{"id":"https://openalex.org/W2592850261","doi":"https://doi.org/10.5220/0006265101640175","title":"Interpretation of Dimensionally-reduced Crime Data: A Study with Untrained Domain Experts","display_name":"Interpretation of Dimensionally-reduced Crime Data: A Study with Untrained Domain Experts","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2592850261","doi":"https://doi.org/10.5220/0006265101640175","mag":"2592850261"},"language":"en","primary_location":{"id":"doi:10.5220/0006265101640175","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006265101640175","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0006265101640175","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079507712","display_name":"Dominik J\u00e4ckle","orcid":"https://orcid.org/0000-0002-4018-4460"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dominik J\u00e4ckle","raw_affiliation_strings":["University of Konstanz, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Konstanz, Germany","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062766883","display_name":"Florian Stoffel","orcid":null},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Florian Stoffel","raw_affiliation_strings":["University of Konstanz, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Konstanz, Germany","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081290775","display_name":"Sebastian Mittelst\u00e4dt","orcid":null},"institutions":[{"id":"https://openalex.org/I1325886976","display_name":"Siemens (Germany)","ror":"https://ror.org/059mq0909","country_code":"DE","type":"company","lineage":["https://openalex.org/I1325886976"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Mittelst\u00e4dt","raw_affiliation_strings":["Siemens AG, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Siemens AG, Germany","institution_ids":["https://openalex.org/I1325886976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073919282","display_name":"Daniel A. Keim","orcid":"https://orcid.org/0000-0001-7966-9740"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel A. Keim","raw_affiliation_strings":["University of Konstanz, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Konstanz, Germany","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017670865","display_name":"Harald Reiterer","orcid":"https://orcid.org/0000-0001-8528-8928"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Harald Reiterer","raw_affiliation_strings":["University of Konstanz, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Konstanz, Germany","institution_ids":["https://openalex.org/I189712700"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2771,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.62375918,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"164","last_page":"175"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":1.0,"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":1.0,"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/T13398","display_name":"Data Analysis with R","score":0.9848999977111816,"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"}},{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9666000008583069,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.8193833827972412},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7404052019119263},{"id":"https://openalex.org/keywords/depiction","display_name":"Depiction","score":0.6520557999610901},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6268632411956787},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.585080087184906},{"id":"https://openalex.org/keywords/interpretation","display_name":"Interpretation (philosophy)","score":0.5340563058853149},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.5168572068214417},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4879309833049774},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.47533345222473145},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4714924991130829},{"id":"https://openalex.org/keywords/agency","display_name":"Agency (philosophy)","score":0.4511234164237976},{"id":"https://openalex.org/keywords/crime-analysis","display_name":"Crime analysis","score":0.421242356300354},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39727944135665894},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.39638030529022217},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12138098478317261}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8193833827972412},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7404052019119263},{"id":"https://openalex.org/C2779702343","wikidata":"https://www.wikidata.org/wiki/Q1166770","display_name":"Depiction","level":2,"score":0.6520557999610901},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6268632411956787},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.585080087184906},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.5340563058853149},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.5168572068214417},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4879309833049774},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.47533345222473145},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4714924991130829},{"id":"https://openalex.org/C108170787","wikidata":"https://www.wikidata.org/wiki/Q3951828","display_name":"Agency (philosophy)","level":2,"score":0.4511234164237976},{"id":"https://openalex.org/C2776876444","wikidata":"https://www.wikidata.org/wiki/Q2845200","display_name":"Crime