Automated Algorithm Selection in Optimization and Machine Learning

Name: Automated Algorithm Selection in Optimization and Machine Learning
Start: 2023-10-05T09:30:00+02:00
End: 2023-10-06T11:30:00+02:00
Location: Sala Riunioni - DMIF, Università degli Studi di Udine

Abstract

According to the No Free Lunch Theorem, we cannot expect a single method to perform well on every optimization problem instance or machine learning dataset. The Algorithm Selection Problem addresses how to determine which available algorithm is most appropriate for a particular instance or dataset. This course introduces key concepts in algorithm selection for optimization, explores automated machine learning, and discusses applications and recent advances in automated algorithm selection.

Date

5 Oct 2023 9:30 AM — 6 Oct 2023 11:30 AM

Event

Seminar by Nysret Musliu

Location

Sala Riunioni - DMIF, Università degli Studi di Udine

Udine, UD

Nysret Musliu is with the Christian Doppler Laboratory for AI and Optimization in Planning and Scheduling at the Institute of Logic and Computation, Technische Universität Wien, Austria.

The course is organized in three sessions:

5 October 2023, 9:30-12:30
5 October 2023, 14:00-17:00
6 October 2023, 9:30-11:30

Algorithm Selection Machine Learning Optimization

Automated Algorithm Selection in Optimization and Machine Learning

Abstract

Andrea Schaerf

Full Professor of Information Technology