Transfer Learning in Conversational Analysis through Reusing Preprocessing Data as Supervisors

no code implementations • 2 Dec 2021 • Joshua Yee Kim, Tongliang Liu, Kalina Yacef

Conversational analysis systems are trained using noisy human labels and often require heavy preprocessing during multi-modal feature extraction.

Feature Engineering Multi-Task Learning

Reusing Preprocessing Data as Auxiliary Supervision in Conversational Analysis

no code implementations • 1 Jan 2021 • Joshua Yee Kim, Kalina Yacef

Using noisy labels in single-task learning increases the risk of over-fitting.

Feature Engineering Multi-Task Learning