Yazar "Bal, Çağatay" için listeleme
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Adaptive Weighted Performance Criterion for Artificial Neural Networks
Bal, Çağatay; Demir, Serdar (Ieee, 2018)Extended Weighted Performance Criterion (EWPC) which is motivated from Weighted Information Criterion (WIC) has been shown promising results in previous study and results of the application showed that EWPC is capable of ... -
Completing right-censored data in time-series modelling
Yılmaz, Ersin; Bal, Çağatay; Doğu, Zeynep Filiz Eren (Institute of Electrical and Electronics Engineers Inc., 2019)This paper focuses on nonparametric regression modelling of time series observations with data irregularities, such as censoring due to a cutoff value. In general, researchers do not prefer to put up with censored cases ... -
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 ... -
Forecasting TRY/USD Exchange Rate with Various Artificial Neural Network Models
Bal, Çağatay; Demir, Serdar (Assoc Information Communication Technology Education & Science, 2017)Exchange rate forecasting is one of the most common subjects among the forecasting problem field. Researchers and academicians from many different disciplines proposed various approaches for better exchange rate forecasting. ... -
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 ...
