23 Ağustos 2022 Salı

Lineer Programlama - Linear Programming - Min Max Değerleri Bulur

Giriş
Lineer programlama bir şeyin min veya max değerini bulmak için kullanılır. Min max ile de işler daha küçük parçalara ayrılarak load balancing yapılır. Linear Programlama halen geçerli bir şey. Açıklaması şöyle
Linear Programming is probably more useful than 50 years ago.

The software for solving linear programming problems has dramatically improved and more and more practical problems can be solved. Most of these practical problems are mixed integer linear programs (MILPs), but linear programming is integral to solving MILPs.

To support this statement, here a few indicators:

The airline industry heavily uses mathematical optimization for solving problems such as pairing optimization and crew scheduling. The same is true for public transport. The exitance of companies like Sabre and Optibus testifies to that.

The best way to find provenly optimal solutions to the traveling salesman problems is based on linear programming: https://www.math.uwaterloo.ca/tsp/concorde.html.

Companies that focus on mathematical optimization with linear programming at their core are thriving, for example Gurobi. Meanwhile, new competitor enter the market for mathematical optimization, specifically linear programming using the simplex algorithm, such as COPTMindOpt, and Huawei.

Google has increased interest in linear and integer programming, including having their own linear programming solver GLOP.

Amazon is looking for people with skills in linear optimization: https://www.amazon.jobs/de/jobs/1716646/research-scientist.
Data Science
Şeklen şöyle. Veri analisti olmak için Linear Programming bilmek gerekiyor.



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