Part of the Computer Sciences Commons

Works by Ignavier Ng in Computer Sciences

2024

MissDAG: Causal Discovery in the Presence of Missing Data with Continuous Additive Noise Models, Erdun Gao, Ignavier Ng, Mingming Gong, Li Shen, Wei Huang, Tongliang Liu, Kun Zhang, Howard Bondell
Kun Zhang

MissDAG: Causal Discovery in the Presence of Missing Data with Continuous Additive Noise Models, Erdun Gao, Ignavier Ng, Mingming Gong, Li Shen, Wei Huang, Tongliang Liu, Kun Zhang, Howard Bondell
Mingming Gong

2022

MissDAG: Causal Discovery in the Presence of Missing Data with Continuous Additive Noise Models, Erdun Gao, Ignavier Ng, Mingming Gong, Li Shen, Wei Huang, Tongliang Liu, Kun Zhang, Howard Bondell
Machine Learning Faculty Publications

Truncated Matrix Power Iteration for Differentiable DAG Learning, Zhen Zhang, Ignavier Ng, Dong Gong, Yuhang Liu, Ehsan M. Abbasnejad, Mingming Gong, Kun Zhang, Javen Qinfeng Shi
Kun Zhang

Truncated Matrix Power Iteration for Differentiable DAG Learning, Zhen Zhang, Ignavier Ng, Dong Gong, Yuhang Liu, Ehsan M. Abbasnejad, Mingming Gong, Kun Zhang, Javen Qinfeng Shi
Machine Learning Faculty Publications

PDF

On the Convergence of Continuous Constrained Optimization for Structure Learning, Ignavier Ng, Sébastien Lachapelle, Nan Rosemary Ke, Simon Lacoste-Julien, Kun Zhang
Kun Zhang

On the Identifiability of Nonlinear ICA: Sparsity and Beyond, Yujia Zheng, Ignavier Ng, Kun Zhang
Kun Zhang

Towards Federated Bayesian Network Structure Learning with Continuous Optimization, Ignavier Ng, Kun Zhang
Kun Zhang

On the Identifiability of Nonlinear ICA: Sparsity and Beyond, Yujia Zheng, Ignavier Ng, Kun Zhang
Machine Learning Faculty Publications

2021

Towards Federated Bayesian Network Structure Learning with Continuous Optimization, Ignavier Ng, Kun Zhang
Machine Learning Faculty Publications

2020

On the Convergence of Continuous Constrained Optimization for Structure Learning, Ignavier Ng, Sébastien Lachapelle, Nan Rosemary Ke, Simon Lacoste-Julien, Kun Zhang
Machine Learning Faculty Publications