%0 Conference Paper %1 Koza91 %A Koza, John R. %A Rice, James P. %B International Joint Conference on Neural Networks, IJCNN-91 %C Washington State Convention and Trade Center, Seattle, WA, USA %D 1991 %I IEEE Computer Society Press %K adder, algorithms, cogann connectionism, genetic one-bit programming, ref %P 397--404 %T Genetic Generation of Both the Weights and Architecture for a Neural Network %U http://www.genetic-programming.com/jkpdf/ijcnn1991.pdf %V II %X This paper shows how to find both the weights and architecture for a neural network (including the number of layers, the number of processing elements per layer, and the connectivity between processing elements). This is accomplished using a recently developed extension to the genetic algorithm which genetically breeds a population of LISP symbolic expressions (S-expressions) of varying size and shape until the desired performance by the network is successfully evolved. The new genetic programming paradigm is applied to the problem of generating a neural network for the one-bit adder. %@ 0-7803-0164-1

@inproceedings{Koza91, abstract = {This paper shows how to find both the weights and architecture for a neural network (including the number of layers, the number of processing elements per layer, and the connectivity between processing elements). This is accomplished using a recently developed extension to the genetic algorithm which genetically breeds a population of LISP symbolic expressions (S-expressions) of varying size and shape until the desired performance by the network is successfully evolved. The new genetic programming paradigm is applied to the problem of generating a neural network for the one-bit adder.}, added-at = {2008-06-19T17:35:00.000+0200}, address = {Washington State Convention and Trade Center, Seattle, WA, USA}, author = {Koza, John R. and Rice, James P.}, bibdate = {Wed Jan 15 14:07:16 1997}, biburl = {https://www.bibsonomy.org/bibtex/2e8c41a5aa200ebea6f17c61f095be8af/brazovayeye}, booktitle = {International Joint Conference on Neural Networks, IJCNN-91}, interhash = {bf8c9814cc4972e15ce04693e31a1aba}, intrahash = {e8c41a5aa200ebea6f17c61f095be8af}, isbn = {0-7803-0164-1}, keywords = {adder, algorithms, cogann connectionism, genetic one-bit programming, ref}, lccn = {QA76.87.I57 1991b}, month = {8-12 July}, notes = {Two volumes. IEEE catalog number: 91CH3049-4.}, pages = {397--404}, publisher = {IEEE Computer Society Press}, publisher_address = {1109 Spring Street, Suite 300, Silver Spring, MD 20910, USA}, timestamp = {2008-06-19T17:43:55.000+0200}, title = {Genetic Generation of Both the Weights and Architecture for a Neural Network}, url = {http://www.genetic-programming.com/jkpdf/ijcnn1991.pdf}, volume = {II}, year = 1991 }