analysis","level":2,"score":0.421242356300354},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39727944135665894},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.39638030529022217},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12138098478317261},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C73484699","wikidata":"https://www.wikidata.org/wiki/Q161733","display_name":"Criminology","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},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0006265101640175","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006265101640175","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},{"id":"pmh:oai:kops.uni-konstanz.de:123456789/39720","is_oa":false,"landing_page_url":"http://nbn-resolving.de/urn:nbn:de:bsz:352-0-419085","pdf_url":null,"source":{"id":"https://openalex.org/S4306401487","display_name":"KOPS (University of Konstanz)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189712700","host_organization_name":"University of Konstanz","host_organization_lineage":["https://openalex.org/I189712700"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications. Set\u00fabal, Portugal: SCITEPRESS, 2017, S. 164-175. ISBN 978-989-758-228-8. Verf\u00fcgbar unter: doi: 10.5220/0006265101640175","raw_type":"doc-type:Text"}],"best_oa_location":{"id":"doi:10.5220/0006265101640175","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006265101640175","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7400000095367432,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G6476343658","display_name":null,"funder_award_id":"SFB/Transregio 161","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W8870360","https://openalex.org/W93479050","https://openalex.org/W1497740227","https://openalex.org/W1500245553","https://openalex.org/W1595303882","https://openalex.org/W1600949175","https://openalex.org/W1945230793","https://openalex.org/W1969045498","https://openalex.org/W1981325128","https://openalex.org/W1990293817","https://openalex.org/W2007342570","https://openalex.org/W2015755066","https://openalex.org/W2025394193","https://openalex.org/W2029948740","https://openalex.org/W2031281270","https://openalex.org/W2047046780","https://openalex.org/W2056884786","https://openalex.org/W2058190445","https://openalex.org/W2062650145","https://openalex.org/W2073800769","https://openalex.org/W2088003405","https://openalex.org/W2088047416","https://openalex.org/W2088509436","https://openalex.org/W2098072631","https://openalex.org/W2100396541","https://openalex.org/W2132631291","https://openalex.org/W2147055032","https://openalex.org/W2147512934","https://openalex.org/W2149472792","https://openalex.org/W2153312812","https://openalex.org/W2156196376","https://openalex.org/W2169056757","https://openalex.org/W2197138246","https://openalex.org/W2329095262","https://openalex.org/W2479500547","https://openalex.org/W2517066960","https://openalex.org/W2592128618","https://openalex.org/W2671739255","https://openalex.org/W4249855545","https://openalex.org/W4250367162","https://openalex.org/W4292023222"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2354497654","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W1521279281","https://openalex.org/W4390569940","https://openalex.org/W2996464640","https://openalex.org/W2488891548","https://openalex.org/W4239294876"],"abstract_inverted_index":{"Dimensionality":[0],"reduction":[1],"(DR)":[2],"techniques":[3],"aim":[4],"to":[5,20,52],"reduce":[6],"the":[7,57,103,181,198],"amount":[8],"of":[9,59,105,144,168],"considered":[10],"dimensions,":[11],"yet":[12],"preserving":[13],"as":[14,17,129],"much":[15],"information":[16],"possible.":[18],"According":[19],"many":[21],"visualization":[22],"researchers,":[23],"DR":[24],"results":[25,182,199],"lack":[26],"interpretability,":[27],"in":[28,76,95,132,179],"particular":[29],"for":[30,49,122],"domain":[31,188],"experts":[32,74,175],"not":[33],"familiar":[34],"with":[35,73,89,150],"machine":[36,96],"learning":[37,97],"or":[38,91,98],"advanced":[39,99],"statistics.":[40],"Thus,":[41],"interactive":[42,120],"visual":[43],"methods":[44,63],"have":[45,64],"been":[46,66],"extensively":[47],"researched":[48],"their":[50,111,193],"ability":[51],"improve":[53],"transparency":[54],"and":[55,71,109,154,158,183,192,205],"ease":[56],"interpretation":[58],"results.":[60],"However,":[61],"these":[62,173],"primarily":[65],"evaluated":[67],"using":[68],"case":[69,191],"studies":[70],"interviews":[72],"trained":[75],"DR.":[77],"In":[78],"this":[79,137],"paper,":[80],"we":[81,139],"describe":[82],"a":[83,106,145,187],"phenomenological":[84],"analysis":[85],"investigating":[86],"if":[87],"researchers":[88],"no":[90],"only":[92],"limited":[93],"training":[94],"statistics":[100],"can":[101],"interpret":[102],"depiction":[104],"data":[107,127,141,153],"projection":[108],"what":[110],"incentives":[112],"are":[113],"during":[114],"interaction.":[115],"We,":[116],"therefore,":[117],"developed":[118],"an":[119],"system":[121],"DR,":[123],"which":[124],"unifies":[125],"mixed":[126],"types":[128],"they":[130],"appear":[131],"real-world":[133],"data.":[134],"Based":[135],"on":[136,201],"system,":[138],"provided":[140],"analys":[142],"ts":[143],"Law":[146],"Enforcement":[147],"Agency":[148],"(LEA)":[149],"dimensionally-reduced":[151],"crime":[152],"let":[155],"them":[156],"explore":[157],"analyze":[159],"domain-relevant":[160],"tasks":[161],"without":[162],"providing":[163],"further":[164,196],"conceptual":[165],"information.":[166],"Results":[167],"our":[169],"study":[170],"reveal":[171],"that":[172],"untrained":[174],"encounter":[176],"few":[177],"difficulties":[178],"interpreting":[180],"drawing":[184],"conclusions":[185],"given":[186],"relevant":[189],"use":[190],"experience.":[194],"We":[195],"discuss":[197],"based":[200],"collected":[202],"informal":[203],"feedback":[204],"observations.":[206]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2}],"updated_date":"2026-06-14T07:44:22.658603","created_date":"2025-10-10T00:00:00"}