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researcher

Tommie A. Catanach

9 papers hereh-index 586 citations16 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author4
  • last author4

Across the 9 of 9 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • stat.CO2
  • stat.ME2
  • eess.SY1
  • quant-ph1
  • stat.AP1

identity via Semantic Scholar / OpenAlex

activity
20222025
most citedDesign of experiments for the calibration of history-dependent models via deep reinforcement learning and an enhanced Kalman filter

2 citations · 8 across the 9 of their papers we have counts for

collaborators
Showing stat.COShow all

2 papers · 1 filter

stat.CO2024★ 1 cited

A Likelihood-Free Approach to Goal-Oriented Bayesian Optimal Experimental Design

Atlanta Chakraborty, Xun Huan, Tommie Catanach

Conventional Bayesian optimal experimental design seeks to maximize the expected information gain (EIG) on model parameters. However, the end goal of the experiment often is not to…

stat.CO2024★ 2 cited

Goal-Oriented Bayesian Optimal Experimental Design for Nonlinear Models using Markov Chain Monte Carlo

Shijie Zhong, Wanggang Shen, Tommie Catanach +1

Optimal experimental design (OED) provides a systematic approach to quantify and maximize the value of experimental data. Under a Bayesian approach, conventional OED maximizes the…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.