A Genetic Programming Approach to Cost-Sensitive Control in Wireless Sensor Networks

Created by W.Langdon from gp-bibliography.bib Revision:1.8323

@InCollection{zowj:2017:CIWSN,

• author = "Afsoon {Yousefi Zowj} and Josh C. Bongard and Christian Skalka",
• title = "A Genetic Programming Approach to Cost-Sensitive Control in Wireless Sensor Networks",
• booktitle = "Computational Intelligence in Wireless Sensor Networks",
• booktitle2 = "Recent Advances and Future Challenges",
• publisher = "Springer",
• year = "2017",
• editor = "Ajith Abraham and Rafael Falcon and Mario Koeppen",
• volume = "676",
• series = "Studies in Computational Intelligence",
• chapter = "1",
• pages = "1--31",
• keywords = "genetic algorithms, genetic programming, WSN",
• isbn13 = "978-3-319-47713-8",
• URL = "http://link.springer.com/chapter/10.1007/978-3-319-47715-2_1",
• DOI = "doi:10.1007/978-3-319-47715-2_1",
• msc_url = "https://scholarworks.uvm.edu/graddis/493",
• abstract = "... We apply genetic programming (GP) to this problem, considering two basic approaches. First, we construct a hierarchy of models, where increasing levels in the hierarchy use sensors of increasing cost. If a model that polls low cost sensors exhibits too much prediction uncertainty, the burden of prediction is automatically transferred to a higher level model using more expensive sensors. Second, we train models with cost as an optimization objective, called non-hierarchical models, that use conditionals to automatically select sensors based on both cost and accuracy. We compare these approaches in a setting where the available budget for sampling is considered to remain constant, and in a setting where the system is sensitive to a fluctuating budget, for example available battery power. We show that in both settings, for increasingly challenging datasets, hierarchical models makes predictions with equivalent accuracy yet lower cost than non-hierarchical models.",
• notes = "See also \cite{YousefiZowj:2015:GECCO}",

}

Genetic Programming entries for Afsoon Yousefi Zowj Josh C Bongard Christian Skalka

Citations