{"id":"https://openalex.org/W2026707595","doi":"https://doi.org/10.1002/int.4550070706","title":"Visualization for knowledge discovery","display_name":"Visualization for knowledge discovery","publication_year":1992,"publication_date":"1992-09-01","ids":{"openalex":"https://openalex.org/W2026707595","doi":"https://doi.org/10.1002/int.4550070706","mag":"2026707595"},"language":"en","primary_location":{"id":"doi:10.1002/int.4550070706","is_oa":false,"landing_page_url":"https://doi.org/10.1002/int.4550070706","pdf_url":null,"source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5021770726","display_name":"Georges Grinstein","orcid":"https://orcid.org/0000-0003-2388-6601"},"institutions":[{"id":"https://openalex.org/I133738476","display_name":"University of Massachusetts Lowell","ror":"https://ror.org/03hamhx47","country_code":"US","type":"education","lineage":["https://openalex.org/I133738476"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Georges Grinstein","raw_affiliation_strings":["University of Massachusetts at Lowell, Lowell, Massachusetts 01854","University of Massachusetts at Lowell Lowell, Massachusetts 01854"],"affiliations":[{"raw_affiliation_string":"University of Massachusetts at Lowell, Lowell, Massachusetts 01854","institution_ids":["https://openalex.org/I133738476"]},{"raw_affiliation_string":"University of Massachusetts at Lowell Lowell, Massachusetts 01854","institution_ids":["https://openalex.org/I133738476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040798823","display_name":"John C. Sieg","orcid":null},"institutions":[{"id":"https://openalex.org/I133738476","display_name":"University of Massachusetts Lowell","ror":"https://ror.org/03hamhx47","country_code":"US","type":"education","lineage":["https://openalex.org/I133738476"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John C. Sieg","raw_affiliation_strings":["University of Massachusetts at Lowell, Lowell, Massachusetts 01854","University of Massachusetts at Lowell Lowell, Massachusetts 01854"],"affiliations":[{"raw_affiliation_string":"University of Massachusetts at Lowell, Lowell, Massachusetts 01854","institution_ids":["https://openalex.org/I133738476"]},{"raw_affiliation_string":"University of Massachusetts at Lowell Lowell, Massachusetts 01854","institution_ids":["https://openalex.org/I133738476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102904203","display_name":"Stuart Smith","orcid":"https://orcid.org/0009-0002-3019-3096"},"institutions":[{"id":"https://openalex.org/I133738476","display_name":"University of Massachusetts Lowell","ror":"https://ror.org/03hamhx47","country_code":"US","type":"education","lineage":["https://openalex.org/I133738476"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stuart Smith","raw_affiliation_strings":["University of Massachusetts at Lowell, Lowell, Massachusetts 01854","University of Massachusetts at Lowell Lowell, Massachusetts 01854"],"affiliations":[{"raw_affiliation_string":"University of Massachusetts at Lowell, Lowell, Massachusetts 01854","institution_ids":["https://openalex.org/I133738476"]},{"raw_affiliation_string":"University of Massachusetts at Lowell Lowell, Massachusetts 01854","institution_ids":["https://openalex.org/I133738476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112418205","display_name":"Marian G. Williams","orcid":null},"institutions":[{"id":"https://openalex.org/I133738476","display_name":"University of Massachusetts Lowell","ror":"https://ror.org/03hamhx47","country_code":"US","type":"education","lineage":["https://openalex.org/I133738476"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marian G. Williams","raw_affiliation_strings":["University of Massachusetts at Lowell, Lowell, Massachusetts 01854","University of Massachusetts at Lowell Lowell, Massachusetts 01854"],"affiliations":[{"raw_affiliation_string":"University of Massachusetts at Lowell, Lowell, Massachusetts 01854","institution_ids":["https://openalex.org/I133738476"]},{"raw_affiliation_string":"University of Massachusetts at Lowell Lowell, Massachusetts 01854","institution_ids":["https://openalex.org/I133738476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5021770726"],"corresponding_institution_ids":["https://openalex.org/I133738476"],"apc_list":{"value":2500,"currency":"USD","value_usd":2500},"apc_paid":null,"fwci":2.1564,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.88038698,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"7","issue":"7","first_page":"637","last_page":"648"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9979000091552734,"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":0.9979000091552734,"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":0.9642999768257141,"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"}},{"id":"https://openalex.org/T12805","display_name":"Cognitive Science and