Measuring acoustic dissimilarity of hierarchical markers in task-oriented dialogue with MFCC-based dynamic time warping

Joint activities (e.g. building a LEGO model) unfold in a hierarchy of subprojects. Navigating them implies horizontally elaborating on a subproject (placing one block) and vertically moving to a new subproject (next block). Interactants coordinate horizontal and vertical transitions with project markers (okay, yeah). We suggest that vertical vs. horizontal transitions are distinguished both lexically and acoustically. We predicted that acoustic features of identical markers used for different transitions (okay-vertical vs. okay-horizontal) would exhibit more dissimilarity than markers used for same transitions (okay-vertical vs. okay-vertical). We used MFCC-based dynamic time warping to measure dissimilarity between vocalisations and analysed them with a Bayesian regression model. We find that Vietnamese speakers use both lexical and acoustic cues to mark transitions, and paired same-horizontal markers are acoustically more similar than same-vertical and different-transition markers.

Publication Details

Journal
Zurich Open Repository and Archive (University of Zurich)
Published
2024-09-05
DOI
https://doi.org/10.5167/uzh-263315
Primary Topic
Speech and dialogue systems
Type
article
Field-Weighted Citation Impact
0.00
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article

Measuring acoustic dissimilarity of hierarchical markers in task-oriented dialogue with MFCC-based dynamic time warping

Zurich Open Repository and Archive (University of Zurich)
Speech and dialogue systems
article

Measuring acoustic dissimilarity of hierarchical markers in task-oriented dialogue with MFCC-based dynamic time warping

article en

Abstract

Joint activities (e.g. building a LEGO model) unfold in a hierarchy of subprojects. Navigating them implies horizontally elaborating on a subproject (placing one block) and vertically moving to a new subproject (next block). Interactants coordinate horizontal and vertical transitions with project markers (okay, yeah). We suggest that vertical vs. horizontal transitions are distinguished both lexically and acoustically. We predicted that acoustic features of identical markers used for different transitions (okay-vertical vs. okay-horizontal) would exhibit more dissimilarity than markers used for same transitions (okay-vertical vs. okay-vertical). We used MFCC-based dynamic time warping to measure dissimilarity between vocalisations and analysed them with a Bayesian regression model. We find that Vietnamese speakers use both lexical and acoustic cues to mark transitions, and paired same-horizontal markers are acoustically more similar than same-vertical and different-transition markers.

Zurich Open Repository and Archive (University of Zurich)
Openalex Percentile: Top 57%
Speech and dialogue systems
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