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Junetae Kim's Projects

arser icon arser

Periodicity detection algorithm for evenly spaced circadian gene expression data

auton-survival icon auton-survival

Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events

beta-tcvae icon beta-tcvae

Tensorflow 2.x implementation of the beta-TCVAE (arXiv:1802.04942).

clear-diffusion-keras icon clear-diffusion-keras

Implementation of denoising diffusion models with schedules, improved sampling, and other extensions using Keras.

conditional_vae icon conditional_vae

conditional variational autoencoder written in Keras [not actively maintained]

deep_cox_mixtures icon deep_cox_mixtures

Code for the paper "Deep Cox Mixtures for Survival Regression", Machine Learning for Healthcare Conference 2021

dwt-hpi icon dwt-hpi

An interpretable deep learning model based on discrete wavelet transforms to predict intraoperative hypotension (Published in IEEE TNNLS).

fft-bis icon fft-bis

FFT-based BIS prediction model (Published in Artificial Intelligence in Medicine).

fourierdecoder icon fourierdecoder

Official repository for Fourier model that can generate periodic signals

gp-vae icon gp-vae

TensorFlow implementation for the GP-VAE model described in https://arxiv.org/abs/1907.04155

machine-learning-and-simulation icon machine-learning-and-simulation

All the handwritten notes 📝 and source code files 🖥️ used in my YouTube Videos on Machine Learning & Simulation (https://www.youtube.com/channel/UCh0P7KwJhuQ4vrzc3IRuw4Q)

neuralsurvivalclustering icon neuralsurvivalclustering

Implementation for the paper Neural Survival Clustering: Non parametric mixture of neural networks for survival clustering

pythonclass icon pythonclass

Python Class Repository for National Cancer Center GCSP

rcgan icon rcgan

Multivariate recurrent GANs aimed at generating biomedical time-series. Methodology involves drawing symmetries to adversarial image generation

surprogenes icon surprogenes

Patient dichotomization according to survival risk based on collaborative filtering (Accepted in ICML 2023).

timegan icon timegan

Codebase for Time-series Generative Adversarial Networks (TimeGAN) - NeurIPS 2019

timevae icon timevae

TimeVAE implementation in keras/tensorflow

tts-cgan icon tts-cgan

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

vade-pytorch icon vade-pytorch

This repository tries to provide unsupervised deep learning models with Pytorch

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