Premysl Sucha (CTU in Prague) | April 9 | Machine Learning Inside Decomposition of Scheduling Problems

Dear scheduling researcher, We are delighted to announce the talk given by Premysl Sucha (CTU in Prague). The title is "Machine Learning Inside Decomposition of Scheduling Problems". The seminar will take place on Zoom on Wednesday, April 9 at 13:00 UTC. Join Zoom Meeting https://cesnet.zoom.us/j/93077786062?pwd=Cj5lSGL0PI5el3qj3nBkbTXMh3ZTKc.1 Meeting ID: 930 7778 6062 Passcode: 851384 You can follow the seminar online or offline on our Youtube channel as well: https://www.youtube.com/channel/UCUoCNnaAfw5NAntItILFn4A The abstract follows. Problem decomposition refers to general techniques for efficiently solving large instances. The fact that decomposition splits the problem into smaller subproblems and then combines their solutions into a solution to the original problem opens up many possibilities for applying machine learning. There are two main advantages why it is suitable. The first is that the subproblems are solved repeatedly/recursively, so similar instances are solved multiple times. The second is that the subproblems are smaller and thus easier to combine with machine learning. In this talk, we show two successful applications of machine learning to speed up scheduling algorithms based on decomposition techniques, namely branch and price and Lawler's decomposition. The talk by Christian Blum (IIIA-CSIC) planed on March 26 is cancelled due to personal reasons of the speaker. Nevertheless, the next talk in our series will be: Christian Blum (IIIA-CSIC) | April 23 | CMSA: A Hybrid Metaheuristic for Combinatorial Optimization For more details, please visit https://schedulingseminar.com/ With kind regards Zdenek Hanzalek, Michael Pinedo and Guohua Wan -- Zdenek Hanzalek Industrial Informatics Department, Czech Institute of Informatics, Robotics and Cybernetics, Czech Technical University in Prague, Jugoslavskych partyzanu 1580/3, 160 00 Prague 6, Czech Republic https://rtime.ciirc.cvut.cz/~hanzalek/
participants (1)
-
Zdenek Hanzalek