Publications

Foss, A., Field, R.V., Ting, C., Shuler, K., Bauer, T.L., Zhao, S.D., Cardenas-Torres, E., & Cardenas-Torres, E. (2023). Chaconne: A Statistical Approach to Nonlocal Compression for Supervised Learning, Semi-Supervised Learning, and Anomaly Detection. 10.2172/2430240

Shuler, K., Foss, A., Ting, C., Bauer, T.L., Field, R.V., & Field, R.V. (2023). Statistical Properties of Compression Analytics [Conference Presentation]. 10.2172/2430605

Field, R.V., Smith, M.R., Ingram, J.B., Domschot, E., & Domschot, E. (2023). Modeling Correlated Features for Machine Learning Classification [Conference Presentation]. 10.2172/2430771

Zhou, A.E., Field, R.V., Matzen, L.E., Ting, C., & Ting, C. (2023). Applying Compression Metrics to Seismic Data to Assist Analysts [Conference Poster]. 10.2172/2431251

Shuler, K., Foss, A., Bauer, T.L., Field, R.V., Ting, C., & Ting, C. (2023). Statistical Properties of Compression Analytics [Conference Poster]. 10.2172/2432180

Field, R.V., Darling, M.C., & Darling, M.C. (2022). A Decision Theoretic Approach To Optimizing Machine Learning Decisions with Prediction Uncertainty. 10.2172/1899419

Darling, M.C., Field, R.V., Smith, M.A., Doak, J.E., Headen, J.M., Stracuzzi, D.J., & Stracuzzi, D.J. (2022). Decision Science for Machine Learning (DeSciML). 10.2172/1903086

Smith, M.R., Foulk, J.W., Ames, A., Carey, A., Cuellar, C.R., Field, R.V., Maxfield, T., Mitchell, S.A., Morris, E., Moss, B., Nyre-Yu, M., Rushdi, A., Stites, M.C., Smutz, C., Zhou, X., & Zhou, X. (2021). SAGE Intrusion Detection System: Sensitivity Analysis Guided Explainability for Machine Learning. 10.2172/1820253

Darling, M.C., Doak, J.E., Field, R.V., Smith, M.A., & Smith, M.A. (2021). Optimizing Machine Learning Decisions with Prediction Uncertainty [Conference Presentation]. 10.2172/1888406

Wendt, J., Field, R.V., Phillips, C.A., Prasadan, A., Wilson, T., Soundarajan, S., Bhowmick, S., & Bhowmick, S. (2020). Partitioning Communication Streams into Graph Snapshots [Conference Presentation]. 10.2172/1842249

Matzen, L.E., Ting, C., Field, R.V., Young, C.J., Coram, J.L., & Coram, J.L. (2020). Applying Compression Distance Metrics to Seismic Data in Support of Global Nuclear Explosion Monitoring [Conference Poster]. 10.2172/1832688

Wendt, J., Field, R.V., Phillips, C.A., Prasadan, A., & Prasadan, A. (2020). Quantifying Graph Uncertainty from Communication Data. 10.2172/1669730

Matzen, L.E., Ting, C., Field, R.V., Morrow, J.D., Brogan, R., Young, C.J., Zhou, A., Trumbo, M.C.S., Coram, J.L., & Coram, J.L. (2020). Applying Compression-Based Metrics to Seismic Data in Support of Global Nuclear Explosion Monitoring. 10.2172/1673170

Foulk, J.W., Smith, M.R., Field, R.V., Maxfield, T., Rushdi, A., & Rushdi, A. (2020). Assessing Global Sensitivity Analysis for Credibility in Machine Learning Explainability [Presentation]. https://www.osti.gov/biblio/1820562

Smith, M.R., Foulk, J.W., Ames, A., Field, R.V., Moss, B., Maxfield, T., Nyre-Yu, M., Smutz, C., Stites, M.C., & Stites, M.C. (2020). Assessing the Accuracy of ML Explanations for Model Credibility [Conference Poster]. https://www.osti.gov/biblio/1811973

Gooding, R., Ting, C., Caswell, J., Field, R.V., & Field, R.V. (2019). Reordering Genomic Sequences for Enhanced Classification via Compression Analytics [Conference Poster]. https://www.osti.gov/biblio/1643417

Ting, C., Field, R.V., Fisher, A.L., Bauer, T.L., & Bauer, T.L. (2019). Compression Analytics for Classification and Anomaly Detection Within Network Communication. IEEE Transactions on Information Forensics and Security, 14(5), pp. 1366-1376. 10.1109/TIFS.2018.2878172

