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Updated: Oct 2, 2025

A Quantitative Fitness Analysis Workflow
Published on: August 13, 2012
Minimal informational requirements for fitness
Alexander S Moffett1, Andrew W Eckford1
1Department of Electrical Engineering and Computer Science, York University, Toronto, Ontario, Canada.
Abstract:
The existing concept of the "fitness value of information" provides a theoretical upper bound on the fitness advantage of using information concerning a fluctuating environment. Using concepts from rate-distortion theory, we develop a theoretical framework to answer a different pair of questions: What is the minimal amount of information needed for a population to achieve a certain growth rate? What is the minimal amount of information gain needed for one subpopulation to achieve a certain average selection coefficient over another? We introduce a correspondence between fitness and distortion and solve for the rate-distortion functions of several systems using analytical and numerical methods. Because accurate information processing is energetically costly, our approach provides a theoretical basis for understanding evolutionary "design principles" underlying information-cost trade-offs.
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