Category Archives: Optimization

Combining AI and OR/MS for Better Trustworthy Decision Making

An interesting event “Bridge: AI+ORMS” will occur on February 25-26, 2025 as a part of the 39th Annual AAAI Conference on Artificial Intelligence in Philadelphia USA. “The goal of this bridge program is to unite AI and OR/MS practitioners and … Continue reading

Posted in Artificial Intelligence, Constraint Programming, Decision Making, Optimization | 1 Comment

Constraint Programming: MiniZinc Challenge Results

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Dantzig’s Story

“If I had known that the problems were not homework but were in fact two famous unsolved problems in statistics, I probably would not have thought positively, would have become discouraged, and would never have solved them.” George Dantzig The … Continue reading

Posted in Human Intelligence, Innovation, Most Influential, Optimization | Leave a comment

Decision Modeling and Fairness

Could we achieve fairness in our automatic decision-making? This question was actively discussed in the presentation “How to make optimal decisions (that are unfair, biased and non-objective)” given by Dr. Guido Tack in May of 2024. While Guido used the … Continue reading

Posted in Algortithms, Decision Intelligence, Decision Making, Fairness, Optimization | 1 Comment

How to Introduce Optimization

Prof. Warren B. Powell published a new book “A Modern Approach to Teaching an Introduction to Optimization“. He states: “Optimization should be the science of making the best decisions we can… The vast majority of optimization problems are used to make … Continue reading

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Solvers for Scheduling and Routing Problems

LocalSolver has been renamed to Hexaly which claims to be the world’s fastest optimization solver for Routing, Scheduling, and Packing problems. Link Check out also Timefold solver that handles the same problems and now inherited OptaPlanner after Red Hat announced … Continue reading

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Solving an Optimization Problem by Don Knuth

In 1960, the famed computer scientist Don Knuth wrote a technical paper in which he considered an integer programming model for minimizing memory access latency of an IBM 650. It included 51 variables and 43 constraints. Knuth ran Gomory’s algorithm on … Continue reading

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Focus on Decision-Making Under Uncertainty

Meinoff Sellmann, a well-known expert in Operation Research (OR), gives this advice: “No surfer has ever surfed a wave by paddling to a place where others are already surfing the tube. In 2024, generative AI is the latest fashion. And … Continue reading

Posted in Artificial Intelligence, Decision Making, Optimization, Uncertainty | Leave a comment

The seven levels of artificial intelligence by Warren B. Powell

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Posted in Artificial Intelligence, Business Analytics, Business Rules, Decision Optimization, Knowledge Representation, Machine Learning, Optimization | Leave a comment

Practical Applications, Use Cases, and Testing (DC2023 Notes Part 3)

As usual, DecisionCAMP included presentations devoted to practical applications and case studies of decision modeling and decision optimization. Testing rules-based decision services is extremely important topic in practical decision management especially in the modern CI/CD world. No wonder we had … Continue reading

Posted in Case Studies, Decision Modeling, Decision Optimization, DecisionCAMP, DevOps, Optimization, Testing | Leave a comment