Academic Staff - Personal Page

Academic Staff - Personal Page

Associate Professor SERKAN ARAS FACULTY OF ECONOMICS AND ADMINISTRATIVE SCIENCES DEPARTMENT OF ECONOMETRICS OPERATIONAL

 serkan.aras@deu.edu.tr
 +90 232 - 4120290 - 10724

Education/Academic Info
Undergraduate Degree	Dokuz Eylül University İktisadi ve İdari Bilimler Fakültesi Ekonometri Bölümü	2005
Master's Degree	Dokuz Eylül University Sosyal Bilimler Enstitüsü Ekonometri Anabilim Dalı	2008
PhD (Doctorate)	Dokuz Eylül University Sosyal Bilimler Enstitüsü Ekonometri	2013
Assistant Professor	Dokuz Eylül University İktisadi ve İdari Bilimler Fakültesi	2015
Associate Professor	Dokuz Eylül University İktisadi ve İdari Bilimler Fakültesi Nicel Karar Yöntemleri	2021

NO	NAME	YEAR
1	An interpretable forecasting framework for energy consumption and CO2 emissions...	2022
2	Explainable inflation forecasts by machine learning models...	2022
3	Fraud Detection by Machine Learning Algorithms: A Case From A Mobile Payment System...	2022
4	On improving GARCH volatility forecasts for Bitcoin via a meta-learning approach...	2021
5	Stacking hybrid GARCH models for forecasting Bitcoin volatility...	2021
6	Kripto Para Fiyatlarının Klasik ve Yapay Sinir Ağı Modelleri ile Tahmini...	2019
7	Data Size Requirement for Forecasting Daily Crude Oil Price with Neural Networks...	2019
8	Comparative study on retail sales forecasting between single and combination methods...	2017
9	Comparing and Combining MLP and NEAT for Time Series Forecasting...	2017
10	A New Consensus between the Mean and Median Combination Methods to Improve Forecasting Accuracy...	2017
11	A new model selection strategy in time series forecasting with artificial neural networks: IHTS...	2016
12	Bulanık Mantık Tabanlı Ekonometrik Modelleme: Para Talebi-Türkiye Örneği...	2011
13	İzmir'de Kurulu Bir Plastik İşletmesinde Karar Vericinin Optimal Hedeflere Odaklanmasında Toplam...	2010

NO	NAME	DATE
1	A NOVEL META-LEARNING METHOD FOR FORECASTING BITCOIN VOLATILITY...	21/05/2021 - 23/05/2021
2	GARCH melez yaklaşımı ile oynaklık modellenmesi...	12/12/2019 - 13/12/2019
3	A Comprehensive Comparison Between GARCH Family Models By MCS Test...	16/11/2019 - 17/11/2019
4	An Empirical Comparison of Some Artificial Neural Networks Techniques for Short-Term Electricity Dem...	03/07/2016 - 06/07/2016
5	Determining the Number of Single Models in a Combined Forecast...	18/01/2016 - 19/01/2016
6	ABD Doları ve Euro Kurlarının Yapay Sinir Ağı Modelleri İle Öngörülmesi...	26/05/2011 - 29/05/2011

NO	CHAPTER TITLE	YEAR
1	BAGGING AND BOOSTING CLASSIFIERS FOR CREDIT RISK EVALUATIONREFLECTIONS OF ECONOMIC DEVELOPMENT...	2021
2	USING TECHNICAL INDICATORS TO PREDICT STOCK PRICE INDEX MOVEMENTS BY MACHINE LEARNING TECHNIQUESTheory and Research In Social, Human and Administrative Sciences II...	2020
3	IDENTIFYING THE SUPERIOR GARCH MODELS THROUGH MODEL CONFIDENCE SET PROCEDURESOCIAL, HUMAN AND ADMINISTRATIVE SCIENCES RESEARCH PAPERS...	2019

NO NAME YEAR

1 TUBİTAK 2021

2 YÖK 2011