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Bibliographic Details
Main Authors: Słupiński, Mikołaj, Lipiński, Piotr
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2411.04280
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Table of Contents:
  • In this paper, we propose a novel model called Recurrent Explicit Duration Switching Linear Dynamical Systems (REDSLDS) that incorporates recurrent explicit duration variables into the rSLDS model. We also propose an inference and learning scheme that involves the use of Pólya-gamma augmentation. We demonstrate the improved segmentation capabilities of our model on three benchmark datasets, including two quantitative datasets and one qualitative dataset.