Lec 13 : Introduction on Stochastic Optimization
Course URL: https://swayam.gov.in/nd1_noc19_ch18/preview Prof. S.K.Mazumder Dept. of Chemical Engineering IIT Guwahati.
NPTEL IIT Guwahati
Stochastic Geometry for Wireless Networks Modeling, Analysis, and Optimization - Marco di Renzo
Tutorial: Stochastic Geometry for Wireless Networks Modeling, Analysis, and Optimization by Dr Marco di Renzo (CNRS - FR) during the 2st PAINLESS Summer ...
PAINLESS ITN
Solving Simple Stochastic Optimization Problems with Gurobi
The importance of incorporating uncertainty into optimization problems has always been known; however, both the theory and software were not up to the ...
Gurobi Optimization
Stochastic Programming Approach to Optimization Under Uncertainty (Part 1)
Alex Shapiro (Georgia Tech) https://simons.berkeley.edu/talks/tbd-186 Theory of Reinforcement Learning Boot Camp.
Simons Institute
Introduction to Two-Stage Stochastic Optimization (Conceptual)
Enjoyed this content? Want to help support my channel? You can buy me a coffee: https://www.buymeacoffee.com/tallysyunes When the uncertainty in your ...
Tallys Yunes
When Uncertainty Matters: Stochastic Programming for Inventory Model with Python - PyCon SG 2019
Speaker: Novia Listiyani, Data Scientist Difference between selling price and cost price really matters – especially in retail industry. In fact, the ability to exploit ...
PyCon SG
Tutorial #7 Stochastic Models in OR
Problem 1: During month t, a firm faces a demand for d_t units of a product. The firm's production cost during month t consists of two components. First, for each ...
Krye Kuzhinieri
Deterministic vs. Stochastic Optimization (DSO)
This is our discussion for when and how to approach problems where different aspects of said problem could face a lot of errors or unknowns! Personal Website: ...
Engineering Demystified
Introduction to Stochastic Models
Introduction to Stochastic Models.
CDEEP - IIT Bombay
Lab 5 (Introduction to stochastic models) pt 1
Kevin Shoemaker
The Importance of Better Models in Stochastic Optimization...
John Duchi (Stanford University) https://simons.berkeley.edu/talks/tbd-28 Robust and High-Dimensional Statistics.
Simons Institute
First-Order Stochastic Optimization
Rachel Ward, University of Texas at Austin https://simons.berkeley.edu/talks/clone-intro-his-foundations-data-science-book-ii-1 Foundations of Data Science ...
Simons Institute
Optimize Inventory with Stochastic Simulation and Genetic Algorithm
This is a video on how we can use Stochastic simulation with Genetic Algorithm to optimize our inventory levels on Python. Highly useful in FMCG, Pharma, ...
Hemanth Boddapu
Two-Stage Stochastic Optimization in Excel: An Airline Yield Management Example
Enjoyed this content? Want to help support my channel? You can buy me a coffee: https://www.buymeacoffee.com/tallysyunes Before watching this video, ...
Tallys Yunes
JuMP-dev 2018 | Stochastic Programming for Hydropower Operations | Martin Biel
Original title: Stochastic Programming for Hydropower Operations: Modeling and Algorithms The aim of this talk is to present three JuMP related Julia packages ...
The Julia Programming Language
Continuous time Stochastic Control and Optimization with Financial Applications Stochastic Modelling
Chelsea Benedetto
Task-based End-to-end Model Learning in Stochastic Optimization
Paper (at NIPS 2017): https://arxiv.org/abs/1703.04529 Priya L. Donti, Brandon Amos, and J. Zico Kolter Contact: pdonti [at] cs [dot] cmu [dot] edu ABSTRACT: ...
CMU Locus Lab
On Gradient-Based Optimization: Accelerated, Stochastic and Nonconvex
Many new theoretical challenges have arisen in the area of gradient-based optimization for large-scale statistical data analysis, driven by the needs of ...
