RG
Roman Garnett
cs.LGstat.MLcs.HCastro-ph.GAphysics.data-anastro-ph.COcs.AIastro-ph.IMcond-mat.mtrl-sciModels, Statistical
On Valency
published · living versionsW_2v6453at·v1 · currentpublished
Detecting Multiple DLAs per Spectrum in SDSS DR12 with Gaussian Processes
with Ming-Feng Ho, Simeon Bird
1 version
Preprints & journals
52 papers in the corpus · 2005–2025Improving policy-oriented agent-based modeling with history matching: A case study.40695109 · O'Gara, David, Kerr, Cliff C, Klein, Daniel J et al.2025 · 2 citationsEpidemics. 2025;52:100845
A Dynamic, Ordinal Gaussian Process Item Response Theoretic Model2504.02643v1 · Yehu Chen, Jacob Montgomery, Roman Garnett2025 · 0 citationsarXiv
Probabilistic prediction of material stability: integrating convex hulls into active learning.39158003 · Novick, Andrew, Cai, Diana, Nguyen, Quan et al.2024 · 11 citationsMaterials horizons. 2024;11(21):5381-5393
Idiographic Personality Gaussian Process for Psychological Assessment2407.04970v1 · Yehu Chen, Muchen Xi, Jacob Montgomery et al.2024 · 0 citationsarXiv
Amortized nonmyopic active search via deep imitation learning2405.15031v1 · Quan Nguyen, Anindya Sarkar, Roman Garnett2024 · 0 citationsarXiv
The Behavior and Convergence of Local Bayesian Optimization2305.15572v3 · Kaiwen Wu, Kyurae Kim, Roman Garnett et al.2023 · 6 citationsarXiv
Human-Computer Collaboration for Visual Analytics: an Agent-based Framework2304.09415v1 · Shayan Monadjemi, Mengtian Guo, David Gotz et al.2023 · 13 citationsarXiv
A Unified Comparison of User Modeling Techniques for Predicting Data Interaction and Detecting Exploration Bias.36155457 · Ha, Sunwoo, Monadjemi, Shayan, Garnett, Roman et al.2023 · 10 citationsIEEE transactions on visualization and computer graphics. 2023;29(1):483-492
A Visual Active Search Framework for Geospatial Exploration2211.15788v3 · Anindya Sarkar, Michael Lanier, Scott Alfeld et al.2022 · 3 citationsarXiv
The Mixing Thermodynamics and Local Structure of High-entropy Alloys from Randomly Sampled Ordered Configurations2211.13066v1 · Andrew Novick, Quan Nguyen, Roman Garnett et al.2022 · 0 citationsarXiv
Local Bayesian optimization via maximizing probability of descent2210.11662v2 · Quan Nguyen, Kaiwen Wu, Jacob R. Gardner et al.2022 · 9 citationsarXiv
Nonmyopic Multiclass Active Search with Diminishing Returns for Diverse Discovery2202.03593v3 · Quan Nguyen, Roman Garnett2022 · 1 citationarXiv
Efficient Discovery of Visible Light-Activated Azoarene Photoswitches with Long Half-Lives Using Active Search.34752100 · Mukadum, Fatemah, Nguyen, Quan, Adrion, Daniel M et al.2021 · 21 citationsJournal of chemical information and modeling. 2021;61(11):5524-5534
A comparison of prediction approaches for identifying prodromal Parkinson disease.34437600 · Warden, Mark N, Searles Nielsen, Susan, Camacho-Soto, Alejandra et al.2021 · 12 citationsPloS one. 2021;16(8):e0256592
Nonmyopic Multifidelity Active Search2106.06356v2 · Quan Nguyen, Arghavan Modiri, Roman Garnett2021 · 0 citationsarXiv
Damped Lyman-alpha Absorbers from Sloan Digital Sky Survey DR16Q with Gaussian processes2103.10964v2 · Ming-Feng Ho, Simeon Bird, Roman Garnett2021 · 29 citationsarXiv
Competing Models: Inferring Exploration Patterns and Information Relevance via Bayesian Model Selection.33052859 · Monadjemi, Shayan, Garnett, Roman, Ottley, Alvitta2021 · 20 citationsIEEE transactions on visualization and computer graphics. 2021;27(2):412-421
IDCube Lite: Free Interactive Discovery Cube software for multi- and hyperspectral applications.34484655 · Mishra, Deependra, Hurbon, Helena, Wang, John et al.2022 · 2 citationsJournal of spectral imaging. 2021;10
Guided Data Discovery in Interactive Visualizations via Active Search2010.08155v5 · Shayan Monadjemi, Sunwoo Ha, Quan Nguyen et al.2020 · 6 citationsarXiv
Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees2006.15779v1 · Shali Jiang, Daniel R. Jiang, Maximilian Balandat et al.2020 · 16 citationsarXiv
GPIRT: A Gaussian Process Model for Item Response Theory2006.09900v1 · JBrandon Duck-Mayr, Roman Garnett, Jacob M. Montgomery2020 · 4 citationsProceedings of the 36th Conference on Uncertainty in Artificial Intelligence (UAI), PMLR 124 (2020) 520-529
New analysis pipeline for high-throughput domain-peptide affinity experiments improves SH2 interaction data.32540967 · Ronan, Tom, Garnett, Roman, Naegle, Kristen M2021 · 8 citationsThe Journal of biological chemistry. 2020;295(32):11346-11363
Automated Measurement of Quasar Redshift with a Gaussian Process2006.07343v2 · Leah Fauber, Ming-Feng Ho, Simeon Bird et al.2020 · 3 citationsarXiv
