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Activewear Design
Activewear Design
About us
Members
Projects
Publications
Patents
News
Contact Us
Publications
Home
Publications
Impact of postural variation on hand measurements: Three-dimensional anatomical analysis
2021
In this article, the impact of postural variations on hand anthropometry and distribution of skin strain ratios has been investigated. The literature suggests the glove fit directly affects hand functions.
Co-sleep: A Multi-view Representation Learning Framework for Self-supervised Learning of Sleep Stage Classification
2021
Sleep stage classification is critical for diagnosing sleep quality. While deep neural networks are becoming popular for automatic sleep stage classification with supervised learning, large-scale labeled datasets are still hard to acquire.
Self-supervised Learning for Sleep Stage Classification with Predictive and Discriminative Contrastive Coding
2021
The purpose of this paper is to learn efficient representations from raw electroencephalogram (EEG) signals for sleep stage classification via self-supervised learning (SSL). Although supervised methods have gained favorable performance, they heavily rely on manually labeled datasets.
Unsupervised Anomaly Detection with Distillated Teacher-student Network Ensemble
2021
We address the problem of unsupervised anomaly detection for multivariate data. Traditional machine learning based anomaly detection algorithms rely on specific assumptions of normal patterns and fail to model complex feature interactions and relations. Recently, existing deep learning based methods are promising for extracting representations from complex features. These methods train an auxiliary task, e.g., reconstruction and prediction, on normal samples.
Self-adversarial Variational Autoencoder with Spectral Residual for Time Series Anomaly Detection
2021
Detecting anomalies accurately in time series data has been receiving considerable attention due to its enormous potential for a wide array of applications. Numerous unsupervised anomaly detection methods for time series have been developed because of the difficulty of obtaining accurate labels.
Analysis of length of finger segments with different hand postures to enhance glove design
2021
It is important to understand how the hand and fingers elongate and contract with hand posture for optimally fitting and comfortable gloves.
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