Microsoft Research
Robust Optimization for Multiple Response Using Stochastic Model
Due to a lot of uncertainties in the robust optimization process, especially in multiple response problems, many random factors can cast doubt on results.
Uncertainties 2020
2.2.1. Recall the main properties of deterministic and stochastic models
Smart Math
Stochastic Model
Ahmad Ammar
evalue stochastic model
Much like a satnav calculates an optimum journey, our forecasting model allows for the uncertainties of life. Unlike the deterministic approach (from A to B with ...
AdvisaCenta
[DeepBayes2018]: Day 2, lecture 1. Introduction to stochastic optimization
Speaker: Anton Rodomanov.
BayesGroup.ru
05-3 Inverse modeling: stochastic optimization
Stochastic optimization for inverse methods with geological priors.
Jef Caers
01 - An Introduction to Stochastic Optimisation
This is the first in a series of informal presentations by members of our Stochastic Optimisation study group. Slides are available here: ...
MantonLab
Stochastic and Deterministic Model |
StudyHour =========================================== Watch "Optimization Techniques" on YouTube ...
SukantaNayak edu
Lecture 18 Stochastic Modeling pt 2
Jordan Kern
Two-Stage Stochastic LP Formulation: A Farming Example
Sergiy Butenko
Approximation Algorithms for Discrete Stochastic Optimization Problems
We will survey recent work in the design of approximation algorithms for several discrete stochastic optimization problems, with a particular focus on 2-stage ...
Microsoft Research
Large-scale stochastic PDE-constrained optimization - Prof. Omar Ghattas
We caught up with Prof. Omar Ghattas to take a look at optimization problems governed by PDEs with infinite-dimensional random parameter fields.
WebsEdge Science
How Stochastic Optimization Keeps the Air Force Flying (Probably)
Presented by Jack Muckstadt, Acheson/Laibe Professor Emeritus of Business Management and Leadership. This presentation was part of a symposium ...
Cornell ORIE
Basic Course on Stochastic Programming - Class 01
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
Basic Course on Stochastic Programming - Class 13
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
Two-Stage Stochastic Optimization in Excel: A Hotel Booking Example
Enjoyed this content? Want to help support my channel? You can buy me a coffee: https://www.buymeacoffee.com/tallysyunes Before watching this video, ...
Tallys Yunes
STOCHASTIC MODEL & INVENTORY MANAGEMENT
This video is about stochastic model, problems and inevntory management (Recorded with https://screencast-o-matic.com)
SHALINI P
On momentum methods and acceleration in stochastic optimization
It is well known that momentum gradient methods (e.g., Polyak's heavy ball, Nesterov's acceleration) yield significant improvements over vanilla gradient descent ...
Microsoft Research
15. Factor Modeling
MIT 18.S096 Topics in Mathematics with Applications in Finance, Fall 2013 View the complete course: http://ocw.mit.edu/18-S096F13 Instructor: Peter ...
MIT OpenCourseWare
Approximation Algorithms for Stochastic Optimization II
Kamesh Munagala, Duke University https://simons.berkeley.edu/talks/kamesh-munagala-08-22-2016-2 Algorithms and Uncertainty Boot Camp.
Simons Institute
Stochastic Programming Approach to Optimization Under Uncertainty (Part 2)
Alex Shapiro (Georgia Tech) https://simons.berkeley.edu/talks/tbd-190 Theory of Reinforcement Learning Boot Camp.
Simons Institute
Stochastic Optimization part II
In this video you can see a quick example of Stochastic Linear programming at work and find out how Risk Solver Platform handles these problem types.
FrontlineSolvers
6. Monte Carlo Simulation
MIT 6.0002 Introduction to Computational Thinking and Data Science, Fall 2016 View the complete course: http://ocw.mit.edu/6-0002F16 Instructor: John Guttag ...
MIT OpenCourseWare
Stochastic modeling helps forecast drought's impact
Lower Colorado River Authority (LCRA)
