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Dynamical Systems Approach to Outlier Robust Deep Neural Networks for Regression
- Source :
- SIAM Journal on Applied Dynamical Systems. 19:2567-2593
- Publication Year :
- 2020
- Publisher :
- Society for Industrial & Applied Mathematics (SIAM), 2020.
-
Abstract
- We study the dynamics and equilibria induced by training an artificial neural network for regression based on the gradient conjugate prior (GCP) updates. We show that contaminating the training dat...
- Subjects :
- inorganic chemicals
Physics::General Physics
Kullback–Leibler divergence
Artificial neural network
Dynamical systems theory
business.industry
Computer science
education
Computer Science::Neural and Evolutionary Computation
Pattern recognition
Conjugate prior
Regression
Student's t-distribution
Modeling and Simulation
biological sciences
Outlier
Artificial intelligence
Uncertainty quantification
business
Analysis
Subjects
Details
- ISSN :
- 15360040
- Volume :
- 19
- Database :
- OpenAIRE
- Journal :
- SIAM Journal on Applied Dynamical Systems
- Accession number :
- edsair.doi...........2c460ab6ffc2daf8526b73fea775dd9e