L
Lawrence Davis
Researcher at Texas Instruments
Publications - 20
Citations - 11589
Lawrence Davis is an academic researcher from Texas Instruments. The author has contributed to research in topics: Genetic algorithm & Meta-optimization. The author has an hindex of 14, co-authored 20 publications receiving 11382 citations.
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Book
Handbook of Genetic Algorithms
TL;DR: This book sets out to explain what genetic algorithms are and how they can be used to solve real-world problems, and introduces the fundamental genetic algorithm (GA), and shows how the basic technique may be applied to a very simple numerical optimisation problem.
Proceedings Article
Training feedforward neural networks using genetic algorithms
David J. Montana,Lawrence Davis +1 more
TL;DR: A set of experiments performed on data from a sonar image classification problem are described to illustrate the improvements gained by using a genetic algorithm rather than backpropagation and chronicle the evolution of the performance of the genetic algorithm as it added more and more domain-specific knowledge into it.
BookDOI
Genetic and Evolutionary Computation -- GECCO-2003
Erick Cantú-Paz,James A. Foster,Kalyanmoy Deb,Lawrence Davis,Rajkumar Roy,Una-May O'Reilly,Hans-Georg Beyer,Russell Standish,Graham Kendall,Stewart W. Wilson,Mark Harman,Joachim Wegener,Dipankar Dasgupta,Mitch A. Potter,Alan C. Schultz,Kathryn A. Dowsland,Natasha Jonoska,Julian F. Miller +17 more
TL;DR: This work extends the application of CPSO to the dynamic problem by considering a bi-modal parabolic environment of high spatial and temporal severity, and suggests that charged swarms perform best in the extreme cases, but neutral swarms are better optimizers in milder environments.
Proceedings Article
Applying adaptive algorithms to epistatic domains
TL;DR: New techniques for applying adaptive algorithms to epistatic domains, while retaining some of the strength of Holland's convergence proof are described, for two-dimensional bin-packing problems and graph coloring problems.