["https://openalex.org/W2109986081","https://openalex.org/W2417308975","https://openalex.org/W4297589944","https://openalex.org/W4368755698","https://openalex.org/W2964129930","https://openalex.org/W4388627352","https://openalex.org/W3180766726","https://openalex.org/W2273151813","https://openalex.org/W2037309121","https://openalex.org/W2109325056"],"abstract_inverted_index":{"Abstract":[0],"The":[1,23,103],"correlation":[2,24,29,74,86,128],"of":[3,6,16,33,49,56,65,77,85,89,98,106,114,122,133],"the":[4,14,28,31,43,83,96,101,110,131],"set":[5],"attributes":[7,90],"is":[8,109],"a":[9,21,50,53,119,137],"crucial":[10],"statistical":[11],"value":[12],"for":[13],"measuring":[15],"prediction":[17,44,66,124,134],"potential":[18,45,67,135],"present":[19],"in":[20,39,68,100,118,136],"dataset.":[22,102,138],"coefficient,":[25],"which":[26],"measures":[27],"between":[30,46,87],"values":[32],"two":[34,61],"attributes,":[35],"can":[36],"be":[37],"used":[38],"order":[40],"to":[41],"measure":[42],"two-element":[47],"subsets":[48],"dataset":[51],"containing":[52],"high":[54],"number":[55],"attributes.":[57],"In":[58],"this":[59,107],"way":[60],"common":[62],"summary":[63],"visualizations":[64,79],"datasets":[69],"are":[70,80],"formed\u2014correlation":[71],"matrices":[72],"and":[73,112,127],"heatmaps.":[75],"Both":[76],"these":[78],"focused":[81],"on":[82],"presentation":[84],"pair":[88],"but":[91],"not":[92],"much":[93],"more":[94],"regarding":[95],"context":[97],"correlations":[99],"main":[104],"objective":[105],"article":[108],"design":[111],"implementation":[113],"graphical":[115],"models":[116],"usable":[117],"visual":[120],"representation":[121],"data":[123],"potential\u2014correlation":[125],"graphs":[126],"chains\u2014which":[129],"emphasize":[130],"pseudo-transitivity":[132]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":7}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
