Showing 1 - 10 of 10,331
Persistent link: https://www.econbiz.de/10013367616
(ANFIS), artificial neural network (ANN) and response surface methodology (RSM) methods were employed. The average energy … ratio was obtained 1.205, and the R2 of the best ANFIS, ANN and RSM models were 0.989, 0.966, and 0.990, respectively, and … MSE was calculated at 0.0005, 0.0015 and 0.00003. The results revealed that the RSM and ANFIS models were preferred to the …
Persistent link: https://www.econbiz.de/10012266041
Persistent link: https://www.econbiz.de/10012415118
Persistent link: https://www.econbiz.de/10012415229
Persistent link: https://www.econbiz.de/10015063309
We propose a statistical model of differences in beliefs in which heterogeneous investors are represented as different machine learning model specifications. Each investor forms return forecasts from their own specific model using data inputs that are available to all investors. We measure...
Persistent link: https://www.econbiz.de/10014340974
Persistent link: https://www.econbiz.de/10014373841
Despite recent advances in bringing agent-based models (ABMs) to the data, the estimation or calibration of model parameters remains a challenge, especially when it comes to large-scale agent-based macroeconomic models. Most methods, such as the method of simulated moments (MSM), require...
Persistent link: https://www.econbiz.de/10011689008
Taking agent-based models (ABM) closer to the data is an open challenge. This paper explicitly tackles parameter space exploration and calibration of ABMs combining supervised machine-learning and intelligent sampling to build a surrogate meta-model. The proposed approach provides a fast and...
Persistent link: https://www.econbiz.de/10011630888
Persistent link: https://www.econbiz.de/10011708084