FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3115404509> ?p ?o ?g. }

• W3115404509 abstract "Group cohesion is a multidimensional emergent state that manifests during group interaction. It has been extensively studied in several disciplines such as Social Sciences and Computer Science and it has been investigated through both verbal and nonverbal communication. This work investigates the dynamics of task and social dimensions of cohesion through nonverbal motion-capture-based features. We modeled dynamics either as decreasing or as stable/increasing regarding the previous measurement of cohesion. We design and develop a set of features related to space and body movement from motion capture data as it offers reliable and accurate measurements of body motions. Then, we use a random forest model to binary classify (decrease or no decrease) the dynamics of cohesion, for the task and social dimensions. Our model adopts labels from self-assessments of group cohesion, providing a different perspective of study with respect to the previous work relying on third-party labelling. The analysis reveals that, in a multilabel setting, our model is able to predict changes in task and social cohesion with an average accuracy of 64%(±3%) and 67%(±3%), respectively, outperforming random guessing (50%). In a multiclass setting comprised of four classes (i.e., decrease/decrease, decrease/no decrease, no decrease/decrease and no decrease/no decrease), our model also outperforms chance level (25%) for each class (i.e., 54%, 44%, 33%, 50%, respectively). Furthermore, this work provides a method based on notions from cooperative game theory (i.e., SHAP values) to assess features' impact and importance. We identify that the most important features for predicting cohesion dynamics relate to spacial distance, the amount of movement while walking, the overall posture expansion as well as the amount of inter-personal facing in the group." @default.
• W3115404509 created "2021-01-05" @default.
• W3115404509 creator A5030465888 @default.
• W3115404509 creator A5043020439 @default.
• W3115404509 creator A5049398785 @default.
• W3115404509 creator A5062921998 @default.
• W3115404509 date "2020-10-25" @default.
• W3115404509 modified "2023-10-13" @default.
• W3115404509 title "Modeling Dynamics of Task and Social Cohesion from the Group Perspective Using Nonverbal Motion Capture-based Features" @default.
• W3115404509 cites W2024236036 @default.
• W3115404509 cites W2029003128 @default.
• W3115404509 cites W2032325851 @default.
• W3115404509 cites W2043736971 @default.
• W3115404509 cites W2047310312 @default.
• W3115404509 cites W2089809964 @default.
• W3115404509 cites W2094956512 @default.
• W3115404509 cites W2098810727 @default.
• W3115404509 cites W2103572263 @default.
• W3115404509 cites W2118407121 @default.
• W3115404509 cites W2139992310 @default.
• W3115404509 cites W2141608182 @default.
• W3115404509 cites W2148565578 @default.
• W3115404509 cites W2152982945 @default.
• W3115404509 cites W2158597610 @default.
• W3115404509 cites W2187722256 @default.
• W3115404509 cites W2376737034 @default.
• W3115404509 cites W2740480394 @default.
• W3115404509 cites W2767348466 @default.
• W3115404509 cites W2767664584 @default.
• W3115404509 cites W2782668511 @default.
• W3115404509 cites W2891049655 @default.
• W3115404509 cites W2900280928 @default.
• W3115404509 cites W2972703291 @default.
• W3115404509 cites W2980495289 @default.
• W3115404509 cites W2981005028 @default.
• W3115404509 cites W2981103441 @default.
• W3115404509 cites W2997591727 @default.
• W3115404509 cites W3038483173 @default.
• W3115404509 doi "https://doi.org/10.1145/3395035.3425963" @default.
• W3115404509 hasPublicationYear "2020" @default.
• W3115404509 type Work @default.
• W3115404509 sameAs 3115404509 @default.
• W3115404509 citedByCount "7" @default.
• W3115404509 countsByYear W31154045092021 @default.
• W3115404509 countsByYear W31154045092022 @default.
• W3115404509 countsByYear W31154045092023 @default.
• W3115404509 crossrefType "proceedings-article" @default.
• W3115404509 hasAuthorship W3115404509A5030465888 @default.
• W3115404509 hasAuthorship W3115404509A5043020439 @default.
• W3115404509 hasAuthorship W3115404509A5049398785 @default.
• W3115404509 hasAuthorship W3115404509A5062921998 @default.
• W3115404509 hasBestOaLocation W31154045092 @default.
• W3115404509 hasConcept C104054115 @default.
• W3115404509 hasConcept C104114177 @default.
• W3115404509 hasConcept C107457646 @default.
• W3115404509 hasConcept C119857082 @default.
• W3115404509 hasConcept C12713177 @default.
• W3115404509 hasConcept C127413603 @default.
• W3115404509 hasConcept C145633318 @default.
• W3115404509 hasConcept C145912823 @default.
• W3115404509 hasConcept C14641543 @default.
• W3115404509 hasConcept C154945302 @default.
• W3115404509 hasConcept C15744967 @default.
• W3115404509 hasConcept C178790620 @default.
• W3115404509 hasConcept C185592680 @default.
• W3115404509 hasConcept C19417346 @default.
• W3115404509 hasConcept C201995342 @default.
• W3115404509 hasConcept C2780451532 @default.
• W3115404509 hasConcept C41008148 @default.
• W3115404509 hasConcept C46312422 @default.
• W3115404509 hasConcept C77805123 @default.
• W3115404509 hasConceptScore W3115404509C104054115 @default.
• W3115404509 hasConceptScore W3115404509C104114177 @default.
• W3115404509 hasConceptScore W3115404509C107457646 @default.
• W3115404509 hasConceptScore W3115404509C119857082 @default.
• W3115404509 hasConceptScore W3115404509C12713177 @default.
• W3115404509 hasConceptScore W3115404509C127413603 @default.
• W3115404509 hasConceptScore W3115404509C145633318 @default.
• W3115404509 hasConceptScore W3115404509C145912823 @default.
• W3115404509 hasConceptScore W3115404509C14641543 @default.
• W3115404509 hasConceptScore W3115404509C154945302 @default.
• W3115404509 hasConceptScore W3115404509C15744967 @default.
• W3115404509 hasConceptScore W3115404509C178790620 @default.
• W3115404509 hasConceptScore W3115404509C185592680 @default.
• W3115404509 hasConceptScore W3115404509C19417346 @default.
• W3115404509 hasConceptScore W3115404509C201995342 @default.
• W3115404509 hasConceptScore W3115404509C2780451532 @default.
• W3115404509 hasConceptScore W3115404509C41008148 @default.
• W3115404509 hasConceptScore W3115404509C46312422 @default.
• W3115404509 hasConceptScore W3115404509C77805123 @default.
• W3115404509 hasFunder F4320325505 @default.
• W3115404509 hasLocation W31154045091 @default.
• W3115404509 hasLocation W31154045092 @default.
• W3115404509 hasLocation W31154045093 @default.
• W3115404509 hasOpenAccess W3115404509 @default.
• W3115404509 hasPrimaryLocation W31154045091 @default.
• W3115404509 hasRelatedWork W1481039507 @default.
• W3115404509 hasRelatedWork W1969135428 @default.
• W3115404509 hasRelatedWork W2001372775 @default.
• W3115404509 hasRelatedWork W2027585331 @default.

• next