Zobrazeno 1 - 10
of 146
pro vyhledávání: '"Gibson, Travis"'
Autor:
Gibson, Travis E., Acharya, Sawal, Parashar, Anjali, Gaudio, Joseph E., Annaswamy, Anurdha M.
Gradient based optimization algorithms deployed in Machine Learning (ML) applications are often analyzed and compared by their convergence rates or regret bounds. While these rates and bounds convey valuable information they don't always directly tra
Externí odkaz:
http://arxiv.org/abs/2405.13765
Autor:
Urtecho, Guillaume, Moody, Thomas, Huang, Yiming, Sheth, Ravi U., Richardson, Miles, Descamps, Hélène C., Kaufman, Andrew, Lekan, Opeyemi, Zhang, Zetian, Velez-Cortes, Florencia, Qu, Yiming, Cohen, Lucas, Ricaurte, Deirdre, Gibson, Travis E., Gerber, Georg K., Thaiss, Christoph A., Wang, Harris H.
Publikováno v:
In Cell Systems 20 November 2024 15(11):1002-1017
Autor:
Gaudio, Joseph E., Annaswamy, Anuradha M., Moreu, José M., Bolender, Michael A., Gibson, Travis E.
High order momentum-based parameter update algorithms have seen widespread applications in training machine learning models. Recently, connections with variational approaches have led to the derivation of new learning algorithms with accelerated lear
Externí odkaz:
http://arxiv.org/abs/2005.01529
Autor:
Gaudio, Joseph E., Gibson, Travis E., Annaswamy, Anuradha M., Bolender, Michael A., Lavretsky, Eugene
This paper demonstrates many immediate connections between adaptive control and optimization methods commonly employed in machine learning. Starting from common output error formulations, similarities in update law modifications are examined. Concept
Externí odkaz:
http://arxiv.org/abs/1904.05856
Features in machine learning problems are often time-varying and may be related to outputs in an algebraic or dynamical manner. The dynamic nature of these machine learning problems renders current higher order accelerated gradient descent methods un
Externí odkaz:
http://arxiv.org/abs/1903.04666
Autor:
Gibson, Travis
Pre-surgical infant orthopedics (PSIO) in treatment of cleft lip with or without cleft palate (CL/P) refers to treatment provided within weeks of birth, up to lip closure surgery at 3-6 months of age. Current research supports limited benefits of PSI
Externí odkaz:
http://hdl.handle.net/2429/58339
Autor:
Gibson, Travis E., Gerber, Georg K.
Publikováno v:
Proceedings of the 35th International Conference on Machine Learning, PMLR 80:1763-1772, 2018
Microbes are everywhere, including in and on our bodies, and have been shown to play key roles in a variety of prevalent human diseases. Consequently, there has been intense interest in the design of bacteriotherapies or "bugs as drugs," which are co
Externí odkaz:
http://arxiv.org/abs/1805.04591
Autor:
Gibson, Travis Eli
Thesis: Ph. D., Massachusetts Institute of Technology, Department of Mechanical Engineering, 2014.
Cataloged from PDF version of thesis.
Includes bibliographical references (pages 187-192).
One of the main features of adaptive systems
Cataloged from PDF version of thesis.
Includes bibliographical references (pages 187-192).
One of the main features of adaptive systems
Externí odkaz:
http://hdl.handle.net/1721.1/87974
Recently a distributed algorithm has been proposed for multi-agent networks to solve a system of linear algebraic equations, by assuming each agent only knows part of the system and is able to communicate with nearest neighbors to update their local
Externí odkaz:
http://arxiv.org/abs/1603.04154