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Category Archives: Decision Optimization
Success Stories of Decision Optimization
From lifesaving discoveries, to increased efficiencies, to billions in savings realized, Operations Research (OR) and Analytics are making significant impact every day by optimizing real-world decisions. See success stories described at the INFORMS website and IBM.
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Chaining Machine Learning and Optimization Models
In this article Nathan Brixius describes three relationships between optimization and machine learning: Optimization as a means for doing machine learning Machine learning as a means for doing optimization Using the results of machine learning as input data for an … Continue reading
Posted in Decision Optimization, Machine Learning
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Bringing Analytics to the Soccer Transfer Season
SAS posted an article that shares how they applied analytics to optimize players movements between clubs during the soccer transfer season. Every team needs to answer the ultimate question: “How should we allocate our transfer budget to maximize the benefit … Continue reading
2019 Survey of Software for Linear Programming
Prof. Robert Fourer, who will be our presenter at DecisionCAMP-2019, just published the results of the 2019 Linear Programming (LP) Survey. LP software can be very effectively used for Decision Optimization problems which deal with minimizing or maximizing business objectives subject … Continue reading
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Optimization and Machine Learning with Excel Online
Frontline Systems has released Analytic Solver® V2019, a SaaS (software as a service) cloud and desktop platform that offers Excel-savvy business analysts point-and-click tools to create predictive and prescriptive analytics models themselves, without needing expert data scientists or programmers. Both … Continue reading
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CP-2019 Workshop on Progress Towards the Holy Grail
In 1997 in the paper “In Pursuit of the Holy Grail” Prof. Gene Freuder proposed that Constraint Programming was well-positioned to pursue the Holy Grail of computer science: the user simply states the problem and the computer solves it. Twenty … Continue reading
Java Solver: Modeling and Solving Decision Optimization Problems
Dr. Jacob Feldman announced availability of a new open source product “Java Solver” that provides a very simple API for modeling and solving optimization problems in Java. This is probably the simplest API for adding optimization components to business decisioning … Continue reading
Similarity in Machine and Human Decision Making
In his new post “Artificial and Human Intelligence” Alain Chabrier from IBM describes decisions the members of his own family make while packing for vacation. In simple terms Alain nicely explains how we use 3 major Decision Management techniques (Rules, … Continue reading
Explaining Decision Optimization Recommendations
Explainability is a hot topic. Decision models are used to trigger recommendations such as “accept” or “refuse” a loan, but they also need to explain WHY they recommended certain decisions. Alain Chabrier from IBM DecisionOptimization team uses Portfolion Allocation problem … Continue reading
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Modeling and Solving Scheduling Problems with CP Optimizer
The Resource-Constrained Project Scheduling Problem (RCPSP) is a classical problem among the myriad scheduling problems studied both in academia and in industry. Philippe Laborie, a principal scientist at IBM, describes how it can easily be modeled and efficiently solved using … Continue reading
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