{"id":"https://openalex.org/W4283773137","doi":"https://doi.org/10.1145/3503252.3531300","title":"Low-Level Activity Patterns as Indicators of User Familiarity with Websites","display_name":"Low-Level Activity Patterns as Indicators of User Familiarity with Websites","publication_year":2022,"publication_date":"2022-07-01","ids":{"openalex":"https://openalex.org/W4283773137","doi":"https://doi.org/10.1145/3503252.3531300"},"language":"en","primary_location":{"id":"doi:10.1145/3503252.3531300","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3503252.3531300","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-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/A5077663435","display_name":"He Yu","orcid":"https://orcid.org/0000-0002-5397-9502"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"He Yu","raw_affiliation_strings":["The University of Manchester, United Kingdom"],"affiliations":[{"raw_affiliation_string":"The University of Manchester, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057651456","display_name":"Simon Harper","orcid":"https://orcid.org/0000-0001-9301-5049"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Simon Harper","raw_affiliation_strings":["The University of Manchester, United Kingdom"],"affiliations":[{"raw_affiliation_string":"The University of Manchester, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083965427","display_name":"Markel Vigo","orcid":"https://orcid.org/0000-0003-4768-7623"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Markel Vigo","raw_affiliation_strings":["The University of Manchester, United Kingdom"],"affiliations":[{"raw_affiliation_string":"The University of Manchester, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5077663435"],"corresponding_institution_ids":["https://openalex.org/I28407311"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05392066,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"153","last_page":"163"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10803","display_name":"Innovative Human-Technology Interaction","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10803","display_name":"Innovative Human-Technology Interaction","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/computer-science","display_name":"Computer science","score":0.7150255441665649},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5050817131996155},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4755675196647644},{"id":"https://openalex.org/keywords/user-experience-design","display_name":"User experience design","score":0.4477503299713135},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4419185519218445}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7150255441665649},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5050817131996155},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4755675196647644},{"id":"https://openalex.org/C201025465","wikidata":"https://www.wikidata.org/wiki/Q11248500","display_name":"User experience design","level":2,"score":0.4477503299713135},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4419185519218445},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3503252.3531300","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3503252.3531300","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/b999b72a-92f8-4d03-9621-cbff335b6d1b","is_oa":false,"landing_page_url":"https://www.research.manchester.ac.uk/portal/en/publications/lowlevel-activity-patterns-as-indicators-of-user-familiarity-with-websites(b999b72a-92f8-4d03-9621-cbff335b6d1b).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Yu, H, Harper, S & Vigo, M 2022, Low-Level Activity Patterns as Indicators of User Familiarity with Websites. in 30th Conference on User Modeling, Adaptation and Personalization, UMAP 2022. Association for Computing Machinery, pp. 153 - 163. https://doi.org/10.1145/3503252.3531300?cid=81329492781","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W130736303","https://openalex.org/W275205552","https://openalex.org/W1924159954","https://openalex.org/W1966565904","https://openalex.org/W1967824422","https://openalex.org/W1975409939","https://openalex.org/W1978273557","https://openalex.org/W1979290264","https://openalex.org/W1985716338","https://openalex.org/W1986931171","https://openalex.org/W1991286487","https://openalex.org/W1994213885","https://openalex.org/W1995311669","https://openalex.org/W2011716574","https://openalex.org/W2016223069","https://openalex.org/W2021518417","https://openalex.org/W2021994833","https://openalex.org/W2028481812","https://openalex.org/W2032848485","https://openalex.org/W2043660105","https://openalex.org/W2043853407","https://openalex.org/W2054523823","https://openalex.org/W2072190793","https://openalex.org/W2078087535","https://openalex.org/W2086392424","https://openalex.org/W2118168041","https://openalex.org/W2120973494","https://openalex.org/W2123489218","https://openalex.org/W2123937625","https://openalex.org/W2135344857","https://openalex.org/W2135824353","https://openalex.org/W2136671881","https://openalex.org/W2142777385","https://openalex.org/W2143797627","https://openalex.org/W2144741543","https://openalex.org/W2148175401","https://openalex.org/W2159174294","https://openalex.org/W2164099166","https://openalex.org/W2184293343","https://openalex.org/W2272376083","https://openalex.org/W2562195836","https://openalex.org/W2562319768","https://openalex.org/W2593903637","https://openalex.org/W2605181006","https://openalex.org/W2620699548","https://openalex.org/W2792701229","https://openalex.org/W2887731312","https://openalex.org/W2896236534","https://openalex.org/W2977046140","https://openalex.org/W3009034942","https://openalex.org/W3024634883","https://openalex.org/W3132679841"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4224032630","https://openalex.org/W3163321199","https://openalex.org/W4293198839","https://openalex.org/W2971404056","https://openalex.org/W3185607124","https://openalex.org/W2012552426","https://openalex.org/W4249874437","https://openalex.org/W2045235295"],"abstract_inverted_index":{"Familiarity":[0],"is":[1,32,115],"a":[2,41,52,59,116],"quality":[3],"of":[4,67,79,90,103,108,129],"user":[5,119,149],"experience":[6,150],"that":[7,113],"has":[8],"traditionally":[9],"been":[10],"difficult":[11],"to":[12,36,44,96],"define,":[13],"capture,":[14],"and":[15,29,34,121,127,136],"quantify.":[16],"Existing":[17],"works":[18],"on":[19,27,58,151],"measuring":[20],"familiarity":[21,80,104,120],"with":[22,49,61,81,100,105],"interactive":[23],"systems":[24],"have":[25],"relied":[26],"surveys":[28],"self-reporting,":[30],"which":[31],"obtrusive":[33],"prone":[35],"biases.":[37],"Here,":[38],"we":[39,93],"propose":[40],"data-driven":[42],"methodology":[43,55],"associate":[45],"low-level":[46],"activity":[47,86,122],"patterns":[48,87,123],"familiarity.":[50],"As":[51],"proof-of-concept,":[53],"this":[54],"was":[56],"tested":[57],"website":[60],"35,819":[62],"users":[63,73,99],"over":[64],"the":[65,82,125,148,152],"course":[66],"18":[68],"months,":[69],"including":[70,132],"268":[71],"revisiting":[72],"who":[74],"had":[75],"reported":[76],"their":[77],"levels":[78,102],"platform.":[83],"By":[84],"using":[85],"as":[88],"features":[89],"predictive":[91],"models,":[92],"were":[94],"able":[95],"successfully":[97],"classify":[98],"higher":[101],"an":[106],"accuracy":[107],"82.7%.":[109],"These":[110],"results":[111],"suggest":[112],"there":[114],"relationship":[117],"between":[118],"involving":[124],"exploration":[126],"use":[128],"navigational":[130],"artefacts":[131],"breadcrumbs,":[133],"navigation":[134],"bars,":[135],"sidebar":[137],"areas.":[138],"This":[139],"research":[140],"opens":[141],"up":[142],"further":[143],"opportunities":[144],"for":[145],"unobtrusively":[146],"analysing":[147],"Web.":[153]},"counts_by_year":[],"updated_date":"2026-04-06T07:47:59.780226","created_date":"2025-10-10T00:00:00"}
