Publications

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Using Uncertainty and Out-of-distribution Detection to Identify Unreliable Predictions

Artificial Intelligence and Statistics 2022

Michael Christopher Darling, Justin E Doak, Richard V. Field, Mark A. Smith, David John Stracuzzi

Abstract – 2021 Abstract 2021

SAGE Intrusion Detection System: Sensitivity Analysis Guided Explainability for Machine Learning

Michael Reed Smith, Erin Acquesta, Arlo L. Ames, Alycia Noel Carey, Christopher Roman Cuellar, Richard V. Field, Trevor Maxfield, Scott A. Mitchell, Elizabeth Susan Morris, Blake Cameron Moss, Megan Nyre-Yu, Ahmad Rushdi, Mallory Catherine Stites, Charles Smutz, Xin Zhou

https://www.osti.gov/search/identifier:1820253

SAND Report – 2021 SAND Report 2021

Partitioning Communication Streams into Graph Snapshots

Lab Research Technical Exchange

Jeremy D Wendt, Richard V. Field, Cynthia Ann Phillips, Arvind Prasadan, Tegan Wilson, Sucheta Soundarajan, Sanjukta Bhowmick

https://www.osti.gov/search/identifier:1842249

Conference Presentation – 2021 Conference Presentation 2021

SAGE Advice? Assessing the Accuracy of ML Explanations for Model Credibility

NIST AI Assurance Leadership Team

Michael Reed Smith, Erin Acquesta, Richard V. Field, Trevor Maxfield, Blake Cameron Moss, Megan Nyre-Yu, Ahmad Rushdi, Charles Smutz, Mallory Catherine Stites

Presentation (non-conference) – 2020 Presentation (non-conference) 2020

Quantifying Graph Uncertainty from Communication Data

Jeremy D Wendt, Richard V. Field, Cynthia Ann Phillips, Arvind Prasadan

https://www.osti.gov/search/identifier:1669730

SAND Report – 2020 SAND Report 2020

Assessing Global Sensitivity Analysis for Credibility in Machine Learning Explainability

SAMSIGlobal Sensitivity Analysis Working Group Meeting

Erin Acquesta, Michael Reed Smith, Richard V. Field, Trevor Maxfield, Ahmad Rushdi

https://www.osti.gov/search/identifier:1820562

Presentation (non-conference) – 2020 Presentation (non-conference) 2020

Social-Media Network Collection Problems

Workshop on Incomplete Network Data

Jeremy D Wendt, Richard V. Field, Daniel Garcia, Tu-Thach Quach, Randall Wells, David John Zage, Cynthia Ann Phillips, Ali Pinar, Sucheta Soundarajan

https://www.osti.gov/search/identifier:1364805

Conference Paper – 2016 Conference Paper 2016

Introduction to Uncertainty Analysis

Uncertainty Quantification in Computational Fluid Dynamics - STO-AVT-235

Michael S. Eldred, Richard V. Field

https://www.osti.gov/search/identifier:1497456

Presentation (non-conference) – 2014 Presentation (non-conference) 2014

Statistical surrogate models for prediction of high-consequence climate change

Richard V. Field, Paul Constantine, Mark B. Boslough

https://www.osti.gov/search/identifier:1029816

SAND Report – 2011 SAND Report 2011

Computational thermal, chemical, fluid and solid mechanics for geosystems management

Mario J. Martinez, Patrick Notz, Daniel Z. Turner, Samuel Ramirez Subia, Polly L. Hopkins, Harry K. Moffat, Carlos F. Jove-Colon, Thomas Dewers, Katherine A. Klise, John R. Red-Horse, Brian Carnes, Mikhail Mesh, Richard V. Field, Scott M Davison, Hongkyu Yoon, Joseph E. Bishop, Pania NMN Newell, James E. Bean, Nicholas Alger

https://www.osti.gov/search/identifier:1029788

SAND Report – 2011 SAND Report 2011

Uncertainty Quantification In LargeComputational Engineering Models

AIAA Structures, Structural Dynamics, and Materials Conference

Steven Francis Wojtkiewicz, Michael S. Eldred, Richard V. Field, Angel Urbina, John R. Red-Horse

Conference Paper – 2001 Conference Paper 2001

Uncertainty Quantification in Large Computational Engineering Models

AIAA Structures, Structural Dynamics, and Materials Conference

Steven Francis Wojtkiewicz, Richard V. Field, Michael S. Eldred, John R. Red-Horse, Angel Urbina

Other Publication – 2001 Other Publication 2001
Document Title Type Year