Genetic_Programming_Theory_and_Practice_XIII
Highly Accurate Symbolic Regression with Noisy Training Data 103 Ta b l e 2 (continued) Test WFFs Train-Hrs Train-NLSE Test-NLSE ...
104 M.F. Korns The baseline algorithm and the EA algorithm will be trained on each of the 45 sample test problems for comparison ...
Highly Accurate Symbolic Regression with Noisy Training Data 105 Ta b l e 3 Baseline accuracy 20 % noise Test WFFs Train-Hrs Tra ...
106 M.F. Korns Ta b l e 3 (continued) Test WFFs Train-Hrs Train-NLSE Test-NLSE Absolute T40 1505K 20:00 0:1097 0:2328 No T41 590 ...
Highly Accurate Symbolic Regression with Noisy Training Data 107 Ta b l e 4 (continued) Test WFFs Train-Hrs Train-NLSE Test-NLSE ...
108 M.F. Korns final fitness score of the correct answer is worse than the final fitness score of a multivariable formula (conta ...
Highly Accurate Symbolic Regression with Noisy Training Data 109 Ta b l e 5 (continued) Test WFFs Train-Hrs Train-NLSE Test-NLSE ...
110 M.F. Korns Ta b l e 6 (continued) Test WFFs Train-Hrs Train-NLSE Test-NLSE Absolute T17 26861K 12:96 0:1223 0:0000 Ye s T18 ...
Highly Accurate Symbolic Regression with Noisy Training Data 111 4 Noisy Training with Range Shifting Testing Comparing the SR p ...
112 M.F. Korns training fitness of 0.0) if there is one to be found; but, this perfect champion may or may not be the estimator ...
Highly Accurate Symbolic Regression with Noisy Training Data 113 Another serious issue with the baseline algorithm is that negat ...
114 M.F. Korns The results support the view that the pursuit if high accuracy algorithms in noiseless training data also conveys ...
Highly Accurate Symbolic Regression with Noisy Training Data 115 Korns M (2012). A baseline symbolic regression algorithm. In: G ...
Using Genetic Programming for Data Science: Lessons Learned Steven Gustafson, Ram Narasimhan, Ravi Palla, and Aisha Yousuf Abstr ...
118 S. Gustafson et al. Chemical and compared against the typical statistical approaches. They found that GP had positive attrib ...
Using GP for Data Science 119 became Linked Data, and as the growing Internet began to connect devices, the trend of the Interne ...
120 S. Gustafson et al. Ta b l e 1 Data from various Google queries suggesting low popularity and adoption by Data Scientists in ...
Using GP for Data Science 121 to distribute the search process. Recent work has shown how GP can directly leverage Big Data effe ...
122 S. Gustafson et al. Ta b l e 2 Data Science tool attributes and intersection with GP Data Science attribute GP existing capa ...
Using GP for Data Science 123 Process Input Types Temperature Pressure Vibration Chemical Composition Percentage mix Output of u ...
«
2
3
4
5
6
7
8
9
10
11
»
Free download pdf