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10/21/2022
Graph Coloring via Neural Networks for Haplotype Assembly and Viral Quasispecies Reconstruction
Understanding genetic variation, e.g., through mutations, in organisms i...
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01/17/2022
ExpertNet: A Symbiosis of Classification and Clustering
A widely used paradigm to improve the generalization performance of high...
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12/22/2021
RepBin: Constraint-based Graph Representation Learning for Metagenomic Binning
Mixed communities of organisms are found in many environments (from the ...
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09/27/2021
Multi-way Clustering and Discordance Analysis through Deep Collective Matrix Tri-Factorization
Heterogeneous multi-typed, multimodal relational data is increasingly av...
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08/02/2021
Exact Pareto Optimal Search for Multi-Task Learning: Touring the Pareto Front
Multi-Task Learning (MTL) is a well-established paradigm for training de...
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02/23/2021
CAC: A Clustering Based Framework for Classification
In data containing heterogeneous subpopulations, classification performa...
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02/12/2021
Multiplex Bipartite Network Embedding using Dual Hypergraph Convolutional Networks
A bipartite network is a graph structure where nodes are from two distin...
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10/24/2020
Improved Inference of Gaussian Mixture Copula Model for Clustering and Reproducibility Analysis using Automatic Differentiation
Copulas provide a modular parameterization of multivariate distributions...
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09/12/2020
Multi-way Spectral Clustering of Augmented Multi-view Data through Deep Collective Matrix Tri-factorization
We present the first deep learning based architecture for collective mat...
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07/08/2020
Model-based Clustering using Automatic Differentiation: Confronting Misspecification and High-Dimensional Data
We study two practically important cases of model based clustering using...
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12/13/2018
Automatic Differentiation in Mixture Models
In this article, we discuss two specific classes of models - Gaussian Mi...
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11/30/2018
Inferring Concept Prerequisite Relations from Online Educational Resources
The Internet has rich and rapidly increasing sources of high quality edu...
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11/28/2018