280 citations · 453 across the 9 of their papers we have counts for
9 papers
A Factored Generalized Additive Model for Clinical Decision Support in the Operating Room
Zhicheng Cui, Bradley A Fritz, Christopher R King +2
Logistic regression (LR) is widely used in clinical prediction because it is simple to deploy and easy to interpret. Nevertheless, being a linear model, LR has limited expressive c…
Inductive Matrix Completion Based on Graph Neural Networks
Muhan Zhang, Yixin Chen
We propose an inductive matrix completion model without using side information. By factorizing the (rating) matrix into the product of low-dimensional latent embeddings of rows (us…
D-VAE: A Variational Autoencoder for Directed Acyclic Graphs
Muhan Zhang, Shali Jiang, Zhicheng Cui +2
Graph structured data are abundant in the real world. Among different graph types, directed acyclic graphs (DAGs) are of particular interest to machine learning researchers, as man…
Link Prediction Based on Graph Neural Networks
Muhan Zhang, Yixin Chen
Link prediction is a key problem for network-structured data. Link prediction heuristics use some score functions, such as common neighbors and Katz index, to measure the likelihoo…
Extracting Actionability from Machine Learning Models by Sub-optimal Deterministic Planning
Qiang Lyu, Yixin Chen, Zhaorong Li +4
A main focus of machine learning research has been improving the generalization accuracy and efficiency of prediction models. Many models such as SVM, random forest, and deep neura…
Compressing Convolutional Neural Networks
Wenlin Chen, James T. Wilson, Stephen Tyree +2
Convolutional neural networks (CNN) are increasingly used in many areas of computer vision. They are particularly attractive because of their ability to "absorb" great quantities o…
A Reduction of the Elastic Net to Support Vector Machines with an Application to GPU Computing
Quan Zhou, Wenlin Chen, Shiji Song +3
The past years have witnessed many dedicated open-source projects that built and maintain implementations of Support Vector Machines (SVM), parallelized for GPU, multi-core CPUs an…
SAS+ Planning as Satisfiability
Ruoyun Huang, Yixin Chen, Weixiong Zhang
Planning as satisfiability is a principal approach to planning with many eminent advantages. The existing planning as satisfiability techniques usually use encodings compiled from…
Theory and Algorithms for Partial Order Based Reduction in Planning
You Xu, Yixin Chen, Qiang Lu +1
Search is a major technique for planning. It amounts to exploring a state space of planning domains typically modeled as a directed graph. However, prohibitively large sizes of the…