Search Results for author: Tianle Ma

Found 3 papers, 1 papers with code

Incorporating Biological Knowledge with Factor Graph Neural Network for Interpretable Deep Learning

no code implementations3 Jun 2019 Tianle Ma, Aidong Zhang

To address this challenge, we developed the Factor Graph Neural Network model that is interpretable and predictable by combining probabilistic graphical models with deep learning.

Multi-view Factorization AutoEncoder with Network Constraints for Multi-omic Integrative Analysis

no code implementations6 Sep 2018 Tianle Ma, Aidong Zhang

Our framework employs deep representation learning to learn feature embeddings and patient embeddings simultaneously, enabling us to integrate feature interaction network and patient view similarity network constraints into the training objective.

Representation Learning

AffinityNet: semi-supervised few-shot learning for disease type prediction

1 code implementation22 May 2018 Tianle Ma, Aidong Zhang

The kNN attention pooling layer is a generalization of the Graph Attention Model (GAM), and can be applied to not only graphs but also any set of objects regardless of whether a graph is given or not.

Few-Shot Learning Graph Attention +2

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