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06/30/2023
SMILE: Evaluation and Domain Adaptation for Social Media Language Understanding
We study the ability of transformer-based language models (LMs) to under...
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05/12/2020
Temporal Poisson Square Root Graphical Models
We propose temporal Poisson square root graphical models (TPSQRs), a gen...
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05/12/2020
Stochastic Learning for Sparse Discrete Markov Random Fields with Controlled Gradient Approximation Error
We study the L_1-regularized maximum likelihood estimator/estimation (ML...
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04/11/2020
Ivy: Instrumental Variable Synthesis for Causal Inference
A popular way to estimate the causal effect of a variable x on y from ob...
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07/03/2019
High-Throughput Machine Learning from Electronic Health Records
The widespread digitization of patient data via electronic health record...
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06/12/2019
A Simple Text Mining Approach for Ranking Pairwise Associations in Biomedical Applications
We present a simple text mining method that is easy to implement, requir...
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02/27/2017
An Efficient Pseudo-likelihood Method for Sparse Binary Pairwise Markov Network Estimation
The pseudo-likelihood method is one of the most popular algorithms for l...
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04/20/2016