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Lecture 1: 2 books: • R. Poli et al, A Field Guide to Genetic Programming • S. Luke, Essentials of Metaheuristics ECJ: Download from http://cs.gmu.edu/~eclab/projects/ecj/

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Page 1: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a

Lecture 1: 2 books:

• R. Poli et al, A Field Guide to Genetic Programming • S. Luke, Essentials of Metaheuristics

ECJ: Download from http://cs.gmu.edu/~eclab/projects/ecj/

Page 2: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 3: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 4: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 5: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 6: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 7: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 8: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 9: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 10: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 11: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 12: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 13: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 14: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 15: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a

Lecture 2:

Page 16: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 17: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a

Consequence: Usual problems of accessing memory that is not there – crash!

Page 18: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 19: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 20: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 21: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 22: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 23: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 24: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 25: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a

Lecture 3:

Page 26: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 27: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 28: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 29: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 30: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 31: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a

Lecture 4:

Page 32: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 33: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 34: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 35: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 36: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 37: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 38: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 39: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a

Spaceships, Guns

Page 40: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 41: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 42: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a

Rule 30, Rule 110

Page 43: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a

…………………………………………………

Page 44: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 45: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a

Lecture 5:

Page 46: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 47: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 48: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 49: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 50: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 51: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 52: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a
Page 53: Lecture 1: 2 books: R. Poli et al, A Field Guide to ...bm4/BIC/recap/Michael_Lectures.pdf · Koza Tree-Based GP ... Nodes are sampled from a function set Leaves are samp ed from a

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