Bauer, T.L., Ting, C., Fisher, A.L., Field, R.V., Quach, T.T., Brounstein, T.R., Killian, A.L., Wells, R., & Wells, R. (2019). Compression Analytics for Data Science [Presentation]. https://www.osti.gov/biblio/1644489

Gooding, R., Caswell, J., Field, R.V., Ting, C., & Ting, C. (2019). Reordering of Genomic Data for Improved Compression-Based Inference [Conference Poster]. https://www.osti.gov/biblio/1639207

Ting, C., Field, R.V., Quach, T.T., Bauer, T.L., & Bauer, T.L. (2019). Generalized boundary detection using compression-based analytics [Conference Poster]. 10.1109/ICASSP.2019.8682257

Caswell, J., Field, R.V., Gooding, R., Ting, C., & Ting, C. (2018). Reordering of Genomic Data for Improved Compression-Based Inference [Conference Poster]. https://www.osti.gov/biblio/1598094

Robbins, B., Casper, K.M., Coffin, P., Mesh, M., Field, R.V., Grigoriu, M., & Grigoriu, M. (2018). Quantifying the Structural Response of a Slender Cone to Turbulent Spots at Mach 6 [Conference Poster]. 10.2514/6.2019-1631

Robbins, B., Casper, K.M., Coffin, P., Mesh, M., Field, R.V., & Field, R.V. (2018). Quantifying the Structural Response of a Slender Cone to Turbulent Spots at Mach 6 [Conference Poster]. 10.2514/6.2019-1631

Field, R.V., Link, H.E., Skryzalin, J., Wendt, J., & Wendt, J. (2018). A dynamic model for social networks. 10.2172/1472229

Skryzalin, J., Link, H.E., Field, R.V., Wendt, J., & Wendt, J. (2018). Efficient transfer learning for neural network language models [Conference Poster]. 10.1109/ASONAM.2018.8508304

Skryzalin, J., Link, H.E., Wendt, J., Field, R.V., Richter, S.N., & Richter, S.N. (2018). Efficient transfer learning for neural network language models [Conference Poster]. 10.1109/ASONAM.2018.8508304

Segalman, D., Reese, G.M., Field, R.V., & Field, R.V. (2018). Probability Distribution of von Mises Stress in the Presence of Pre-Load [Conference Poster]. https://www.osti.gov/biblio/1495775

Field, R.V., Skryzalin, J., Fisher, A.L., Bauer, T.L., & Bauer, T.L. (2017). Temporal Methods to Detect Content-Based Anomalies in Social Media. Social Network Analysis Lecture Notes Series. https://www.osti.gov/biblio/1429685

Segalman, D.J., Reese, G.M., Field, R.V., & Field, R.V. (2017). Probability Distribution of von Mises Stress in the Presence of Pre-Load [Conference Poster]. https://www.osti.gov/biblio/1480664

Emery, J.M., Coffin, P., Robbins, B., Carroll, J.D., Field, R.V., Jeremy Yoo, Y.S., Kacher, J., & Kacher, J. (2017). Developing a novel hierarchical approach for multiscale structural reliability predictions for ultra-high consequence applications. 10.2172/1395649

Link, H.E., Wendt, J., Field, R.V., Keil, J.M., & Keil, J.M. (2017). Estimating users? mode transition functions and activity levels from social media [Conference Poster]. 10.1145/3110025.3116195

Field, R.V., Cruz, G.J., Quach, T.T., Wendt, J., & Wendt, J. (2017). Modeling Information Spread Through Large Networks [Presentation]. https://www.osti.gov/biblio/1460272

Link, H.E., Wendt, J., Field, R.V., Keil, J.M., & Keil, J.M. (2017). Estimating users' mode transition functions and activity levels from social media [Conference Poster]. 10.1145/3110025.3116195

Skryzalin, J., Field, R.V., Fisher, A.L., Bauer, T.L., & Bauer, T.L. (2017). Temporal Anomaly Detection in Social Media [Conference Poster]. 10.1145/3110025.3110056

Skryzalin, J., Field, R.V., Fisher, A.L., Bauer, T.L., & Bauer, T.L. (2017). Temporal Anomaly Detection in Social Media [Conference Poster]. 10.1145/3110025.3110056

