{"id":"https://openalex.org/W4407130645","doi":"https://doi.org/10.1109/cbmi62980.2024.10859252","title":"Predicting Multiple Reading Tasks Using Eye Movement Measures","display_name":"Predicting Multiple Reading Tasks Using Eye Movement Measures","publication_year":2024,"publication_date":"2024-09-18","ids":{"openalex":"https://openalex.org/W4407130645","doi":"https://doi.org/10.1109/cbmi62980.2024.10859252"},"language":"en","primary_location":{"id":"doi:10.1109/cbmi62980.2024.10859252","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbmi62980.2024.10859252","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Content-Based Multimedia Indexing (CBMI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5022856516","display_name":"Onanong Kongmeesub","orcid":"https://orcid.org/0009-0008-8966-0684"},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Onanong Kongmeesub","raw_affiliation_strings":["School of Computing, Dublin City University,Dublin,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Dublin City University,Dublin,Ireland","institution_ids":["https://openalex.org/I42934936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014224452","display_name":"Cathal Gurrin","orcid":"https://orcid.org/0000-0003-2903-3968"},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Cathal Gurrin","raw_affiliation_strings":["School of Computing, Dublin City University,Dublin,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Dublin City University,Dublin,Ireland","institution_ids":["https://openalex.org/I42934936"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048190485","display_name":"Prapaporn Rattanatamrong","orcid":"https://orcid.org/0000-0002-4534-6406"},"institutions":[{"id":"https://openalex.org/I108108428","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20","country_code":"TH","type":"education","lineage":["https://openalex.org/I108108428"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Prapaporn Rattanatamrong","raw_affiliation_strings":["Thammasat University,Department of Computer Science,Pathumthani,Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Thammasat University,Department of Computer Science,Pathumthani,Thailand","institution_ids":["https://openalex.org/I108108428"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9041000008583069,"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9041000008583069,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.768497109413147},{"id":"https://openalex.org/keywords/eye-movement","display_name":"Eye movement","score":0.6938565373420715},{"id":"https://openalex.org/keywords/reading","display_name":"Reading (process)","score":0.6688183546066284},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.6177524924278259},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42950788140296936}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.768497109413147},{"id":"https://openalex.org/C153050134","wikidata":"https://www.wikidata.org/wiki/Q760256","display_name":"Eye movement","level":2,"score":0.6938565373420715},{"id":"https://openalex.org/C554936623","wikidata":"https://www.wikidata.org/wiki/Q199657","display_name":"Reading (process)","level":2,"score":0.6688183546066284},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.6177524924278259},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42950788140296936},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cbmi62980.2024.10859252","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbmi62980.2024.10859252","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Content-Based Multimedia Indexing (CBMI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8100000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1579633560","https://openalex.org/W1991795082","https://openalex.org/W2002261403","https://openalex.org/W2019658628","https://openalex.org/W2026574758","https://openalex.org/W2064675550","https://openalex.org/W2080788836","https://openalex.org/W2158425875","https://openalex.org/W2172000360","https://openalex.org/W2299807869","https://openalex.org/W2465345885","https://openalex.org/W2551239383","https://openalex.org/W2606964149","https://openalex.org/W2759690896","https://openalex.org/W2788873648","https://openalex.org/W2904910227","https://openalex.org/W2947866392","https://openalex.org/W2972440135","https://openalex.org/W2998467809","https://openalex.org/W3007075806","https://openalex.org/W3010398094","https://openalex.org/W3017361427","https://openalex.org/W3044709444","https://openalex.org/W3110420963","https://openalex.org/W3137271937","https://openalex.org/W3183305180","https://openalex.org/W3193597430","https://openalex.org/W4224983774","https://openalex.org/W4253052331","https://openalex.org/W4291536368","https://openalex.org/W4367400282","https://openalex.org/W4401357492","https://openalex.org/W6631190155","https://openalex.org/W6736198554"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Understanding":[0],"user":[1,162,188],"engagement":[2],"and":[3,82,95,164,183,190],"behavior":[4,163],"during":[5],"reading":[6,35,51,77,153,172],"activities":[7],"is":[8],"important":[9],"for":[10,151],"multimedia":[11,181],"system":[12],"design":[13],"as":[14,100],"it":[15],"can":[16,157],"provide":[17],"valuable":[18],"insights":[19],"into":[20],"developing":[21],"more":[22],"effective":[23],"interactive":[24],"systems.":[25],"This":[26],"paper":[27],"proposes":[28],"a":[29,113],"novel":[30],"approach":[31,175],"to":[32,71,90,187],"predicting":[33],"multiple":[34],"tasks":[36],"based":[37],"on":[38],"eye":[39,55],"movement":[40,56],"measures.":[41],"We":[42],"conducted":[43],"experimental":[44,126],"research":[45],"involving":[46],"participant":[47],"trials":[48],"across":[49],"various":[50],"tasks,":[52,173],"collecting":[53],"time-series":[54],"data.":[57],"Our":[58],"method":[59,86,147],"employs":[60],"Convolutional":[61],"Neural":[62],"Networks":[63],"(CNNs)":[64],"with":[65,75],"Bidirectional":[66],"Long":[67],"Short-Term":[68],"Memory":[69],"(BiLSTM)":[70],"identify":[72],"patterns":[73],"associated":[74],"four":[76],"tasks:":[78],"skimming,":[79],"reading,":[80],"scanning,":[81],"proofreading.":[83],"Importantly,":[84],"this":[85],"doesn't":[87],"require":[88],"experts":[89],"label":[91],"local":[92],"windows":[93],"manually":[94],"requires":[96],"minimal":[97],"data":[98],"pre-processing,":[99],"the":[101,130,134,137,142,149,177],"model":[102,108,132],"autonomously":[103],"extracts":[104],"features.":[105],"The":[106,125],"proposed":[107,131,146],"demonstrates":[109],"promising":[110],"performance,":[111],"achieving":[112],"multiclass":[114],"classification":[115],"accuracy":[116],"of":[117,136,161,171,179],"<tex":[118],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[119],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathbf{7":[120],"0.":[121],"0":[122],"4":[123],"\\%}$</tex>.":[124],"results":[127],"indicate":[128],"that":[129],"surpasses":[133],"performance":[135],"other":[138],"methods":[139],"examined":[140],"in":[141],"study.":[143],"Furthermore,":[144],"our":[145,159,174],"holds":[148],"potential":[150],"real-time":[152],"task":[154],"classification,":[155],"which":[156],"deepen":[158],"understanding":[160],"interaction":[165],"patterns.":[166],"By":[167],"enabling":[168],"accurate":[169],"prediction":[170],"facilitates":[176],"development":[178],"enhanced":[180],"browsing":[182],"search":[184],"systems":[185],"tailored":[186],"preferences":[189],"goals.":[191]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
