FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4310007482> ?p ?o ?g. }

• W4310007482 abstract "Smartphone keyboard interaction based emotion detection systems are used widely to provide value-added services such as mental health monitoring, keyboard layout optimization, guided response generation. At the core of these services lie a machine learning model, which automatically infers emotion based on keyboard interaction pattern. To train these models, the emotion ground truth labels are typically collected as emotion self-report by conducting an Experience Sampling Method (ESM) based study. However, as responding to repetitive self-report probes is time-consuming and fatigue-inducing, efficient self-report collection approaches are essential that avoid probing at inopportune moments and reduce survey fatigue. To address this problem, we propose an active learning based framework, ALOE (Active Learning based Opportunistic Experience Sampling for Emotion Self-report Collection) that automatically decides to avoid probing at the unfavorable moments based on the typing signatures captured from smartphone keyboard interaction sessions. We bootstrap the framework with a few labeled instances (typing session) and allow the learner to probe (or query) the user only when it is least confident about an instance (typing session) and retrain accordingly. This way, we reduce the number of probes required (and therefore user engagement) and yet probe at the opportune moments. We evaluate ALOE in a 3-week in-the-wild study involving 18 participants, who record their smartphone keyboard interaction patterns and emotion self-reports during this period. The experimental results demonstrate that ALOE requires 56% less inopportune self-reports to train the probing moment detection learning model and yet detects the probing moments accurately with an average F-score of 93%." @default.
• W4310007482 created "2022-11-30" @default.
• W4310007482 creator A5008904693 @default.
• W4310007482 creator A5051854503 @default.
• W4310007482 creator A5090678082 @default.
• W4310007482 date "2022-10-18" @default.
• W4310007482 modified "2023-09-24" @default.
• W4310007482 title "ALOE: Active Learning based Opportunistic Experience Sampling for Smartphone Keyboard driven Emotion Self-report Collection" @default.
• W4310007482 cites W1741920700 @default.
• W4310007482 cites W2004649191 @default.
• W4310007482 cites W2012878613 @default.
• W4310007482 cites W2042932437 @default.
• W4310007482 cites W2060118520 @default.
• W4310007482 cites W2089468765 @default.
• W4310007482 cites W2107131609 @default.
• W4310007482 cites W2117763124 @default.
• W4310007482 cites W2128518360 @default.
• W4310007482 cites W2130763650 @default.
• W4310007482 cites W2149628368 @default.
• W4310007482 cites W2152560486 @default.
• W4310007482 cites W2171671120 @default.
• W4310007482 cites W2500118862 @default.
• W4310007482 cites W2505400317 @default.
• W4310007482 cites W2509887407 @default.
• W4310007482 cites W2591640619 @default.
• W4310007482 cites W2751784437 @default.
• W4310007482 cites W2756470421 @default.
• W4310007482 cites W2786007214 @default.
• W4310007482 cites W2808698466 @default.
• W4310007482 cites W2809626795 @default.
• W4310007482 cites W2910453440 @default.
• W4310007482 cites W2915290648 @default.
• W4310007482 cites W2922108464 @default.
• W4310007482 cites W2951911250 @default.
• W4310007482 cites W2963933057 @default.
• W4310007482 cites W2970433196 @default.
• W4310007482 cites W2999615587 @default.
• W4310007482 cites W3022161295 @default.
• W4310007482 cites W3034942609 @default.
• W4310007482 cites W3179192172 @default.
• W4310007482 cites W4230030242 @default.
• W4310007482 cites W4254389654 @default.
• W4310007482 doi "https://doi.org/10.1109/acii55700.2022.9953819" @default.
• W4310007482 hasPublicationYear "2022" @default.
• W4310007482 type Work @default.
• W4310007482 citedByCount "1" @default.
• W4310007482 countsByYear W43100074822023 @default.
• W4310007482 crossrefType "proceedings-article" @default.
• W4310007482 hasAuthorship W4310007482A5008904693 @default.
• W4310007482 hasAuthorship W4310007482A5051854503 @default.
• W4310007482 hasAuthorship W4310007482A5090678082 @default.
• W4310007482 hasConcept C105795698 @default.
• W4310007482 hasConcept C106131492 @default.
• W4310007482 hasConcept C107457646 @default.
• W4310007482 hasConcept C133462117 @default.
• W4310007482 hasConcept C136764020 @default.
• W4310007482 hasConcept C140779682 @default.
• W4310007482 hasConcept C146849305 @default.
• W4310007482 hasConcept C154945302 @default.
• W4310007482 hasConcept C15744967 @default.
• W4310007482 hasConcept C186967261 @default.
• W4310007482 hasConcept C2779182362 @default.
• W4310007482 hasConcept C31972630 @default.
• W4310007482 hasConcept C33923547 @default.
• W4310007482 hasConcept C41008148 @default.
• W4310007482 hasConcept C49774154 @default.
• W4310007482 hasConcept C65499552 @default.
• W4310007482 hasConcept C77805123 @default.
• W4310007482 hasConceptScore W4310007482C105795698 @default.
• W4310007482 hasConceptScore W4310007482C106131492 @default.
• W4310007482 hasConceptScore W4310007482C107457646 @default.
• W4310007482 hasConceptScore W4310007482C133462117 @default.
• W4310007482 hasConceptScore W4310007482C136764020 @default.
• W4310007482 hasConceptScore W4310007482C140779682 @default.
• W4310007482 hasConceptScore W4310007482C146849305 @default.
• W4310007482 hasConceptScore W4310007482C154945302 @default.
• W4310007482 hasConceptScore W4310007482C15744967 @default.
• W4310007482 hasConceptScore W4310007482C186967261 @default.
• W4310007482 hasConceptScore W4310007482C2779182362 @default.
• W4310007482 hasConceptScore W4310007482C31972630 @default.
• W4310007482 hasConceptScore W4310007482C33923547 @default.
• W4310007482 hasConceptScore W4310007482C41008148 @default.
• W4310007482 hasConceptScore W4310007482C49774154 @default.
• W4310007482 hasConceptScore W4310007482C65499552 @default.
• W4310007482 hasConceptScore W4310007482C77805123 @default.
• W4310007482 hasLocation W43100074821 @default.
• W4310007482 hasOpenAccess W4310007482 @default.
• W4310007482 hasPrimaryLocation W43100074821 @default.
• W4310007482 hasRelatedWork W1486868931 @default.
• W4310007482 hasRelatedWork W2004447880 @default.
• W4310007482 hasRelatedWork W2011190475 @default.
• W4310007482 hasRelatedWork W2045628539 @default.
• W4310007482 hasRelatedWork W2380287306 @default.
• W4310007482 hasRelatedWork W2737325612 @default.
• W4310007482 hasRelatedWork W2761477910 @default.
• W4310007482 hasRelatedWork W3112292942 @default.
• W4310007482 hasRelatedWork W3164233928 @default.
• W4310007482 hasRelatedWork W1521998406 @default.
• W4310007482 isParatext "false" @default.
• W4310007482 isRetracted "false" @default.

• next