Search Results for author: David Castineira

Found 3 papers, 0 papers with code

Fast Modeling and Understanding Fluid Dynamics Systems with Encoder-Decoder Networks

no code implementations9 Jun 2020 Rohan Thavarajah, Xiang Zhai, Zheren Ma, David Castineira

The network can be trained within minutes using limited training data and achieve accuracy that scales desirably with the amount of training data supplied.

Application of Machine Learning to Predict the Risk of Alzheimer's Disease: An Accurate and Practical Solution for Early Diagnostics

no code implementations2 Jun 2020 Courtney Cochrane, David Castineira, Nisreen Shiban, Pavlos Protopapas

This paper proposes a machine learning predictive model for AD development without medical imaging and with fewer clinical visits and tests, in hopes of earlier and cheaper diagnoses.

BIG-bench Machine Learning feature selection

A General Spatio-Temporal Clustering-Based Non-local Formulation for Multiscale Modeling of Compartmentalized Reservoirs

no code implementations28 Apr 2019 Soheil Esmaeilzadeh, Amir Salehi, Gill Hetz, Feyisayo Olalotiti-lawal, Hamed Darabi, David Castineira

Representing the reservoir as a network of discrete compartments with neighbor and non-neighbor connections is a fast, yet accurate method for analyzing oil and gas reservoirs.

Clustering

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