Leading Developments from INFORMS Communities / VOLUME EDITORS: Rajan Batta and Jiming Peng.

Format:

Book

Contributor:

Batta, Rajan, editor.

Peng, Jiming, editor.

Institute for Operations Research and the Management Sciences, contributor, issuing body.

Series:

TutORials in Operations Research ; 2017.

Language:

English

Subjects (All):

Deep learning (Machine learning).

Physical Description:

1 online resource

Place of Publication:

Hanover, Md : INFORMS, 2017.

Summary:

We are delighted to bring forth this volume of TutORials highlighting selective recent exciting developments from many Informs communities to address critical challenges from various applications. We believe this compilation of contributions by experts from these topics will be a good representation of the current and emerging trends in OR/MS. We provide brief summaries of the chapters under sub-themes of the compilation.

Contents:

Foreword

Preface

Acknowledgments

An Introduction to Two-Stage Stochastic Mixed-Integer Programming

Simge Küçükyavuz, Suvrajeet Sen

Easy Affine Markov Decision Processes: Properties and Applications

Jie Ning

Introduction to Disaggregate Demand Models

Michel Bierlaire, Virginie Lurkin

Markov Decision Processes, AlphaGo, and Monte Carlo Tree Search: Back to the Future

Michael C. Fu

Optimization Methods for Supervised Machine Learning: From Linear Models to Deep Learning

Frank E. Curtis, Katya Scheinberg

Metabolic Networks and Modern Research Problems in Operations Research

J. Paul Brooks, Allen Holder

Operations Research Approaches for Building Demand Response in a Smart Grid

Miguel F. Anjos, Juan A. Gómez

Quantitative Imaging System for Cancer Diagnosis and Treatment Planning: An Interdisciplinary Approach

Teresa Wu, Nathan Gaw, Yanzhe Xu, Jing Li, Lujia Wang, Yinlin Fu, Alvin Silva, Christine Zwart, Mitesh Borad, Thomas DeLeon, Bhavika Patel

Competition in Multi-Echelon Systems

Awi Federgruen, Ming Hu

Dynamic Ridesharing

Fernando Ordóñez, Maged M. Dessouky

Location Models for Emergency Service Applications

Vladimir Marianov

Humanitarian Logistics

Bahar Yetis Kara, Sinem Savaşer

Contributing Authors.

Notes:

Presented at the INFORMS Annual Meeting, October 22–25, 2017

Description based on publisher supplied metadata and other sources.

ISBN:

978-0-9906153-0-9