Search Results for author: Neel Shah

Found 5 papers, 1 papers with code

Assisting Clinical Decisions for Scarcely Available Treatment via Disentangled Latent Representation

no code implementations6 Jul 2023 Bing Xue, Ahmed Sameh Said, Ziqi Xu, Hanyang Liu, Neel Shah, Hanqing Yang, Philip Payne, Chenyang Lu

TVAE is specifically designed to address the modeling challenges like ECMO with strong treatment selection bias and scarce treatment cases.

counterfactual Selection bias

A Preliminary Approach for Learning Relational Policies for the Management of Critically Ill Children

no code implementations13 Jan 2020 Michael A. Skinner, Lakshmi Raman, Neel Shah, Abdelaziz Farhat, Sriraam Natarajan

The increased use of electronic health records has made possible the automated extraction of medical policies from patient records to aid in the development of clinical decision support systems.

Management Relational Reasoning +1

Human-Machine Collaborative Optimization via Apprenticeship Scheduling

no code implementations11 May 2018 Matthew Gombolay, Reed Jensen, Jessica Stigile, Toni Golen, Neel Shah, Sung-Hyun Son, Julie Shah

We empirically demonstrate that this approach accurately learns multifaceted heuristics on a synthetic data set incorporating job-shop scheduling and vehicle routing problems, as well as on two real-world data sets consisting of demonstrations of experts solving a weapon-to-target assignment problem and a hospital resource allocation problem.

Decision Making Job Shop Scheduling +1

A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs with a Costly max-Oracle

no code implementations CVPR 2015 Neel Shah, Vladimir Kolmogorov, Christoph H. Lampert

Structural support vector machines (SSVMs) are amongst the best performing models for structured computer vision tasks, such as semantic image segmentation or human pose estimation.

Image Segmentation Pose Estimation +2

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