{"id":"https://openalex.org/W2908919443","doi":"https://doi.org/10.1109/tvcg.2019.2892483","title":"Exploring the Sensitivity of Choropleths under Attribute Uncertainty","display_name":"Exploring the Sensitivity of Choropleths under Attribute Uncertainty","publication_year":2019,"publication_date":"2019-01-14","ids":{"openalex":"https://openalex.org/W2908919443","doi":"https://doi.org/10.1109/tvcg.2019.2892483","mag":"2908919443","pmid":"https://pubmed.ncbi.nlm.nih.gov/30640617"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2019.2892483","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2019.2892483","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5036782759","display_name":"Zhaosong Huang","orcid":"https://orcid.org/0000-0003-0354-8365"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhaosong Huang","raw_affiliation_strings":["State Key Lab of CAD & CG, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0354-8365","affiliations":[{"raw_affiliation_string":"State Key Lab of CAD & CG, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029506224","display_name":"Yafeng Lu","orcid":"https://orcid.org/0000-0002-3978-9550"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yafeng Lu","raw_affiliation_strings":["School of Computing, Informatics & Decision Systems Engineering, Arizona State University, Tempe, USA"],"raw_orcid":"https://orcid.org/0000-0002-3978-9550","affiliations":[{"raw_affiliation_string":"School of Computing, Informatics & Decision Systems Engineering, Arizona State University, Tempe, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055161766","display_name":"Elizabeth A. Mack","orcid":"https://orcid.org/0000-0002-1829-8787"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elizabeth A. Mack","raw_affiliation_strings":["Department of Geography, Michigan State University, East Lansing, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geography, Michigan State University, East Lansing, USA","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100344494","display_name":"Wei Chen","orcid":"https://orcid.org/0000-0002-8365-4741"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Chen","raw_affiliation_strings":["Joint Institute of Frontier Technologies, Alibaba-Zhejiang University, Hangzhou, China","State Key Lab of CAD & CG, Zhejiang University, Hangzhou"],"raw_orcid":"https://orcid.org/0000-0002-8365-4741","affiliations":[{"raw_affiliation_string":"Joint Institute of Frontier Technologies, Alibaba-Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I45928872","https://openalex.org/I76130692"]},{"raw_affiliation_string":"State Key Lab of CAD & CG, Zhejiang University, Hangzhou","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026799813","display_name":"Ross Maciejewski","orcid":"https://orcid.org/0000-0001-8803-6355"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ross Maciejewski","raw_affiliation_strings":["School of Computing, Informatics & Decision Systems Engineering, Arizona State University, Tempe, USA"],"raw_orcid":"https://orcid.org/0000-0001-8803-6355","affiliations":[{"raw_affiliation_string":"School of Computing, Informatics & Decision Systems Engineering, Arizona State University, Tempe, USA","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5036782759"],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":9.8757,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.9768246,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"26","issue":"8","first_page":"2576","last_page":"2590"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11911","display_name":"Spatial and Panel Data Analysis","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11911","display_name":"Spatial and Panel Data Analysis","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9954000115394592,"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"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.991100013256073,"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/visualization","display_name":"Visualization","score":0.7922435998916626},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7601630687713623},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6792225241661072},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.6155528426170349},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.5818902254104614},{"id":"https://openalex.org/keywords/parallel-coordinates","display_name":"Parallel coordinates","score":0.5290868282318115},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.5120278000831604},{"id":"https://openalex.org/keywords/scatter-plot","display_name":"Scatter plot","score":0.4919693171977997},{"id":"https://openalex.org/keywords/geographic-information-system","display_name":"Geographic information system","score":0.4644119441509247},{"id":"https://openalex.org/keywords/plot","display_name":"Plot (graphics)","score":0.46142131090164185},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.4438546597957611},{"id":"https://openalex.org/keywords/uncertainty-analysis","display_name":"Uncertainty analysis","score":0.4427063763141632},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2781095504760742},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1800881028175354},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.16417095065116882},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1598508656024933},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09277954697608948},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.07606443762779236}],"concepts":[{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.7922435998916626},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7601630687713623},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6792225241661072},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.6155528426170349},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.5818902254104614},{"id":"https://openalex.org/C60011546","wikidata":"https://www.wikidata.org/wiki/Q932996","display_name":"Parallel coordinates","level":4,"score":0.5290868282318115},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.5120278000831604},{"id":"https://openalex.org/C31462909","wikidata":"https://www.wikidata.org/wiki/Q1045782","display_name":"Scatter plot","level":2,"score":0.4919693171977997},{"id":"https://openalex.org/C41856607","wikidata":"https://www.wikidata.org/wiki/Q483130","display_name":"Geographic information system","level":2,"score":0.4644119441509247},{"id":"https://openalex.org/C167651023","wikidata":"https://www.wikidata.org/wiki/Q1474611","display_name":"Plot (graphics)","level":2,"score":0.46142131090164185},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.4438546597957611},{"id":"https://openalex.org/C177803969","wikidata":"https://www.wikidata.org/wiki/Q29205","display_name":"Uncertainty