Mapping","score":0.9589999914169312,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.9095042943954468},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7548952102661133},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6719201803207397},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5863900780677795},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.49051254987716675},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.48399901390075684},{"id":"https://openalex.org/keywords/creative-visualization","display_name":"Creative visualization","score":0.4505985379219055},{"id":"https://openalex.org/keywords/information-visualization","display_name":"Information visualization","score":0.43354907631874084},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3780650496482849},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.28495848178863525}],"concepts":[{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.9095042943954468},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7548952102661133},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6719201803207397},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5863900780677795},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.49051254987716675},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.48399901390075684},{"id":"https://openalex.org/C14669888","wikidata":"https://www.wikidata.org/wiki/Q4014850","display_name":"Creative visualization","level":3,"score":0.4505985379219055},{"id":"https://openalex.org/C185578843","wikidata":"https://www.wikidata.org/wiki/Q10609775","display_name":"Information visualization","level":3,"score":0.43354907631874084},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3780650496482849},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28495848178863525},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/int.4550070706","is_oa":false,"landing_page_url":"https://doi.org/10.1002/int.4550070706","pdf_url":null,"source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1503710997","https://openalex.org/W1522392524","https://openalex.org/W1532469653","https://openalex.org/W1969556630","https://openalex.org/W1974170079","https://openalex.org/W1991928089","https://openalex.org/W1992942165","https://openalex.org/W1994502095","https://openalex.org/W2007992085","https://openalex.org/W2020459435","https://openalex.org/W2026343926","https://openalex.org/W2051390054","https://openalex.org/W2052270675","https://openalex.org/W2052969338","https://openalex.org/W2055505161","https://openalex.org/W2118733287","https://openalex.org/W2200545814","https://openalex.org/W3021628422","https://openalex.org/W4214564655","https://openalex.org/W4251530686","https://openalex.org/W4256399001","https://openalex.org/W6631503001","https://openalex.org/W6631844121","https://openalex.org/W6637324755","https://openalex.org/W6647932610","https://openalex.org/W6649229757","https://openalex.org/W6657101313","https://openalex.org/W6663281781","https://openalex.org/W6677794081","https://openalex.org/W6687763921","https://openalex.org/W6888465210"],"related_works":["https://openalex.org/W1574055964","https://openalex.org/W2104025928","https://openalex.org/W2295030662","https://openalex.org/W4225274103","https://openalex.org/W2923661510","https://openalex.org/W2147893003","https://openalex.org/W2579659702","https://openalex.org/W2035418841","https://openalex.org/W2105200106","https://openalex.org/W1938514595"],"abstract_inverted_index":{"Although":[0],"the":[1,23,28,35,50,73,79,90,101,113,133],"fields":[2],"of":[3,27,37,52,57,75,93,115],"data":[4],"visualization":[5,38,61,82,125],"and":[6,25,84,111,131],"automated":[7],"knowledge":[8],"discovery":[9],"(AKD)":[10],"share":[11],"many":[12],"goals,":[13],"workers":[14],"in":[15,139],"each":[16],"field":[17],"have":[18,129],"been":[19],"reluctant":[20],"to":[21,72,88,100],"adopt":[22],"tools":[24,39],"methods":[26],"other":[29],"field.":[30],"Many":[31,60],"AKD":[32,144],"researchers":[33,62],"discourage":[34],"use":[36],"because":[40],"they":[41],"believe":[42],"that":[43,65,105,112,127,135],"dependence":[44],"on":[45],"human":[46],"steering":[47],"will":[48],"impede":[49],"development":[51],"numerical":[53],"or":[54],"analytical":[55],"descriptions":[56],"complex":[58],"data.":[59,102],"are":[63,69,85,108,119],"concerned":[64],"their":[66,76],"present":[67],"platforms":[68],"being":[70],"pushed":[71],"limits":[74],"performance":[77],"by":[78],"most":[80],"advanced":[81],"techniques":[83,114],"therefore":[86],"unwilling":[87],"incur":[89],"perceived":[91],"overhead":[92],"having":[94],"a":[95,123],"database":[96],"system":[97,126],"mediate":[98],"access":[99],"We":[103,121],"argue":[104],"these":[106,116],"attitudes":[107],"somewhat":[109],"short-sighted":[110],"two":[117],"communities":[118],"complementary.":[120],"discuss":[122],"specific":[124],"we":[128],"developed":[130],"describe":[132],"obstacles":[134],"must":[136],"be":[137],"overcome":[138],"integrating":[140],"it":[141],"into":[142],"an":[143],"system.":[145],"\u00a9":[146],"1992":[147],"John":[148],"Wiley":[149],"&":[150],"Sons,":[151],"Inc.":[152]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
