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T Zhou's Projects

active-expansion-sampling icon active-expansion-sampling

Experiment code associated with our paper: "Active Expansion Sampling for Learning Feasible Domains in an Unbounded Input Space"

adaptivemivor icon adaptivemivor

MIVor: An innovative adaptive Kriging approach for efficient problem classification.

batchbald icon batchbald

Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning.

bayesian-kpls icon bayesian-kpls

A Bayesian approach of the KPLS (Kriging using Partial Least Squares) method

bernoulli_lse icon bernoulli_lse

Look-Ahead Acquisition Functions for Bernoulli Level Set Estimation

bsc_rlcb icon bsc_rlcb

The code is used to solve structural reliability analysis problem via the BSC_RLCB method

clover icon clover

Contour Location Via Entropy Reduction (NeurIPS 2018)

codes-of-tead icon codes-of-tead

This is the codes and examples described in "Mo, S., Lu, D., Shi, X., Zhang, G., Ye, M., Wu, J., & Wu, J. (2017). A Taylor expansion‐based adaptive design strategy for global surrogate modeling with applications in groundwater modeling. Water Resources Research, 53, 10,802–10,823. https://doi.org/10.1002/2017WR021622"

dcekit icon dcekit

DCEKit (Data Chemical Engineering toolKit)

deep-uq-paper icon deep-uq-paper

A repository that contains scripts to replicate results in the Deep UQ paper.

deepgp icon deepgp

Deep Gaussian Processes in matlab

design_under_uncertainity icon design_under_uncertainity

Designing a cantilevered beam under uncertainity using direct Monte Carlo simulation, FORM using HL-RF, and First Order Expansion

direpack icon direpack

A Python 3 package for state-of-the-art statistical dimension reduction methods

domain_expansion_jmd_2017 icon domain_expansion_jmd_2017

Experiment code associated with our JMD paper: "Beyond the Known: Detecting Novel Feasible Domains over an Unbounded Design Space"

dopt_pce icon dopt_pce

Codes related to our paper "Sparse Polynomial Chaos Expansions via D-optimal Designs and Compressed Sensing." https://www.sciencedirect.com/science/article/pii/S0045782518301452?via%3Dihub

dpim icon dpim

MATLAB scripts for DPIM

easysurrogate icon easysurrogate

The VECMA toolkit for creating surrogate models of multiscale systems.

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