%0 Conference Paper %1 Hao:2006:ASPGP %A Hoang, Tuan-Hao %A Essam, Daryl %A McKay, R. I. %A Nguyen, Xuan Hoai %B Proceedings of the Third Asian-Pacific workshop on Genetic Programming %C Military Technical Academy, Hanoi, VietNam %D 2006 %E Pham, The Long %E Le, Hai Khoi %E Nguyen, Xuan Hoai %K algorithms, genetic programming %P 86--97 %T Developmental evaluation in genetic programming: A TAG-based framework %U http://www.cs.bham.ac.uk/~wbl/biblio/aspgp06/haodtag3p_new.pdf %X We build on our previous feasibility studies 16, 17, which demonstrated the impact of evaluation during development in the DEVTAG system, and here present a full-fledged developmental system DTAG3P, with developmental evaluation, based on Tree-Adjoining Grammars (TAG). While DEVTAG used only a trivial developmental process, DTAG3P uses L-systems to encode TAG derivation trees, the L-systems permitting a full developmental process. DEVTAG was previously shown to dramatically out-perform standard Genetic Programming (GP) on some structured families of problems; here, we examine DTAG3P's performance on one of these families, and find a further major increment in performance over DEVTAG. DTAG3P achieves this despite dispensing with two extra control parameters which it was necessary to introduce into DEVTAG.

@inproceedings{Hao:2006:ASPGP, abstract = {We build on our previous feasibility studies [16, 17], which demonstrated the impact of evaluation during development in the DEVTAG system, and here present a full-fledged developmental system DTAG3P, with developmental evaluation, based on Tree-Adjoining Grammars (TAG). While DEVTAG used only a trivial developmental process, DTAG3P uses L-systems to encode TAG derivation trees, the L-systems permitting a full developmental process. DEVTAG was previously shown to dramatically out-perform standard Genetic Programming (GP) on some structured families of problems; here, we examine DTAG3P's performance on one of these families, and find a further major increment in performance over DEVTAG. DTAG3P achieves this despite dispensing with two extra control parameters which it was necessary to introduce into DEVTAG.}, added-at = {2008-06-19T17:35:00.000+0200}, address = {Military Technical Academy, Hanoi, VietNam}, author = {Hoang, Tuan-Hao and Essam, Daryl and McKay, R. I. and Nguyen, Xuan Hoai}, biburl = {https://www.bibsonomy.org/bibtex/23d493a659f2eaae7f4de61aa1e8e5c3c/brazovayeye}, booktitle = {Proceedings of the Third Asian-Pacific workshop on Genetic Programming}, editor = {Pham, The Long and Le, Hai Khoi and Nguyen, Xuan Hoai}, interhash = {c19ed16e8da76ce26f05aefc987ba9e2}, intrahash = {3d493a659f2eaae7f4de61aa1e8e5c3c}, issn = {18590209}, keywords = {algorithms, genetic programming}, notes = {http://www.aspgp.org}, pages = {86--97}, size = {12 pages}, timestamp = {2008-06-19T17:40:58.000+0200}, title = {Developmental evaluation in genetic programming: {A} {TAG}-based framework}, url = {http://www.cs.bham.ac.uk/~wbl/biblio/aspgp06/haodtag3p_new.pdf}, year = 2006 }