The Elements Of Joint Learning And Optimization In Operations Management PDF Download
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Author | : Xi Chen |
Publisher | : Springer Nature |
Total Pages | : 444 |
Release | : 2022-09-20 |
Genre | : Business & Economics |
ISBN | : 3031019261 |
Download The Elements of Joint Learning and Optimization in Operations Management Book in PDF, ePub and Kindle
This book examines recent developments in Operations Management, and focuses on four major application areas: dynamic pricing, assortment optimization, supply chain and inventory management, and healthcare operations. Data-driven optimization in which real-time input of data is being used to simultaneously learn the (true) underlying model of a system and optimize its performance, is becoming increasingly important in the last few years, especially with the rise of Big Data.
Author | : Giuseppe Nicosia |
Publisher | : Springer Nature |
Total Pages | : 701 |
Release | : 2021-01-06 |
Genre | : Computers |
ISBN | : 3030645800 |
Download Machine Learning, Optimization, and Data Science Book in PDF, ePub and Kindle
This two-volume set, LNCS 12565 and 12566, constitutes the refereed proceedings of the 6th International Conference on Machine Learning, Optimization, and Data Science, LOD 2020, held in Siena, Italy, in July 2020. The total of 116 full papers presented in this two-volume post-conference proceedings set was carefully reviewed and selected from 209 submissions. These research articles were written by leading scientists in the fields of machine learning, artificial intelligence, reinforcement learning, computational optimization, and data science presenting a substantial array of ideas, technologies, algorithms, methods, and applications.
Author | : Ronald L. Rardin |
Publisher | : Prentice Hall |
Total Pages | : 936 |
Release | : 2014-01-01 |
Genre | : Mathematical optimization |
ISBN | : 9780132858113 |
Download Optimization in Operations Research Book in PDF, ePub and Kindle
For first courses in operations research, operations management Optimization in Operations Research, Second Edition covers a broad range of optimization techniques, including linear programming, network flows, integer/combinational optimization, and nonlinear programming. This dynamic text emphasizes the importance of modeling and problem formulation andhow to apply algorithms to real-world problems to arrive at optimal solutions. Use a program that presents a better teaching and learning experience-for you and your students. Prepare students for real-world problems: Students learn how to apply algorithms to problems that get them ready for their field. Use strong pedagogy tools to teach: Key concepts are easy to follow with the text's clear and continually reinforced learning path. Enjoy the text's flexibility: The text features varying amounts of coverage, so that instructors can choose how in-depth they want to go into different topics.
Author | : Stephen Boyd |
Publisher | : Now Publishers Inc |
Total Pages | : 138 |
Release | : 2011 |
Genre | : Computers |
ISBN | : 160198460X |
Download Distributed Optimization and Statistical Learning Via the Alternating Direction Method of Multipliers Book in PDF, ePub and Kindle
Surveys the theory and history of the alternating direction method of multipliers, and discusses its applications to a wide variety of statistical and machine learning problems of recent interest, including the lasso, sparse logistic regression, basis pursuit, covariance selection, support vector machines, and many others.
Author | : Bibhas Chakraborty |
Publisher | : Springer Science & Business Media |
Total Pages | : 220 |
Release | : 2013-07-23 |
Genre | : Medical |
ISBN | : 1461474280 |
Download Statistical Methods for Dynamic Treatment Regimes Book in PDF, ePub and Kindle
Statistical Methods for Dynamic Treatment Regimes shares state of the art of statistical methods developed to address questions of estimation and inference for dynamic treatment regimes, a branch of personalized medicine. This volume demonstrates these methods with their conceptual underpinnings and illustration through analysis of real and simulated data. These methods are immediately applicable to the practice of personalized medicine, which is a medical paradigm that emphasizes the systematic use of individual patient information to optimize patient health care. This is the first single source to provide an overview of methodology and results gathered from journals, proceedings, and technical reports with the goal of orienting researchers to the field. The first chapter establishes context for the statistical reader in the landscape of personalized medicine. Readers need only have familiarity with elementary calculus, linear algebra, and basic large-sample theory to use this text. Throughout the text, authors direct readers to available code or packages in different statistical languages to facilitate implementation. In cases where code does not already exist, the authors provide analytic approaches in sufficient detail that any researcher with knowledge of statistical programming could implement the methods from scratch. This will be an important volume for a wide range of researchers, including statisticians, epidemiologists, medical researchers, and machine learning researchers interested in medical applications. Advanced graduate students in statistics and biostatistics will also find material in Statistical Methods for Dynamic Treatment Regimes to be a critical part of their studies.
