28 citations · 40 across the 6 of their papers we have counts for
13 papers · 1 filter
An analysis of observation length requirements for machine understanding of human behaviors from spoken language
Sandeep Nallan Chakravarthula, Brian Baucom, Shrikanth Narayanan +1
The task of quantifying human behavior by observing interaction cues is an important and useful one across a range of domains in psychological research and practice. Machine learni…
RNN based Incremental Online Spoken Language Understanding
Prashanth Gurunath Shivakumar, Naveen Kumar, Panayiotis Georgiou +1
Spoken Language Understanding (SLU) typically comprises of an automatic speech recognition (ASR) followed by a natural language understanding (NLU) module. The two modules process…
Multimodal Embeddings from Language Models
Shao-Yen Tseng, Panayiotis Georgiou, Shrikanth Narayanan
Word embeddings such as ELMo have recently been shown to model word semantics with greater efficacy through contextualized learning on large-scale language corpora, resulting in si…
Behavior Gated Language Models
Prashanth Gurunath Shivakumar, Shao-Yen Tseng, Panayiotis Georgiou +1
Most current language modeling techniques only exploit co-occurrence, semantic and syntactic information from the sequence of words. However, a range of information such as the sta…
Predicting Behavior in Cancer-Afflicted Patient and Spouse Interactions using Speech and Language
Sandeep Nallan Chakravarthula, Haoqi Li, Shao-Yen Tseng +2
Cancer impacts the quality of life of those diagnosed as well as their spouse caregivers, in addition to potentially influencing their day-to-day behaviors. There is evidence that…
Modeling Interpersonal Linguistic Coordination in Conversations using Word Mover's Distance
Md Nasir, Sandeep Nallan Chakravarthula, Brian Baucom +3
Linguistic coordination is a well-established phenomenon in spoken conversations and often associated with positive social behaviors and outcomes. While there have been many attemp…