Posts by Steve Sicherman
COMBINING MACHINE LEARNING AND MATHEMATICAL OPTIMIZATION – Part 5
Article five of five In our first article we identified four scenarios where Machine Learning can cooperate with Mathematical Optimization. Here we identify further reading of two notable resources that can help us learn more about this topic. We encourage practitioners to review these two articles. Machine learning for combinatorial optimization: A methodological tour d’horizon…
Read MoreCOMBINING MACHINE LEARNING AND MATHEMATICAL OPTIMIZATION – Part 4
Article four of five In our first article we identified four scenarios where Machine Learning can cooperate with Mathematical Optimization. In this article, we will consider Scenario D which is defined as follows: ML can be used to help MOPT solvers to perform better not only for finding solutions faster but for finding more good…
Read MoreCOMBINING MACHINE LEARNING AND MATHEMATICAL OPTIMIZATION – Part 3
Article three of five In our first article we identified four scenarios where Machine Learning can cooperate with Mathematical Optimization. In this article, we will consider Scenario A and present an example. Scenario A is defined as: ‘The output of ML is input to MOPT.’ This scenario is defined as: Machine learning algorithms calculate the…
Read MoreCOMBINING MACHINE LEARNING AND MATHEMATICAL OPTIMIZATION – Part 2
Article two of five Alkiviadis Vazacopoulos In our first article we identified four scenarios where Machine Learning can cooperate with Mathematical Optimization. In this article, we will consider Scenario D and present promising results from a real-world application. This scenario is defined as: ML can be used to help MOPT solvers to perform better not…
Read MoreCOMBINING MACHINE LEARNING AND MATHEMATICAL OPTIMIZATION – Part 1
Article one of five Python is a widely used high-level programming language for general-purpose programming, it is designed to be straightforward to implement. Apart from being open source programming language, Python is a great object-oriented, interpreted, and interactive programming language. It combines remarkable power with noticeably clear syntax. There are modules, classes, exceptions, very high-level…
Read MoreOPTIMIZE HEALTHCARE DELIVERY AND REDUCE COSTS WITH PRESCRIPTIVE ANALYTICS
Article by Sajan Kuttappa on the IBM Big Data and Analytics hub
Read MoreOPTIMIZATION GITHUB
A GitHub repository of models, samples, data sources and libraries for decision optimization from IBM
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Why prescriptive analytics and decision optimization are crucial
Read MoreOPTIMIZATION DIRECT AT INFORMS 2020 BUSINESS ANALYTICS CONFERENCE, DENVER CO, 26-28 APRIL, 2020
We are holding technology tutorials and workshops at INFORMS
Read MoreOPTIMIZATION DIRECT MARKET IBM DECISION OPTIMIZATION CENTER
IBM DOC V4.0 now available from Optimization Direct
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