Yazar "0000-0002-7823-2712" için İstatistik Bölümü Koleksiyonu listeleme
-
Criteria for Best Architecture Selection in Artificial Neural Networks
Bal, Çağatay; Demir, Serdar (World Scientific Publishing Co., 2022)Architecture selection in artificial neural networks is a critical process which determines a satisfactory neural network model(s) that will lead to the most accurate results. The architecture that minimizes the difference ... -
Modeling of Tunnel Boring Machine Performance Employing Random Forest Algorithm
Gökçeoğlu,Candan; Aladağ, Çağdaş Hakan; Bal, Çağatay (Springer Science and Business Media Deutschland GmbH, 2023)Prediction of tunnel boring machine (TBM) performance is still a challenging research subject in engineering geology, geotechnical engineering, and tunnel engineering communities. The longest railway tunnel with approximately ... -
Modelling Right-Censored Data with Partially Linear Model and Feed Forward Neural Networks: A Methodological Study
Bal, Çağatay; Yılmaz, Ersin (Türkiye klinikleri, 2022)Objective: Modeling right-censored data becomes a challenging task in survival analysis, due to having an incomplete data structure. When the response variable is rightcensored, classical estimation methods cannot be used ... -
Time Series Modeling with Deep Neural Networks
Bal, Çağatay; Aladağ, Çağdaş Hakan (World Scientific Publishing Co., 2022)Deep neural networks are the latest among powerful artificial intelligence tools. As advanced forms of artificial neural networks, deep nets can be used in various fields and also time series forecasting. Time series ...