Evolutionary Computation and Artificial Life (202-1-5171)

אלגוריתמים אבלוציוניים וחיים מלאכותיים

Semester B, 2008-2009

Lecturer: Prof. Moshe Sipper

Teaching Assistant: Kfir Wolfson

Announcements
Aug 2: Exam material includes everything covered in class and homework assignments. Material covered in neither of these is excluded.
Jul 28: Final assignment average published
Jul 26: Assignment 4 grades updated
Jul 23: Assignment 5 grades now online
Jul 23: Assignment 4 grades now online
Jul 9: Assignment 3 grades updated
Jul 5: Assignment 3 grades now online
Jul 3: Assignment 2 grades updated
Jun 24: Assignment 5 now online. This assignment is optional. Those who do it get a 2-point bonus.
Jun 9: Assignment 4 now online
Jun 9: Assignment 3: deadline extended to Jun 16 + hints published
Jun 1: Assignment 2 grades now online
May 20: Assignment 3 now online
May 9: Assignment 1 grades updated
May 7: Assignment 1 grades now online
May 4: Late-submission policy for assignment 1: 10 points off per day, max 2 days late.
No late submission on future assignments.
May 3: Assignment 2 now online
Apr. 19: Wednesday 22.4 lesson moved (due to graduate studies open day) to Sunday 19.4, 14-16, 32/209.
Apr. 17: Assignment 1 now online
Apr. 16: On Thursday, 16.4, Wednesday classes will be held. The first lesson will thus be held on 16.4.
Apr. 16: Beginning of Semester B.

Course Syllabus

bio-inspired computing, evolutionary algorithms, genetic algorithms, genetic programming, artificial life, cellular automata, cellular computing, self-replication, artificial neural networks.

Some reports in the popular press

Administrative Details

Bibliography

Primary:

Also:


Assignments
Read the instructions!
 
Ex   Due   Grades   Hall of Fame  
 1  May 3       Jonathan Bord, Elad Iwanir,   Carmel Karni, Tal Ron
 2  May 24       Ronit Grinzaig, Roee Ben-Halevi,   Tomer Shiri, Or Caspi
 3  Jun 16       Itamar Azoulai, Nathan Grunzwieg,   Tomer Shiri, Or Caspi,   Jonathan Bord, Elad Iwanir
 4  Jul 5       Carmel Karni, Tal RonRonit Grinzaig, Roee Ben-Halevi,   Eduard Kogan, Yoav Shichel
 5  Jul 19       Carmel Karni, Tal Ron

final assignment average

Lessons
Topic    Link(s)
Intro. Evolutionary Computation     Introduction.ppt
Evolutionary Algorithms     What_is_an_EA.ppt
Genetic Algorithms     Genetic_Algorithms.ppt
Evolution Strategies     Evolution_strategies.ppt
How to Work with EAs     Working_with_EAs.ppt
Parameter Control     Parameter_control.ppt
GA Theory     Theory.ppt, Holland's Schema Theorem, Exact Schema Theorem
Intro. Genetic Programming     Genetic_programming.ppt, gecco2003tutorial.pdf, c2003lecture1modified.ppt, burke2003tutorial.pdf
GP Examples     Evolution of Emergent Cooperative Behavior, Genetic_programming.ppt
Bloat, Some GP Theory     Poli's GECCO tutorial (see Field Guide, Ch. 11)
Advanced GP     ADFs, Varieties of GP, Architecture-Altering Operations
Excerpts from Koza's DVD    
Coevolving Solutions to the SCS Problem     ecal-puzzle.ppt
Coevolving Sorting Networks     lec13.ppt, [on competitive coevolution: tutorial.floreano.ppt]
Adversarial Search     Game Playing: Adversarial Search
Evolving Game-Playing Strategies     Attaining Human-Competitive Game-Playing with Genetic Programming, GP-Robocode, GP-RARS
Fuzzy Systems     fuzzy_lecon1_part2.pdf, (ynet link on fuzzy systems)
(Co)Evolving Fuzzy Systems     lecon2.pdf
Multimodal Problems and Spatial Distribution     Multi.ppt
Hybrid Evolutionary Algorithms     Memetic_Algorithms.ppt
Artificial Neural Networks     Perceptrons & Backpropagation, Self-Organizing Feature Maps (also here and here), Evolving Artificial Neural Networks
Evolving Efficient List Search Algorithms     evo-search.ppt
Evolving Boundary Detectors     BoundaryDetection.pdf


Special Talks by Prof. Natalio Krasnogor
Topic    Link(s)
June 24: An Evolutionary Algorithms Approach to Guide the Evolution of Self-Organised Nano-structured Systems     natalio's slides
June 30: Evolutionary design of the energy function for protein structure prediction     natalio's slides
July 1: Memetic Algorithms     natalio's slides