imics-lab/biosignal_analysis_tutorials

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imics-lab/biosignal_analysis_tutorials

imics-lab

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This repository hosts various examples of human biosignal analysis.

tts-gan

TTS-GAN: A Transformer-based Time-Series Generative Adversarial Network

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tts-cgan

TTS-CGAN: A Transformer Time-Series Conditional GAN for Biosignal Data Augmentation

Jupyter Notebook

recurrence-with-self-attention

The repository contains source code and data from the paper titled "Recurrence and Self-Attention vs the Transformer for Time-Series Classification: A Comparative Study".

eeg-transfer-learning

Source code for self-supervised EEG data transfer learning

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biodiffusion

load_data_time_series

Generate numpy arrays for classification tasks from public datasets

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identifying_label_noise

multi-output-psg

Predicting Cardiac and Respiratory Events in the PSG-Audio Dataset

Jupyter Notebook

TSAR

time-series-label-assist

A Python-based labeling tool that uses self-supervised learning and visualizations to assist humans in labeling time series data

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fusion-of-learned-representations

Code repository for paper: Fusion of Learned Representations for Multimodal Sensor Data Classification

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BioSGAN

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BioDiffusion_dev

BioDiffusion paper source code and docs using a template repo

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model_evaluation_for_HAR

Source files for Model Evaluation Approaches to Human Activity Recognition from Time-Series Data to be presented at AIME2021

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NNCLR_feature_learning

CL_Clean

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covid19-hospital-and-icu-length-of-stay

Repository for paper "Predicting ICU and Hospital Length of Stay for COVID-19 Patients"

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SmoothConditionalDiffusion

TimeSeriesNNCLR

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