Measuring Task Learning Curve with Usage Graph Eccentricity Distribution Peaks
Autor(a) principal: | |
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Data de Publicação: | 2018 |
Outros Autores: | , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Journal on Interactive Systems |
Texto Completo: | https://sol.sbc.org.br/journals/index.php/jis/article/view/708 |
Resumo: | Nenhum resumo disponível |
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oai:ojs2.sol.sbc.org.br:article/708 |
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SBC-3 |
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Journal on Interactive Systems |
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Measuring Task Learning Curve with Usage Graph Eccentricity Distribution PeaksNenhum resumo disponívelInteraction logs (or usage data) are abundant in the era of Big Data, but making sense of these data having Human-Computer Interaction (HCI) in mind is becoming a bigger challenge. Interaction Log Analysis involves tackling problems as automatic task identification, modeling task deviation, and computing task learning curve. In this work, we propose a way of measuring task learning curve empirically, based on how task deviations (represented as eccentricity distribution peaks) decrease over time. From the analysis of 427 event-by-event logged sessions (captured under users’ consent) of a technical reference website, this work shows the different types of learning curves obtained through the computation of how deviations decrease over time. The proposed technique supported the identification of 6 different task learning curves in the set of 17 tasks, allowing differentiating tasks easy to perform (e.g., view content and login) from tasks users face more difficulties (e.g., register user and delete content). With such results, HCI specialists can focus on reviewing specific tasks users faced difficulties during real interaction, from large datasets.Brazilian Computer Society2018-12-05info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://sol.sbc.org.br/journals/index.php/jis/article/view/70810.5753/jis.2018.708Journal of Interactive Systems; v. 9 n. 3 (2018)Journal on Interactive Systems; Vol. 9 No. 3 (2018)2763-7719reponame:Journal on Interactive Systemsinstname:Sociedade Brasileira de Computação (SBC)instacron:SBCenghttps://sol.sbc.org.br/journals/index.php/jis/article/view/708/703Santana, Vagner Figueredo dede Paula, Rogério AbreuPinhanez, Claudio Santosinfo:eu-repo/semantics/openAccess2020-09-05T16:09:07Zoai:ojs2.sol.sbc.org.br:article/708Revistahttps://sol.sbc.org.br/journals/index.php/jis/ONGhttps://sol.sbc.org.br/journals/index.php/jis/oaijis@sbc.org.br2763-77192763-7719opendoar:2020-09-05T16:09:07Journal on Interactive Systems - Sociedade Brasileira de Computação (SBC)false |
dc.title.none.fl_str_mv |
Measuring Task Learning Curve with Usage Graph Eccentricity Distribution Peaks |
title |
Measuring Task Learning Curve with Usage Graph Eccentricity Distribution Peaks |
spellingShingle |
Measuring Task Learning Curve with Usage Graph Eccentricity Distribution Peaks Santana, Vagner Figueredo de |
title_short |
Measuring Task Learning Curve with Usage Graph Eccentricity Distribution Peaks |
title_full |
Measuring Task Learning Curve with Usage Graph Eccentricity Distribution Peaks |
title_fullStr |
Measuring Task Learning Curve with Usage Graph Eccentricity Distribution Peaks |
title_full_unstemmed |
Measuring Task Learning Curve with Usage Graph Eccentricity Distribution Peaks |
title_sort |
Measuring Task Learning Curve with Usage Graph Eccentricity Distribution Peaks |
author |
Santana, Vagner Figueredo de |
author_facet |
Santana, Vagner Figueredo de de Paula, Rogério Abreu Pinhanez, Claudio Santos |
author_role |
author |
author2 |
de Paula, Rogério Abreu Pinhanez, Claudio Santos |
author2_role |
author author |
dc.contributor.author.fl_str_mv |
Santana, Vagner Figueredo de de Paula, Rogério Abreu Pinhanez, Claudio Santos |
description |
Nenhum resumo disponível |
publishDate |
2018 |
dc.date.none.fl_str_mv |
2018-12-05 |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
https://sol.sbc.org.br/journals/index.php/jis/article/view/708 10.5753/jis.2018.708 |
url |
https://sol.sbc.org.br/journals/index.php/jis/article/view/708 |
identifier_str_mv |
10.5753/jis.2018.708 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
https://sol.sbc.org.br/journals/index.php/jis/article/view/708/703 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Brazilian Computer Society |
publisher.none.fl_str_mv |
Brazilian Computer Society |
dc.source.none.fl_str_mv |
Journal of Interactive Systems; v. 9 n. 3 (2018) Journal on Interactive Systems; Vol. 9 No. 3 (2018) 2763-7719 reponame:Journal on Interactive Systems instname:Sociedade Brasileira de Computação (SBC) instacron:SBC |
instname_str |
Sociedade Brasileira de Computação (SBC) |
instacron_str |
SBC |
institution |
SBC |
reponame_str |
Journal on Interactive Systems |
collection |
Journal on Interactive Systems |
repository.name.fl_str_mv |
Journal on Interactive Systems - Sociedade Brasileira de Computação (SBC) |
repository.mail.fl_str_mv |
jis@sbc.org.br |
_version_ |
1796797411046195200 |