A training algorithm for optimal margin classifiers
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
C4.5: programs for machine learning
C4.5: programs for machine learning
Learning in graphical models
Unsupervised learning by probabilistic latent semantic analysis
Machine Learning
UAI '00 Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence
Designing interfaces that influence group processes
CHI '04 Extended Abstracts on Human Factors in Computing Systems
The Neem Platform: An Evolvable Framework for Perceptual Collaborative Applications
Journal of Intelligent Information Systems
Online and off-line visualization of meeting information and meeting support
The Visual Computer: International Journal of Computer Graphics
Estimating continuous distributions in Bayesian classifiers
UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
Dominance detection in meetings using easily obtainable features
MLMI'05 Proceedings of the Second international conference on Machine Learning for Multimodal Interaction
Using audio and video features to classify the most dominant person in a group meeting
Proceedings of the 15th international conference on Multimedia
Influencing social dynamics in meetings through a peripheral display
Proceedings of the 9th international conference on Multimodal interfaces
Using the influence model to recognize functional roles in meetings
Proceedings of the 9th international conference on Multimodal interfaces
Verbal behavior of the more and the less influential meeting participant
Proceedings of the 2007 workshop on Tagging, mining and retrieval of human related activity information
Proceedings of the 2007 workshop on Tagging, mining and retrieval of human related activity information
Social signals, their function, and automatic analysis: a survey
ICMI '08 Proceedings of the 10th international conference on Multimodal interfaces
Social signal processing: state-of-the-art and future perspectives of an emerging domain
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Social signal processing: Survey of an emerging domain
Image and Vision Computing
Automatic nonverbal analysis of social interaction in small groups: A review
Image and Vision Computing
SIGdial '08 Proceedings of the 9th SIGdial Workshop on Discourse and Dialogue
Modeling dominance in group conversations using nonverbal activity cues
IEEE Transactions on Audio, Speech, and Language Processing - Special issue on multimodal processing in speech-based interactions
RoleNet: movie analysis from the perspective of social networks
IEEE Transactions on Multimedia - Special issue on integration of context and content
Recognizing visual focus of attention from head pose in natural meetings
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on human computing
Multimodal support for social dynamics in co-located meetings
Personal and Ubiquitous Computing
Multimodal sensing, recognizing and browsing group social dynamics
Personal and Ubiquitous Computing
Inferring competitive role patterns in reality TV show through nonverbal analysis
Multimedia Tools and Applications
Automatic modeling of dominance effects using granger causality
HBU'11 Proceedings of the Second international conference on Human Behavior Unterstanding
Social network analysis in a movie using character-net
Multimedia Tools and Applications
Estimating conversational dominance in multiparty interaction
Proceedings of the 14th ACM international conference on Multimodal interaction
Group dynamics findings from coordination in problem solving and decision making meetings
Proceedings of the 17th ACM international conference on Supporting group work
Assessing the impact of language style on emergent leadership perception from ubiquitous audio
Proceedings of the 11th International Conference on Mobile and Ubiquitous Multimedia
Emotion-based character clustering for managing story-based contents: a cinemetric analysis
Multimedia Tools and Applications
A dominance estimation mechanism using eye-gaze and turn-taking information
Proceedings of the 6th workshop on Eye gaze in intelligent human machine interaction: gaze in multimodal interaction
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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.