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pro vyhledávání: '"YUHAS, A."'
Out-of-distribution (OOD) detectors can act as safety monitors in embedded cyber-physical systems by identifying samples outside a machine learning model's training distribution to prevent potentially unsafe actions. However, OOD detectors are often
Externí odkaz:
http://arxiv.org/abs/2409.00880
Autor:
Yuhas, Michael, Easwaran, Arvind
Learning enabled components (LECs), while critical for decision making in autonomous vehicles (AVs), are likely to make incorrect decisions when presented with samples outside of their training distributions. Out-of-distribution (OOD) detectors have
Externí odkaz:
http://arxiv.org/abs/2307.13419
Autor:
Yuhas, Michael, Easwaran, Arvind
In a cyber-physical system such as an autonomous vehicle (AV), machine learning (ML) models can be used to navigate and identify objects that may interfere with the vehicle's operation. However, ML models are unlikely to make accurate decisions when
Externí odkaz:
http://arxiv.org/abs/2211.11520
Out-of-distribution (OOD) detection, i.e., finding test samples derived from a different distribution than the training set, as well as reasoning about such samples (OOD reasoning), are necessary to ensure the safety of results generated by machine l
Externí odkaz:
http://arxiv.org/abs/2210.09959
When machine learning (ML) models are supplied with data outside their training distribution, they are more likely to make inaccurate predictions; in a cyber-physical system (CPS), this could lead to catastrophic system failure. To mitigate this risk
Externí odkaz:
http://arxiv.org/abs/2207.14694
Autor:
Joy M O'Brien, Nathan Blais, Carmen Butler, Natalie White, Ash Bustead, Collin Figler, McKenna Wells, George Anderson, Anna Yuhas, Jessica Gilman Ernakovich
Publikováno v:
PLoS Computational Biology, Vol 20, Iss 6, p e1012093 (2024)
Externí odkaz:
https://doaj.org/article/2197754353eb4f36a0b7b57de7d5cc14
Publikováno v:
Scientific Reports, Vol 14, Iss 1, Pp 1-10 (2024)
Abstract Glaucoma is the leading cause of irreversible blindness worldwide. Often asymptomatic for years, this disease can progress significantly before patients become aware of the loss of visual function. Critical examination of the optic nerve thr
Externí odkaz:
https://doaj.org/article/28963889a081479dad600434d7c38539
Autor:
Jessica Justman, Timothy Skalland, Ayana Moore, Christopher I. Amos, Mark A. Marzinke, Sahar Z. Zangeneh, Colleen F. Kelley, Rebecca Singer, Stockton Mayer, Yael Hirsch-Moverman, Susanne Doblecki-Lewis, David Metzger, Elizabeth Barranco, Ken Ho, Ernesto T.A. Marques, Margaret Powers-Fletcher, Patricia J. Kissinger, Jason E. Farley, Carrie Knowlton, Magdalena E. Sobieszczyk, Shobha Swaminathan, Domonique Reed, Jean De Dieu Tapsoba, Lynda Emel, Ian Bell, Krista Yuhas, Leah Schrumpf, Laura Mkumba, Jontraye Davis, Jonathan Lucas, Estelle Piwowar-Manning, Shahnaz Ahmed
Publikováno v:
Emerging Infectious Diseases, Vol 30, Iss 2, Pp 245-254 (2024)
During January–August 2021, the Community Prevalence of SARS-CoV-2 Study used time/location sampling to recruit a cross-sectional, population-based cohort to estimate SARS-CoV-2 seroprevalence and nasal swab sample PCR positivity across 15 US commu
Externí odkaz:
https://doaj.org/article/05b524e875824a568c8cba93369effc1
Publikováno v:
Eye and Vision, Vol 11, Iss 1, Pp 1-13 (2024)
Abstract Background Keratoconus is characterized by asymmetry in the biomechanical properties of the cornea, with focal weakness in the area of cone formation. We tested the hypothesis that centrally-measured biomechanical parameters differ between c
Externí odkaz:
https://doaj.org/article/56f1aeca468340638edbbb1dc5107d3e
Autor:
Cynthia J. Roberts, PhD, Kayla M. Knoll, MS, Ashraf M. Mahmoud, BS, Andrew J. Hendershot, MD, Phillip T. Yuhas, OD, PhD
Publikováno v:
Ophthalmology Science, Vol 4, Iss 2, Pp 100373- (2024)
Purpose: To introduce the novel parameter of Corneal Contribution to Stress (CCS) and compare stress distribution patterns between keratoconus (KCN) and normal corneas. Design: Prospective, observational, cross-sectional study. Participants: The stud
Externí odkaz:
https://doaj.org/article/ad48191a06484c10ba33badd4ddd7e8e