{"id":"https://openalex.org/W2607822087","doi":"https://doi.org/10.1109/access.2017.2696739","title":"SAMP-Viz: An Interactive Multivariable Volume Visualization Framework Based on Subspace Analysis and Multidimensional Projection","display_name":"SAMP-Viz: An Interactive Multivariable Volume Visualization Framework Based on Subspace Analysis and Multidimensional Projection","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2607822087","doi":"https://doi.org/10.1109/access.2017.2696739","mag":"2607822087"},"language":"en","primary_location":{"id":"doi:10.1109/access.2017.2696739","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2696739","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2017.2696739","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100631042","display_name":"Huijie Zhang","orcid":"https://orcid.org/0000-0001-8006-4845"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huijie Zhang","raw_affiliation_strings":["School of Computer Science and Information Technology, Northeast Normal University, Changchun, China"],"raw_orcid":"https://orcid.org/0000-0001-8006-4845","affiliations":[{"raw_affiliation_string":"School of Computer Science and Information Technology, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085921259","display_name":"Quanle Liu","orcid":"https://orcid.org/0000-0001-7565-8024"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Quanle Liu","raw_affiliation_strings":["School of Computer Science and Information Technology, Northeast Normal University, Changchun, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Information Technology, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064912499","display_name":"Dezhan Qu","orcid":"https://orcid.org/0000-0001-9776-4960"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dezhan Qu","raw_affiliation_strings":["School of Computer Science and Information Technology, Northeast Normal University, Changchun, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Information Technology, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013559783","display_name":"Yafang Hou","orcid":null},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yafang Hou","raw_affiliation_strings":["School of Computer Science and Information Technology, Northeast Normal University, Changchun, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Information Technology, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100427338","display_name":"Bin Chen","orcid":"https://orcid.org/0000-0002-4798-230X"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Chen","raw_affiliation_strings":["School of Computer Science and Information Technology, Northeast Normal University, Changchun, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Information Technology, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100631042"],"corresponding_institution_ids":["https://openalex.org/I184983240"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.7127,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74674049,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"5","issue":null,"first_page":"7636","last_page":"7647"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9919999837875366,"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/T11106","display_name":"Data Management and Algorithms","score":0.9722999930381775,"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/multivariable-calculus","display_name":"Multivariable calculus","score":0.8516460657119751},{"id":"https://openalex.org/keywords/subspace-topology","display_name":"Subspace topology","score":0.8163040280342102},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.7552347183227539},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7547035217285156},{"id":"https://openalex.org/keywords/linear-subspace","display_name":"Linear subspace","score":0.7198898792266846},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.679920494556427},{"id":"https://openalex.org/keywords/volume-rendering","display_name":"Volume rendering","score":0.6271271109580994},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.6238476037979126},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.5750716924667358},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.49663931131362915},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.49416282773017883},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4750559329986572},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39586400985717773},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35752394795417786},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.21982547640800476},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1866733729839325}],"concepts":[{"id":"https://openalex.org/C117312493","wikidata":"https://www.wikidata.org/wiki/Q2035437","display_name":"Multivariable calculus","level":2,"score":0.8516460657119751},{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.8163040280342102},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.7552347183227539},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7547035217285156},{"id":"https://openalex.org/C12362212","wikidata":"https://www.wikidata.org/wiki/Q728435","display_name":"Linear subspace","level":2,"score":0.7198898792266846},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.679920494556427},{"id":"https://openalex.org/C30769735","wikidata":"https://www.wikidata.org/wiki/Q2165951","display_name":"Volume