Emery, J.M., Robbins, B., Carroll, J.D., Coffin, P., Alleman, C., Bishop, J.E., Field, R.V., & Field, R.V. (2016). Efficient structural reliability including the effects of crystallographic texture on engineering-scale performance [Conference Poster]. https://www.osti.gov/biblio/1413401

Robbins, B., Field, R.V., Grigoriu, M., Casper, K.M., Mesh, M., Jamison, R.D., Dechant, L., Smith, J., & Smith, J. (2016). Modeling the stochastic dynamics of moving turbulent spots over a slender cone at Mach 5 during laminar-turbulent transition [Conference Poster]. https://www.osti.gov/biblio/1409904

Robbins, B., Field, R.V., Grigoriu, M., Casper, K.M., Mesh, M., Jamison, R.D., Dechant, L., Smith, J., & Smith, J. (2016). Modeling the stochastic dynamics of moving turbulent spots over a slender cone at Mach 5 during laminar-turbulent transition [Conference Poster]. https://www.osti.gov/biblio/1410252

Wendt, J., Quach, T.T., Zage, D.J., Field, R.V., Wells, R., Soundarajan, S., Cruz, G.J., & Cruz, G.J. (2016). Data Inferencing on Semantic Graphs (DISeG) (Final Report). 10.2172/1562648

Wendt, J., Wells, R., Field, R.V., Soundarajan, S., & Soundarajan, S. (2016). On data collection graph construction and sampling in Twitter [Conference Poster]. 10.1109/ASONAM.2016.7752360

Emery, J.M., Grigoriu, M.D., Field, R.V., & Field, R.V. (2016). Bayesian methods for characterizing unknown parameters of material models. Applied Mathematical Modelling, 40(13-14), pp. 6395-6411. https://doi.org/10.1016/j.apm.2016.01.046

Wendt, J., Field, R.V., Wells, R., Soundarajan, S., & Soundarajan, S. (2016). On data collection graph construction and sampling in Twitter [Conference Poster]. 10.1109/ASONAM.2016.7752360

Smith, J., Dechant, L., Mesh, M., Casper, K.M., Field, R.V., & Field, R.V. (2016). Comparison of a Turbulent Boundary Layer Pressure Fluctuation Model to Hypersonic Cone Measurements [Conference Poster]. 10.2514/6.2016-4047

Wendt, J., Field, R.V., Garcia, D., Quach, T.T., Wells, R., Zage, D.J., Phillips, C.A., Pinar, A., Soundarajan, S., & Soundarajan, S. (2016). Social-Media Network Collection Problems [Conference Poster]. https://www.osti.gov/biblio/1364805

Emery, J.M., Carroll, J.D., Robbins, B., Field, R.V., Bishop, J.E., & Bishop, J.E. (2016). Mul$scale Now! A Novel Hierarchical Approach for Mul$scale Structural Reliability Predic$ons of Ultra-High Consequence Systems [Presentation]. https://www.osti.gov/biblio/1618215

Emery, J.M., Field, R.V., Carroll, J., Bishop, J.E., & Bishop, J.E. (2016). Exploring the effects of micro-texture on engineering-scale performance [Conference Poster]. https://www.osti.gov/biblio/1346782

Castelluccio, G.M., Bishop, J.E., Field, R.V., Emery, J.M., Brake, M.R.W., & Brake, M.R.W. (2016). Statistical Characterization of Microstructure-Sensitive Models Applied to Engineering Components [Conference Poster]. https://www.osti.gov/biblio/1344687

Karlson, K.N., Bishop, J.E., Boyce, B.L., Castelluccio, G.M., Emery, J.M., Field, R.V., Foulk, J.W., Madison, J., Grigoriu, M., & Grigoriu, M. (2015). Task #3 Engineering Scale FY16 PPM Summit 1/27/16 [Presentation]. https://www.osti.gov/biblio/1427994

Emery, J.M., Carroll, J.D., Field, R.V., Bishop, J.E., & Bishop, J.E. (2015). An Efficient Methodology for Uncertainty Propagation Across Multiple Length Scales for Structural Reliability Predictions in Engineering Applications [Conference Poster]. https://www.osti.gov/biblio/1335735

Emery, J.M., Carroll, J.D., Field, R.V., Bishop, J.E., & Bishop, J.E. (2015). A Strategy for Multiscale Uncertainty Quantification Applied to Ductile Crack Nucleation [Presentation]. https://www.osti.gov/biblio/1335749