Using Genetic Algorithms to Improve Prediction of Execution Times of ML Tasks
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Publisher
Springer Berlin Heidelberg
Link
http://link.springer.com/content/pdf/10.1007/978-3-642-28942-2_18
Reference21 articles.
1. Lecture Notes in Artificial Intelligence;H. Bensusan,2001
2. Braga, P.L., Oliveira, A.L.I., Meira, S.R.L.: A GA-based feature selection and parameters optimization for support vector regression applied to software effort estimation. In: Proceedings of ACM-SAC, pp. 1788–1792. ACM (2008)
3. Braun, T.D., Siegel, H.J., Beck, N., Bölöni, L.L., Maheswaran, M., Reuther, A.I., Robertson, J.P., Theys, M.D., Yao, B., Hensgen, D., Freund, R.F.: A comparison of eleven static heuristics for mapping a class of independent tasks onto heterogeneous distributed computing systems. J. Parallel Distrib. Comput. 61, 810–837 (2001)
4. Brazdil, P., Giraud-Carrier, C., Soares, C., Vilalta, R.: Metalearning: Applications to Data Mining. Springer, Heidelberg (2009)
5. Chalimourda, A., Schölkopf, B., Smola, A.J.: Experimentally optimal nu in support vector regression for different noise models and parameter settings. Neural Netw. 17, 127–141 (2004)
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