rendering","level":3,"score":0.6271271109580994},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.6238476037979126},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.5750716924667358},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.49663931131362915},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49416282773017883},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4750559329986572},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39586400985717773},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35752394795417786},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.21982547640800476},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1866733729839325},{"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},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2017.2696739","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2696739","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:395b7c6c57b44c02b19ea95b6fe4280a","is_oa":true,"landing_page_url":"https://doaj.org/article/395b7c6c57b44c02b19ea95b6fe4280a","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 5, Pp 7636-7647 (2017)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2017.2696739","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2696739","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1723261075","display_name":null,"funder_award_id":"41671379","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6049262085","display_name":null,"funder_award_id":"20140101179JC","funder_id":"https://openalex.org/F4320310121","funder_display_name":"Natural Science Foundation of Jilin Province"},{"id":"https://openalex.org/G6518985537","display_name":null,"funder_award_id":"41101434","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6595668915","display_name":null,"funder_award_id":"20130043110016","funder_id":"https://openalex.org/F4320336024","funder_display_name":"Specialized Research Fund for the Doctoral Program of Higher Education of China"}],"funders":[{"id":"https://openalex.org/F4320310121","display_name":"Natural Science Foundation of Jilin Province","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336024","display_name":"Specialized Research Fund for the Doctoral Program of Higher Education of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1484454780","https://openalex.org/W1540016502","https://openalex.org/W1548630701","https://openalex.org/W1575292112","https://openalex.org/W1601859143","https://openalex.org/W1892979790","https://openalex.org/W1947468339","https://openalex.org/W1958729953","https://openalex.org/W1965140766","https://openalex.org/W2023524916","https://openalex.org/W2025243114","https://openalex.org/W2031281270","https://openalex.org/W2054501662","https://openalex.org/W2059973664","https://openalex.org/W2073459066","https://openalex.org/W2102495072","https://openalex.org/W2110532117","https://openalex.org/W2126014629","https://openalex.org/W2138290184","https://openalex.org/W2146703352","https://openalex.org/W2147756977","https://openalex.org/W2148420597","https://openalex.org/W2155052436","https://openalex.org/W2163213996","https://openalex.org/W2247717637","https://openalex.org/W2345907131","https://openalex.org/W2405992673","https://openalex.org/W2509970953","https://openalex.org/W3151945894","https://openalex.org/W4231061515","https://openalex.org/W4253820780","https://openalex.org/W6632843043","https://openalex.org/W6635901035","https://openalex.org/W6664092027","https://openalex.org/W6668990524","https://openalex.org/W6676884561"],"related_works":["https://openalex.org/W3100286349","https://openalex.org/W2896134808","https://openalex.org/W4289378085","https://openalex.org/W4294291164","https://openalex.org/W3172436493","https://openalex.org/W1887135636","https://openalex.org/W4287164812","https://openalex.org/W2386063599","https://openalex.org/W1975884855","https://openalex.org/W3213150849"],"abstract_inverted_index":{"Volume":[0],"rendering":[1],"is":[2,77],"an":[3],"important":[4],"technique":[5,135],"of":[6,25,41,123,147,159,201],"scientific":[7],"visualization":[8,23,53,196],"that":[9,163],"can":[10,111,153,166,197],"help":[11,167],"people":[12],"analyze":[13],"and":[14,32,113,177,193,206],"understand":[15],"multivariable":[16,26,43,66,203],"volume":[17,27,44,174,204,210],"data":[18,28,67,72,139,149,175,180,205],"effectively.":[19],"Since,":[20],"the":[21,56,61,74,88,91,120,124,128,133,138,142,145,148,160,170,179,199,208],"previous":[22],"methods":[24],"are":[29,98],"not":[30],"intuitive":[31],"difficult":[33],"to":[34,60,79,86,136],"operate,":[35],"we":[36,131],"propose":[37],"a":[38,70,101],"novel":[39],"framework":[40],"visualizing":[42],"data,":[45],"which":[46],"combines":[47],"subspace":[48,191],"clustering":[49],"with":[50],"radial":[51],"coordinate":[52],"(RadViz)":[54],"from":[55,95],"global":[57],"pattern":[58],"analysis":[59,122,192],"local":[62,125],"feature":[63,75],"exploration.":[64],"Since":[65],"generally":[68],"have":[69],"large":[71],"size,":[73],"sampling":[76],"performed":[78],"extract":[80],"some":[81],"representative":[82],"points.":[83],"In":[84],"order":[85],"explore":[87,114,169],"features":[89,172],"interactively,":[90,109],"sample":[92,107],"points":[93,108],"extracted":[94],"high-dimensional":[96],"space":[97],"projected":[99],"into":[100],"low-dimensional":[102],"space.":[103],"Through":[104],"selecting":[105],"different":[106,115,151,183],"users":[110,168],"switch":[112],"subspaces":[116],"in":[117,127,141,173],"real-time.":[118],"For":[119],"further":[121],"details":[126],"selected":[129],"subspace,":[130],"utilize":[132],"RadViz":[134],"present":[137],"patterns":[140,181],"subspace.":[143],"Thus,":[144],"relationships":[146],"among":[150,182],"dimensions":[152,184],"be":[154],"recognized":[155],"intuitively.":[156],"The":[157,186],"result":[158],"experiment":[161],"shows":[162],"our":[164],"method":[165],"complex":[171],"deeply":[176],"express":[178],"exactly.":[185],"constructed":[187],"system":[188],"based":[189],"on":[190],"multidimensional":[194],"projection":[195],"improve":[198],"efficiency":[200],"analyzing":[202],"guarantee":[207],"real-time":[209],"rendering.":[211]},"counts_by_year":[{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