Detecting Multiple DLAs per Spectrum in SDSS DR12 with Gaussian Processes2003.11036v2 · Ming-Feng Ho, Simeon Bird, Roman Garnett2020 · 23 citationsarXivon Valency
BINOCULARS for Efficient, Nonmyopic Sequential Experimental Design1909.04568v3 · Shali Jiang, Henry Chai, Javier Gonzalez et al.2019 · 17 citationsarXiv
Conjoint psychometric field estimation for bilateral audiometry.29949072 · Barbour, Dennis L, DiLorenzo, James C, Sukesan, Kiron A et al.2019 · 18 citationsBehavior research methods. 2019;51(3):1271-1285
D-VAE: A Variational Autoencoder for Directed Acyclic Graphs1904.11088v4 · Muhan Zhang, Shali Jiang, Zhicheng Cui et al.2019 · 137 citationsarXiv
Automated Model Selection with Bayesian Quadrature1902.09724v3 · Henry Chai, Jean-Francois Ton, Roman Garnett et al.2019 · 6 citationsarXiv
Efficient nonmyopic active search with applications in drug and materials discovery1811.08871v2 · Shali Jiang, Gustavo Malkomes, Benjamin Moseley et al.2018 · 7 citationsarXiv
Learning and Anticipating Future Actions During Exploratory Data Analysis1809.09664v1 · Ran Wan, Roman Garnett, Alvitta Ottley2018 · 0 citationsarXiv
Bioinspired polarization vision enables underwater geolocalization.29740607 · Powell, Samuel B, Garnett, Roman, Marshall, Justin et al.2019 · 169 citationsScience advances. 2018;4(4):eaao6841
Improving Quadrature for Constrained Integrands1802.04782v4 · Henry Chai, Roman Garnett2018 · 15 citationsarXiv
Active Search for Computer-aided Drug Design.29388736 · Oglic, Dino, Oatley, Steven A, Macdonald, Simon J F et al.2018 · 25 citationsMolecular informatics. 2018;37(1-2)
Psychometric function estimation by probabilistic classification.28464646 · Song, Xinyu D, Garnett, Roman, Barbour, Dennis L2019 · 27 citationsThe Journal of the Acoustical Society of America. 2017;141(4):2513
Active Search for Sparse Signals with Region Sensing1612.00583v1 · Yifei Ma, Roman Garnett, Jeff Schneider2016 · 10 citationsarXiv
Accelerating the search for global minima on potential energy surfaces using machine learning.27782478 · Carr, S F, Garnett, R, Lo, C S2017 · 20 citationsThe Journal of chemical physics. 2016;145(15):154106
Statistical properties of damped Lyman-alpha systems from Sloan Digital Sky Survey DR121610.01165v2 · Simeon Bird, Roman Garnett, Shirley Ho2016 · 50 citationsarXiv
Exact Sampling from Determinantal Point Processes1609.06840v2 · Philipp Hennig, Roman Garnett2016 · 5 citationsarXiv
Detecting Damped Lyman- Absorbers with Gaussian Processes1605.04460v2 · Roman Garnett, Shirley Ho, Simeon Bird et al.2016 · 31 citationsarXiv
Correction to: 'The entropic basis of collective behaviour'.26962032 · Mann, Richard P, Garnett, Roman2016 · 0 citationsJournal of the Royal Society, Interface. 2016;13(116)
Anomaly Detection and Removal Using Non-Stationary Gaussian Processes1507.00566v1 · Steven Reece, Roman Garnett, Michael Osborne et al.2015 · 12 citationsarXiv
The entropic basis of collective behaviour.25833243 · Mann, Richard P, Garnett, Roman2016 · 33 citationsJournal of the Royal Society, Interface. 2015;12(106)
Introducing the 'active search' method for iterative virtual screening.25636815 · Garnett, Roman, Gärtner, Thomas, Vogt, Martin et al.2015 · 21 citationsJournal of computer-aided molecular design. 2015;29(4):305-14
Differentially Private Bayesian Optimization1501.04080v2 · Matt J. Kusner, Jacob R. Gardner, Roman Garnett et al.2015 · 27 citationsarXiv
Sampling for Inference in Probabilistic Models with Fast Bayesian Quadrature1411.0439v1 · Tom Gunter, Michael A. Osborne, Roman Garnett et al.2014 · 60 citationsAdvances in Neural Information Processing Systems (NIPS) 2014
Propagation Kernels1410.3314v1 · Marion Neumann, Roman Garnett, Christian Bauckhage et al.2014 · 0 citationsarXiv
Active Learning of Linear Embeddings for Gaussian Processes1310.6740v1 · Roman Garnett, Michael A. Osborne, Philipp Hennig2013 · 32 citationsarXiv
Multi-scale inference of interaction rules in animal groups using Bayesian model selection.23555206 · Mann, Richard P, Perna, Andrea, Strömbom, Daniel et al.2013 · 60 citationsPLoS computational biology. 2013;9(3):e1002961
Submodularity in Batch Active Learning and Survey Problems on Gaussian Random Fields1209.3694v1 · Yifei Ma, Roman Garnett, Jeff Schneider2012 · 3 citationsarXiv
Bayesian Optimal Active Search and Surveying1206.6406v1 · Roman Garnett, Yamuna Krishnamurthy, Xuehan Xiong et al.2012 · 55 citationsarXiv
Career total: 169 works. 52 are in this corpus.Showing the 50 most recent.
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