Efficient time series clustering by minimizing dynamic time warping utilization

B Cai, G Huang, N Samadiani, G Li, CH Chi - IEEE access, 2021 - ieeexplore.ieee.org
Dynamic Time Warping (DTW) is a widely used distance measurement in time series
clustering. DTW distance is invariant to time series phase perturbations but has a quadratic …

[PDF][PDF] Sparse NMF with Archetypal Regularization: Computational and Robustness Properties

K Behdin, R Mazumder - Journal of Machine Learning Research, 2024 - jmlr.org
We consider the problem of sparse nonnegative matrix factorization (NMF) using archetypal
regularization. The goal is to represent a collection of data points as nonnegative linear …

Atlas-based tongue muscle correlation analysis from tagged and high-resolution magnetic resonance imaging

F Xing, M Stone, T Goldsmith, JL Prince… - Journal of Speech …, 2019 - ASHA
Purpose Intrinsic and extrinsic tongue muscles in healthy and diseased populations vary
both in their intra-and intersubject behaviors during speech. Identifying coordination patterns …

Speech audio synthesis from tagged mri and non-negative matrix factorization via plastic transformer

X Liu, F Xing, M Stone, J Zhuo, S Fels, JL Prince… - … Conference on Medical …, 2023 - Springer
The tongue's intricate 3D structure, comprising localized functional units, plays a crucial role
in the production of speech. When measured using tagged MRI, these functional units …

A deep joint sparse non-negative matrix factorization framework for identifying the common and subject-specific functional units of tongue motion during speech

J Woo, F Xing, JL Prince, M Stone, AD Gomez… - Medical image …, 2021 - Elsevier
Intelligible speech is produced by creating varying internal local muscle groupings—ie,
functional units—that are generated in a systematic and coordinated manner. There are two …

[HTML][HTML] Differentiating post-cancer from healthy tongue muscle coordination patterns during speech using deep learning

J Woo, F Xing, JL Prince, M Stone, JR Green… - The Journal of the …, 2019 - pubs.aip.org
Differentiating post-cancer from healthy tongue muscle coordination patterns during speech
using deep learning | The Journal of the Acoustical Society of America | AIP Publishing Skip to …

[HTML][HTML] Investigating muscle coordination patterns with Granger causality analysis in protrusive motion from tagged and diffusion MRI

H Park, F Xing, M Stone, H Kang, X Liu, J Zhuo… - JASA express …, 2024 - pubs.aip.org
berrymilk25@ gmail. com, FXING1@ mgh. harvard. edu, mstone@ umaryland. edu,
hkang14@ mgb. org, xiaofeng. liu@ yale. edu, jzhuo@ som. umaryland. edu, ssfels@ ece …

Unilateral lingual nerve transection alters jaw-tongue coordination during mastication in pigs

SJ Montuelle, RA Olson, H Curtis… - Journal of Applied …, 2020 - journals.physiology.org
During chewing, movements and deformations of the tongue are coordinated with jaw
movements to manage and manipulate the bolus and avoid injury. Individuals with injuries …

Research hotspot prediction and regular evolutionary pattern identification based on NSFC grants using NMF and semantic retrieval

J Wang, Y Fan, L Feng, Z Ye, H Zhang - IEEE Access, 2019 - ieeexplore.ieee.org
Analyzing the research hotspots and regular evolutionary patterns of R&D projects can help
researchers find potential information. This paper considers the titles of the National Natural …

Feature extraction of tongue diseases diagnosis using SVM classifier

E Srividhya, A Muthukumaravel - … International Conference on …, 2019 - ieeexplore.ieee.org
A generally scrotal tongue is the population affecting the portion of dorsum of tongue and the
expansion with the lateral borders. Some asymptomatic characterized can be grown in some …