X
Xiao-Yang Liu
Researcher at Columbia University
Publications - 147
Citations - 3189
Xiao-Yang Liu is an academic researcher from Columbia University. The author has contributed to research in topics: Tensor & Reinforcement learning. The author has an hindex of 22, co-authored 147 publications receiving 2105 citations. Previous affiliations of Xiao-Yang Liu include Shanghai Jiao Tong University.
Papers
More filters
Journal ArticleDOI
CDC : Compressive Data Collection for Wireless Sensor Networks
TL;DR: This paper adopts a power-law decaying data model verified by real data sets and proposes a random projection-based estimation algorithm for this data model, which requires fewer compressed measurements and greatly reduces the energy consumption.
Proceedings ArticleDOI
Data loss and reconstruction in sensor networks
TL;DR: An environmental space time improved compressive sensing (ESTICS) algorithm to optimize the missing data estimation and shows that the proposed approach significantly outperforms existing solutions in terms of reconstruction accuracy.
Journal ArticleDOI
Data Loss and Reconstruction in Wireless Sensor Networks
TL;DR: An environmental space time improved compressive sensing algorithm with a multi-attribute assistant (MAA) component for data reconstruction and extensive simulation results show that the proposed approach significantly outperforms existing solutions in terms of reconstruction accuracy.
Journal ArticleDOI
Unsupervised seismic facies analysis via deep convolutional autoencoders
TL;DR: In this paper, the most important goal of seismic stratigraphy studies is to interpret the elements of the seismic facies with respect to the geologic environment, and the results of the study are presented.
Proceedings ArticleDOI
Deep Tensor ADMM-Net for Snapshot Compressive Imaging
TL;DR: A deep tensor ADMM-Net for video SCI systems that provides high-quality decoding in seconds with comparable visual results with the state-of-the-art methods but in much shorter running time is proposed.