Neural topic modeling of psychotherapy sessions
International workshop on health intelligence, 2023•Springer
In this work, we compare different neural topic modeling methods in learning the topical
propensities of different psychiatric conditions from the psychotherapy session transcripts
parsed from speech recordings. We also incorporate temporal modeling to put this
additional interpretability to action by parsing out topic similarities as a time series in a turn-
level resolution. We believe this topic modeling framework can offer interpretable insights for
the therapist to optimally decide his or her strategy and improve psychotherapy …
propensities of different psychiatric conditions from the psychotherapy session transcripts
parsed from speech recordings. We also incorporate temporal modeling to put this
additional interpretability to action by parsing out topic similarities as a time series in a turn-
level resolution. We believe this topic modeling framework can offer interpretable insights for
the therapist to optimally decide his or her strategy and improve psychotherapy …
Abstract
In this work, we compare different neural topic modeling methods in learning the topical propensities of different psychiatric conditions from the psychotherapy session transcripts parsed from speech recordings. We also incorporate temporal modeling to put this additional interpretability to action by parsing out topic similarities as a time series in a turn-level resolution. We believe this topic modeling framework can offer interpretable insights for the therapist to optimally decide his or her strategy and improve psychotherapy effectiveness.
Springer