analysis","level":2,"score":0.4427063763141632},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2781095504760742},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1800881028175354},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.16417095065116882},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1598508656024933},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09277954697608948},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.07606443762779236},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tvcg.2019.2892483","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2019.2892483","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:30640617","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30640617","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on visualization and computer graphics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3665848037","display_name":null,"funder_award_id":"61761136020","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5842681424","display_name":null,"funder_award_id":"61772456","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6259300911","display_name":null,"funder_award_id":"1350573","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6612472031","display_name":null,"funder_award_id":"2017-ST-061-QA0001","funder_id":"https://openalex.org/F4320306110","funder_display_name":"U.S. Department of Homeland Security"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306110","display_name":"U.S. Department of Homeland Security","ror":"https://ror.org/00jyr0d86"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":88,"referenced_works":["https://openalex.org/W106002676","https://openalex.org/W1479690669","https://openalex.org/W1501500081","https://openalex.org/W1528368069","https://openalex.org/W1601042374","https://openalex.org/W1912056476","https://openalex.org/W1933343699","https://openalex.org/W1955448118","https://openalex.org/W1969153223","https://openalex.org/W1970560349","https://openalex.org/W1971022913","https://openalex.org/W1972450281","https://openalex.org/W1972655527","https://openalex.org/W1973337438","https://openalex.org/W1973416695","https://openalex.org/W1974902342","https://openalex.org/W1977556410","https://openalex.org/W1982013231","https://openalex.org/W1984655801","https://openalex.org/W1987541658","https://openalex.org/W1994414501","https://openalex.org/W1998281699","https://openalex.org/W1999683020","https://openalex.org/W2005948381","https://openalex.org/W2012494959","https://openalex.org/W2017378397","https://openalex.org/W2017952530","https://openalex.org/W2021629664","https://openalex.org/W2025394193","https://openalex.org/W2026169687","https://openalex.org/W2028191814","https://openalex.org/W2028226037","https://openalex.org/W2030644393","https://openalex.org/W2030861104","https://openalex.org/W2036083346","https://openalex.org/W2040704816","https://openalex.org/W2045657013","https://openalex.org/W2057250546","https://openalex.org/W2057712948","https://openalex.org/W2070412788","https://openalex.org/W2070695480","https://openalex.org/W2074987985","https://openalex.org/W2079990928","https://openalex.org/W2080417696","https://openalex.org/W2098040227","https://openalex.org/W2100822181","https://openalex.org/W2105008617","https://openalex.org/W2109911343","https://openalex.org/W2118898434","https://openalex.org/W2125100130","https://openalex.org/W2127042504","https://openalex.org/W2127775323","https://openalex.org/W2129070834","https://openalex.org/W2131586477","https://openalex.org/W2133640707","https://openalex.org/W2136436991","https://openalex.org/W2157305458","https://openalex.org/W2158948263","https://openalex.org/W2159951290","https://openalex.org/W2163463784","https://openalex.org/W2163685257","https://openalex.org/W2167184776","https://openalex.org/W2203565671","https://openalex.org/W2345372882","https://openalex.org/W2345907131","https://openalex.org/W2357170871","https://openalex.org/W2473098174","https://openalex.org/W2484859978","https://openalex.org/W2503642504","https://openalex.org/W2514121275","https://openalex.org/W2588101269","https://openalex.org/W2597577877","https://openalex.org/W2751642492","https://openalex.org/W2768452780","https://openalex.org/W2794115164","https://openalex.org/W2795631595","https://openalex.org/W2795752238","https://openalex.org/W2994662608","https://openalex.org/W3011400958","https://openalex.org/W4231252592","https://openalex.org/W4233909034","https://openalex.org/W4243705201","https://openalex.org/W4244030505","https://openalex.org/W6631485612","https://openalex.org/W6683905919","https://openalex.org/W6684537499","https://openalex.org/W6771592399","https://openalex.org/W6775047284"],"related_works":["https://openalex.org/W2393137347","https://openalex.org/W4386000111","https://openalex.org/W4317826781","https://openalex.org/W2116732611","https://openalex.org/W2951177137","https://openalex.org/W348707231","https://openalex.org/W2896663798","https://openalex.org/W2739521023","https://openalex.org/W2481111964","https://openalex.org/W2403870185"],"abstract_inverted_index":{"The":[0],"choropleth":[1,32],"map":[2,26,55,114],"is":[3,46],"an":[4,99],"essential":[5],"tool":[6],"for":[7,106,118],"spatial":[8,18,125],"data":[9,81],"analysis.":[10,60,152],"However,":[11],"the":[12,22,35,50,54,58,75,120,128,133,145],"underlying":[13],"attribute":[14,36,78,134,148],"values":[15,37],"of":[16,41,74,77,86,92,130,147],"a":[17,31,39,43,66,93,112],"unit":[19],"greatly":[20],"influence":[21],"statistical":[23,59,84],"analyses":[24,85],"and":[25,57,83,102,108,111,115,124],"classification":[27,123],"procedures":[28],"when":[29],"generating":[30],"map.":[33],"If":[34],"incorporate":[38],"range":[40,129],"uncertainty,":[42],"critical":[44],"task":[45],"determining":[47],"how":[48],"much":[49],"uncertainty":[51,79,96,131,149],"impacts":[52],"both":[53],"visualization":[56,82,105],"In":[61],"this":[62],"paper,":[63],"we":[64],"present":[65],"visual":[67],"analytics":[68],"system":[69,90,139],"that":[70],"enhances":[71],"our":[72,138],"understanding":[73],"impact":[76,100,103,146],"on":[80],"these":[87],"data.":[88],"Our":[89],"consists":[91],"parallel":[94],"coordinates-based":[95],"specification":[97],"view,":[98],"river":[101],"matrix":[104],"region-based":[107],"simulation-based":[109],"analysis,":[110],"dual-choropleth":[113],"t-SNE":[116],"plot":[117],"visualizing":[119],"changes":[121],"in":[122,132,150],"autocorrelation":[126],"over":[127],"values.":[135],"We":[136],"demonstrate":[137],"through":[140],"three":[141],"use":[142],"cases":[143],"illustrating":[144],"geographic":[151]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
