CONF zhang-rr-06-49b/IDIAP Detection and Application of Influence Rankings in Small Group Meetings Rienks, Rutger Zhang, Dong Gatica-Perez, Daniel Post, Wilfried EXTERNAL http://publications.idiap.ch/attachments/reports/2006/rr-06-49.pdf PUBLIC http://publications.idiap.ch/index.php/publications/showcite/zhang-rr-06-49 Related documents In the Eighth International Conference on Multimodal Interfaces (ICMI'06) 2006 IDIAP-RR 06-49 We address the problem of automatically detecting participant's influence levels in meetings. The impact and social psychological background are discussed. The more influential a participant is, the more he or she influences the outcome of a meeting. Experiments on 40 meetings show that application of statistical (both dynamic and static) models while using simply obtainable features results in a best prediction performance of 70.59\% when using a static model, a balanced training set, and three discrete classes: high, normal and low. Application of the detected levels are shown in various ways i.e. in a virtual meeting environment as well as in a meeting browser system. REPORT zhang-rr-06-49/IDIAP Detection and Application of Influence Rankings in Small Group Meetings Rienks, Rutger Zhang, Dong Gatica-Perez, Daniel Post, Wilfried EXTERNAL http://publications.idiap.ch/attachments/reports/2006/rr-06-49.pdf PUBLIC Idiap-RR-49-2006 2006 IDIAP Martigny, Switzerland Published in ``the Eighth International Conference on Multimodal Interfaces (ICMI'06) 2006 We address the problem of automatically detecting participant's influence levels in meetings. The impact and social psychological background are discussed. The more influential a participant is, the more he or she influences the outcome of a meeting. Experiments on 40 meetings show that application of statistical (both dynamic and static) models while using simply obtainable features results in a best prediction performance of 70.59\% when using a static model, a balanced training set, and three discrete classes: high, normal and low. Application of the detected levels are shown in various ways i.e. in a virtual meeting environment as well as in a meeting browser system.