Dynamical, Symplectic and Stochastic Perspectives on Gradient-Based Optimization Michael I. Jordan University of California, Berkeley March 3, 2018

Source URL: eta.impa.br

• Numerical analysis
• Dynamical systems
• Classical mechanics
• Hamiltonian mechanics
• Symplectic integrator
• Mathematical optimization
• Gradient descent
• Leapfrog integration
• Bregman Lagrangian
• Lagrangian mechanics
• Bregman divergence

ECEFallSyllabus Robust and Stochastic Optimization

Source URL: bitar.engineering.cornell.edu

EE266 and MS&E251: Introduction About the course Optimization Dynamical systems Stochastic control

Source URL: ee266.stanford.edu

Stochastic Maximum Likelihood Optimization via Hypernetworks Abdul-Saboor Sheikh, Kashif Rasul, Andreas Merentitis & Urs Bergmann {saboor.sheikh, kashif.rasul, urs.bergmann}@zalando.de

Source URL: bayesiandeeplearning.org

Scenario generation for stochastic optimization problems via the sparse grid method ∗ Michael Chen† Sanjay Mehrotra‡

Source URL: users.iems.northwestern.edu

Applied Stochastic Models in Business and Industry, a special issue on Energy Networks and Stochastic Optimization Call for Abstracts The official journal of the International Society for Business and Industrial Statist

Source URL: www.isbis-isi.org

University of Cologne Faculty of Management, Economics and Social Sciences Stochastic Optimization with Applications to Electricity Systems with Intermittent Wind and Solar

Source URL: et-cc.uni-koeln.de

Energy Routing on the Future Grid: A Stochastic Network Optimization Approach Marjan Baghaie, Scott Moeller, Bhaskar Krishnamachari Department of Electrical Engineering University of Southern California, Los Angeles, 900

Source URL: anrg.usc.edu

NESTED BATCH MODE LEARNING AND STOCHASTIC OPTIMIZATION WITH AN APPLICATION TO SEQUENTIAL MULTI-STAGE TESTING IN MATERIALS SCIENCE ∗ YINGFEI WANG† , KRISTOFER G. REYES‡ , KEITH A. BROWN§ , CHAD A. MIRKIN§ , AND WA

Source URL: optimallearning.princeton.edu

Computational Optimization and Applications manuscript No. (will be inserted by the editor) Parallel distributed-memory simplex for large-scale stochastic LP problems Miles Lubin · J. A. Julian Hall ·

Source URL: mlubin.github.io