Disentangling Observed Causal Effects from Latent Confounders using Method of Moments

no code implementations • 17 Jan 2021 • Anqi Liu, Hao liu, Tongxin Li, Saeed Karimi-Bidhendi, Yisong Yue, Anima Anandkumar

Thus, we provide a principled approach to tackling the joint problem of causal discovery and latent variable inference.

Causal Discovery Tensor Decomposition

Using Quantization to Deploy Heterogeneous Nodes in Two-Tier Wireless Sensor Networks

no code implementations • 20 Jan 2019 • Saeed Karimi-Bidhendi, Jun Guo, Hamid Jafarkhani

We study a heterogeneous two-tier wireless sensor network in which N heterogeneous access points (APs) collect sensing data from densely distributed sensors and then forward the data to M heterogeneous fusion centers (FCs).

Information Theory Information Theory