1.5k citations · 2.2k across the 25 of their papers we have counts for
30 papers
Effective Latent Differential Equation Models via Attention and Multiple Shooting
Germán Abrevaya, Mahta Ramezanian-Panahi, Jean-Christophe Gagnon-Audet +5
Scientific Machine Learning (SciML) is a burgeoning field that synergistically combines domain-aware and interpretable models with agnostic machine learning techniques. In this wor…
TherapyView: Visualizing Therapy Sessions with Temporal Topic Modeling and AI-Generated Arts
Baihan Lin, Stefan Zecevic, Djallel Bouneffouf +1
We present the TherapyView, a demonstration system to help therapists visualize the dynamic contents of past treatment sessions, enabled by the state-of-the-art neural topic modeli…
Deep Annotation of Therapeutic Working Alliance in Psychotherapy
Baihan Lin, Guillermo Cecchi, Djallel Bouneffouf
The therapeutic working alliance is an important predictor of the outcome of the psychotherapy treatment. In practice, the working alliance is estimated from a set of scoring quest…
Neural Topic Modeling of Psychotherapy Sessions
Baihan Lin, Djallel Bouneffouf, Guillermo Cecchi +1
In this work, we compare different neural topic modeling methods in learning the topical propensities of different psychiatric conditions from the psychotherapy session transcripts…
Predicting human decision making in psychological tasks with recurrent neural networks
Baihan Lin, Djallel Bouneffouf, Guillermo Cecchi
Unlike traditional time series, the action sequences of human decision making usually involve many cognitive processes such as beliefs, desires, intentions, and theory of mind, i.e…
Online Learning in Iterated Prisoner's Dilemma to Mimic Human Behavior
Baihan Lin, Djallel Bouneffouf, Guillermo Cecchi
As an important psychological and social experiment, the Iterated Prisoner's Dilemma (IPD) treats the choice to cooperate or defect as an atomic action. We propose to study the beh…