PPT-CS B553: Algorithms for Optimization and Learning

Gradient descent Key Concepts Gradient descent Line search Convergence rates depend on scaling Variants discrete analogues coordinate descent Random restarts Gradient direction is orthogonal to the level sets contours of f. Regrets and . Kidneys. Intro to Online Stochastic Optimization. Data revealed over time. Distribution . of future events is known. Under time constraints. Limits amount of . sampling/simulation. Solve these problems with two black boxes:. Combinatorial and Graph Algorithms. Welcome!. CS5234 Overview. Combinatorial & Graph Algorithms. http://. www.comp.nus.edu.sg/~cs5234/. Instructor: . Seth Gilbert. Office: . COM2-204. Office hours: . Gradient descent. Key Concepts. Gradient descent. Line search. Convergence rates depend on scaling. Variants: discrete analogues, coordinate descent. Random restarts. Gradient direction . is orthogonal to the level sets (contours) of f,. : Algorithms . for Optimization and Learning. Global optimization. 1. Agenda: . Global Optimization. Local search, optimization. Branch and bound search. Online . search. 3. Global . Optimization. min . for Geometry Processing. Justin Solomon. Princeton University. David . Bommes. RWTH Aachen University. This Morning’s Focus. Optimization.. Synonym(-. ish. ):. . Variational. methods.. This Morning’s Focus. Linear programming, quadratic programming, sequential quadratic programming. Key ideas. Linear programming. Simplex method. Mixed-integer linear programming. Quadratic programming. Applications. Radiosurgery. Learning. Structure . Learning. Agenda. Learning probability distributions from . example data. To what extent can Bayes net structure be learned?. Constraint methods (inferring conditional independence). Kai Liu. Purdue University. 1. Andrés Tovar. Indiana Univ. - Purdue Univ. Indianapolis. Emily NutWell. Honda R&D Americas. Duane Detwiler. Honda R&D Americas. Systematic Design Optimization Approach . Classification of algorithms. The DIRECT algorithm. Divided rectangles. Exploration and Exploitation as bi-objective optimization. Application to High Speed Civil Transport. Global optimization issues. 10 Bat Algorithms Xin-She Yang, Nature-Inspired Optimization Algorithms, Elsevier, 2014 The bat algorithm (BA) is a bio-inspired algorithm developed by Xin-She Yang in 2010. 10.1 Echolocation of Bats . SYFTET. Göteborgs universitet ska skapa en modern, lättanvänd och . effektiv webbmiljö med fokus på användarnas förväntningar.. 1. ETT UNIVERSITET – EN GEMENSAM WEBB. Innehåll som är intressant för de prioriterade målgrupperna samlas på ett ställe till exempel:. J ZicoKolterRecent Advances in Algorithms for Energy DisaggregationThe GoalDetermine breakdown of power given wholehome consumption eg from smart meterTotal PowerJ ZicoKolterRecent Advances in Algorit The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand Michael Kantor. CEO and Founder . Promotion Optimization Institute (POI). First Name. Last Name. Company. Title. Denny. Belcastro. Kimberly-Clark. VP Industry Affairs. Pam. Brown. Del Monte. Director, IT Governance & PMO.