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SUNMONTUEWEDTHUFRISAT
Events for May 09, 2014
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NL Seminar-
Fri, May 09, 2014 @ 03:00 PM - 04:00 PM
Information Sciences Institute
Conferences, Lectures, & Seminars
Speaker: Aram Galstyan, USC/ISI
Talk Title: Deciphering Social Interactions from Text
Series: Natural Language Seminar
Abstract: Studies of social systems have traditionally focused on analyzing various structural properties of networks induced by social communication, while ignoring the content of communication. Despite recent advances, language-based analysis of social processes is still a challenging problem due to the lack of sound mathematical frameworks and adequate computational methods for extracting and analyzing useful social signals from unstructured text. Here I will describe our recent work on content-based analysis of social interactions, which involves two main steps: (a) Embedding communication content in an abstract content space, so that a sequence of textual exchanges is represented as trajectories in this space; and (b) Applying tools from information theory and dynamical systems to discover and characterize directional correlations among those trajectories. I will briefly describe the main elements of the technical approach, and demonstrate the usefulness of the proposed framework on two case studies: content-based characterization of social influence, and stylistic coordination in dialogues.
Biography: Aram Galstyan is a Project Leader at the USC Information Sciences Institute and a Research Assistant Professor at the USC Computer Science Department. His current research focuses on characterizing and predicting behavior of dynamic networks using informationâ⬓theoretic concepts. His other research interests include developing statisticalâ⬓physics based approaches for understanding fundamental limits of various inference algorithms and characterizing the performance of those algorithms with respect to stability and robustness
Host: Aliya Deri and Kevin Knight
More Info: http://nlg.isi.edu/nl-seminar/
Location: Information Science Institute (ISI) - 11th Flr Conf Rm # 1135, Marina Del Rey
Audiences: Everyone Is Invited
Contact: Peter Zamar
Event Link: http://nlg.isi.edu/nl-seminar/