Comparison of the Effects of Different Dimensional Reduction Algorithms on the Training Performance of Anfis (Adaptive Neuro-Fuzzy Inference System) Model
Journal Title: Cumhuriyet Science journal - Year 2017, Vol 38, Issue 4
Abstract
Adaptive Neuro-Fuzzy Inference Systems (ANFIS) is a hybrid artificial neural network (intelligence) approach that utilizes the ability of artificial neural networks to learn, generalize, paralyze and to derive fuzzy logic. The development of models with large numbers of input variables with ANFIS is not very convenient for applications. Dimension reduction methods are proposed as a solution to this problem. Dimensional Reduction is the method used to represent the data in a lower dimensional space. The reduction of the numbers of the input variables using different size reduction methods and the creation of the optimal solution of the probing with the ANFIS model constitute the framework of this work. In this study, we compared the results produced by different dimension reduction methods and investigated which method is more acceptable for ANFIS training.
Authors and Affiliations
Ahmet Gürkan YÜKSEK, Halil ARSLAN, Oğuz KAYNAR, Emre DELİBAŞ, Abdulkadir ŞEKER
Keywords
Related Articles
- EP ID EP488466
- DOI 10.17776/csj.347653
- Views 51
- Downloads 0
A Note on the Sequence Space b_p^(r,s) (G)
In this study, we define the sequence space derived by the composition of the Binomial matrix and generalized difference(double band) matrix and show that the space...
Hermite-Hadamard Type Inequalities For Two Times Differentiable Arithmetic-Harmonically Convex Functions
In this work, by using both an integral identity and the Hölder, the power-mean integral inequalities it is established several new inequalities for two times differentiable arithmetic-harmonically-convex function. Also,...
Winter Season Analysis of Global Warming Impact on Sivas Province
The climate has undergone various levels of change since the existence of the Earth. With the industrial Resolution, humankind has begun to be influential in climate change. Industrial revolution lead to unsteady greenho...
Colour Removal with Adsorption Process Using Pomace
Olive and olive oil are important agricultural products produced especially in Mediterranean countries. Olive tree is grown in Aegean, Marmara, Mediterranean and Southeastern Anatolia regions in Turkey. Some production w...
Shell Model Calculations for Proton-rich Zn Isotopes via New Generated Effective Interaction by Artificial Neural Networks
In this study, the artificial neural network method has been employed for the generation of the new two-body matrix elements which is used for fpg shell nuclei. For this purpose, jj44b interaction Hamiltonian has been co...