Author | : Stephen P. Boyd |
Publisher | : Cambridge University Press |
Total Pages | : 744 |
Release | : 2004-03-08 |
Genre | : Business & Economics |
ISBN | : 9780521833783 |
Download Convex Optimization Book in PDF, ePub and Kindle
Convex optimization problems arise frequently in many different fields. This book provides a comprehensive introduction to the subject, and shows in detail how such problems can be solved numerically with great efficiency. The book begins with the basic elements of convex sets and functions, and then describes various classes of convex optimization problems. Duality and approximation techniques are then covered, as are statistical estimation techniques. Various geometrical problems are then presented, and there is detailed discussion of unconstrained and constrained minimization problems, and interior-point methods. The focus of the book is on recognizing convex optimization problems and then finding the most appropriate technique for solving them. It contains many worked examples and homework exercises and will appeal to students, researchers and practitioners in fields such as engineering, computer science, mathematics, statistics, finance and economics.
Author | : Peter C. Cramton |
Publisher | : MIT Press (MA) |
Total Pages | : 678 |
Release | : 2006 |
Genre | : Business & Economics |
ISBN | : |
Download Combinatorial Auctions Book in PDF, ePub and Kindle
A synthesis of theoretical and practical research on combinatorial auctions from the perspectives of economics, operations research, and computer science.
Author | : Gerard Cornuejols |
Publisher | : Cambridge University Press |
Total Pages | : 358 |
Release | : 2006-12-21 |
Genre | : Mathematics |
ISBN | : 9780521861700 |
Download Optimization Methods in Finance Book in PDF, ePub and Kindle
Optimization models play an increasingly important role in financial decisions. This is the first textbook devoted to explaining how recent advances in optimization models, methods and software can be applied to solve problems in computational finance more efficiently and accurately. Chapters discussing the theory and efficient solution methods for all major classes of optimization problems alternate with chapters illustrating their use in modeling problems of mathematical finance. The reader is guided through topics such as volatility estimation, portfolio optimization problems and constructing an index fund, using techniques such as nonlinear optimization models, quadratic programming formulations and integer programming models respectively. The book is based on Master's courses in financial engineering and comes with worked examples, exercises and case studies. It will be welcomed by applied mathematicians, operational researchers and others who work in mathematical and computational finance and who are seeking a text for self-learning or for use with courses.
Author | : |
Publisher | : |
Total Pages | : 200 |
Release | : 1991 |
Genre | : Aeronautics |
ISBN | : |
Download Joint University Program for Air Transportation Research, 1990-1991 Book in PDF, ePub and Kindle
Author | : Jamshid Gharajedaghi |
Publisher | : Elsevier |
Total Pages | : 374 |
Release | : 2011-08-09 |
Genre | : Computers |
ISBN | : 0123859166 |
Download Systems Thinking Book in PDF, ePub and Kindle
Systems Thinking, Third Edition combines systems theory and interactive design to provide an operational methodology for defining problems and designing solutions in an environment increasingly characterized by chaos and complexity. This new edition has been updated to include all new chapters on self-organizing systems as well as holistic, operational, and design thinking. The book covers recent crises in financial systems and job markets, the housing bubble, and environment, assessing their impact on systems thinking. A companion website is available at interactdesign.com. This volume is ideal for senior executives as well as for chief information/operating officers and other executives charged with systems management and process improvement. It may also be a helpful resource for IT/MBA students and academics. Four NEW chapters on self-organizing systems, holistic thinking, operational thinking, and design thinking Covers the recent crises in financial systems and job markets globally, the housing bubble, and the environment, assessing their impact on systems thinking Companion website to accompany the book is available at interactdesign.com