The Conference for Machine Learning Innovation

Nature inspired optimization algorithms / Algorithm-based Staffing with Ant Colony Optimization

Session
Join the ML Revolution!
Until June 2
✓ Save up to 226€
✓ Group discount
✓ Special discount for freelancers
Register Now
Join the ML Revolution!
Until June 2
✓ Save up to 226€
✓ Group discount
✓ Special discount for freelancers
Register Now
Thank you for attending!
Register Now
Thank you for attending!
Register Now
Join the ML Revolution!
Register until conference starts:
✓ 2 in 1 conference special
✓ 10 % Team Discount
Register Now
Join the ML Revolution!
Register until conference starts:
✓ 2 in 1 conference special
✓ 10 % Team Discount
Register Now
Infos
Tuesday, June 28 2022
14:30 - 15:15

Optimization algorithms can be used to solve complex optimization problems. These are problems where there are too many options to calculate the score for each solution. For instance, this is the case if we try to automatically staff projects and the team score ought to reflect interdependencies between team members.
Genetic algorithms and ant colony optimization are very intuitive optimization algorithms that are inspired by nature. Genetic algorithms are based on natural selection, and the ant colony optimization is based on the behavior of ants: they communicate using pheromone to find the shortest path to food sources.
In this talk, I will provide a gentle introduction to genetic algorithms and ant colony optimization with a focus on the application of the ant colony optimization algorithm to solve an algorithm-based staffing task.

Take me to the full program of Zum vollständigen Programm von Munich Munich .

This Session belongs to the Diese Session gehört zum Programm vom MunichMunich program. Take me to the program of . Hier geht es zum Programm von Singapore Singapore .

This Session belongs to the Diese Session gehört zum Programm vom MunichMunich program. Take me to the program of . Hier geht es zum Programm von Berlin Berlin .

This Session Diese Session belongs to the gehört zum Programm von MunichMunich program. Take me to the current program of . Hier geht es zum aktuellen Programm von Munich Munich , Singapore Singapore or oder Berlin Berlin .

Behind the Tracks