A comprehensive and bias-free evaluation of genomic variant clinical interpretation tools

1 code implementation • The 13th International Conference on KNOWLEDGE AND SYSTEMS ENGINEERING 2021 • Minh Trang, Nguyen; Anh Vu, Mai Nguyen; Hoang Anh, Tran; Nguyet Minh, Do; Thanh Nguyen, Nguyen

The advancement of Next Generation Sequencing (NGS) generates a huge pool of raw sequencing data and genomic variants, while the diverse selection of variant annotation tools adds even more confusion to the mix.

Responsive Regulation of Dynamic UAV Communication Networks Based on Deep Reinforcement Learning

1 code implementation • 25 Aug 2021 • Ran Zhang, Duc Minh, Nguyen, Miao Wang, Lin X. Cai, Xuemin, Shen

In this chapter, the regulation of Unmanned Aerial Vehicle (UAV) communication network is investigated in the presence of dynamic changes in the UAV lineup and user distribution.

reinforcement-learning Reinforcement Learning (RL)

Analytically Tractable Bayesian Deep Q-Learning

no code implementations • NeurIPS 2021 • Luong Ha, Nguyen, James-A. Goulet

In this paper, we present how we can adapt the temporal difference Q-learning framework to make it compatible with the tractable approximate Gaussian inference (TAGI), which allows learning the parameters of a neural network using a closed-form analytical method.

Q-Learning reinforcement-learning +1