Publications & Works

Articles Published in Journals That Entered SCI, SSCI and AHCI Indexes

Probabilistic forecasting, linearity and nonlinearity hypothesis tests with bootstrapped linear and nonlinear artificial neural network

JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE, vol.33, no.3, pp.383-404, 2021 (Journal Indexed in SCI) identifier identifier

An adaptive forecast combination approach based on meta intuitionistic fuzzy functions

JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, vol.40, no.5, pp.9567-9581, 2021 (Journal Indexed in SCI) identifier identifier

Picture fuzzy time series: Defining, modeling and creating a new forecasting method

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, vol.88, 2020 (Journal Indexed in SCI) identifier identifier

Intuitionistic time series fuzzy inference system

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, vol.82, pp.175-183, 2019 (Journal Indexed in SCI) identifier identifier

Median-Pi artificial neural network for forecasting

NEURAL COMPUTING & APPLICATIONS, vol.31, no.1, pp.307-316, 2019 (Journal Indexed in SCI) identifier identifier

High order fuzzy time series method based on pi-sigma neural network

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, vol.72, pp.350-356, 2018 (Journal Indexed in SCI) identifier identifier

A NEW APPROACH BASED ON OPTIMIZATION OF RATIO FOR SEASONAL FUZZY TIME SERIES

IRANIAN JOURNAL OF FUZZY SYSTEMS, vol.13, no.2, pp.19-36, 2016 (Journal Indexed in SCI) identifier identifier

A modified genetic algorithm for forecasting fuzzy time series

APPLIED INTELLIGENCE, vol.41, no.2, pp.453-463, 2014 (Journal Indexed in SCI) identifier identifier

Robust multilayer neural network based on median neuron model

NEURAL COMPUTING & APPLICATIONS, vol.24, no.3-4, pp.945-956, 2014 (Journal Indexed in SCI) identifier identifier

A New Multiplicative Seasonal Neural Network Model Based on Particle Swarm Optimization

NEURAL PROCESSING LETTERS, vol.37, no.3, pp.251-262, 2013 (Journal Indexed in SCI) identifier identifier

Time-series forecasting with a novel fuzzy time-series approach: an example for Istanbul stock market

JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, vol.83, no.4, pp.597-610, 2013 (Journal Indexed in SCI) identifier identifier

A new linear & nonlinear artificial neural network model for time series forecasting

DECISION SUPPORT SYSTEMS, vol.54, no.3, pp.1340-1347, 2013 (Journal Indexed in SCI) identifier identifier

A SIMULATION BASED APPROACH TO CALCULATE THE FUZZY CORRELATION COEFFICIENT OF FUZZY OBSERVATIONS

HACETTEPE JOURNAL OF MATHEMATICS AND STATISTICS, vol.41, no.3, pp.361-364, 2012 (Journal Indexed in SCI) identifier identifier

A novel seasonal fuzzy time series method

Hacettepe Journal of Mathematics and Statistics, vol.41, no.3, pp.375-385, 2012 (Journal Indexed in SCI Expanded) identifier identifier

Fuzzy time series forecasting method based on Gustafson-Kessel fuzzy clustering

EXPERT SYSTEMS WITH APPLICATIONS, vol.38, no.8, pp.10355-10357, 2011 (Journal Indexed in SCI) identifier identifier

Forecast Combination by Using Artificial Neural Networks

NEURAL PROCESSING LETTERS, vol.32, no.3, pp.269-276, 2010 (Journal Indexed in SCI) identifier identifier

A high order fuzzy time series forecasting model based on adaptive expectation and artificial neural networks

MATHEMATICS AND COMPUTERS IN SIMULATION, vol.81, no.4, pp.875-882, 2010 (Journal Indexed in SCI) identifier identifier

Finding an optimal interval length in high order fuzzy time series

EXPERT SYSTEMS WITH APPLICATIONS, vol.37, no.7, pp.5052-5055, 2010 (Journal Indexed in SCI) identifier identifier

Articles Published in Other Journals

Bootstrapped Holt Method with Autoregressive Coefficients Based on Harmony Search Algorithm

Forecasting, vol.3, no.4, pp.839-849, 2021 (Refereed Journals of Other Institutions)

Intuitionistic fuzzy time series functions approach for time series forecasting

GRANULAR COMPUTING, vol.6, no.3, pp.619-629, 2021 (Journal Indexed in ESCI) Creative Commons License identifier identifier

AR-GE HARCAMALARI İLE EKONOMİK BÜYÜME İLİŞKİSİ: YAPAY SİNİR AĞLARI İLE TÜRKİYE GSYH ÖNGÖRÜSÜ

Premium e-Journal of Social Science, vol.5, no.13, pp.170-181, 2021 (Other Refereed National Journals) Sustainable Development

EĞİTİM, YAŞ VE CİNSİYETİN İŞSİZLİK ORANI ÜZERİNDEKİ ETKİLERİ: TÜRKİYE ÖRNEĞİ

Elektronik Sosyal Bilimler Dergisi, vol.20, no.78, pp.844-858, 2021 (Other Refereed National Journals) Sustainable Development

TURİZM GELİRLERİNİN DIŞ TİCARET DENGESİ ÜZERİNDEKİ ETKİLERİ: TÜRKİYE ÖRNEĞİ ÜZERİNDE YAPAY SİNİR AĞLARI İLE ÖNGÖRÜ

Uluslararası İktisadi ve İdari İncelemeler Dergisi, vol.31, pp.247-264, 2021 (Other Refereed National Journals)

Type 1 fuzzy function approach based on ridge regression for forecasting

GRANULAR COMPUTING, vol.4, no.4, pp.629-637, 2019 (Journal Indexed in ESCI) Creative Commons License identifier identifier

The Forecasting Of Labour Force Participation And The Unemployment Rate In Poland And Turkey Using Fuzzy Time Series Methods

COMPARATIVE ECONOMIC RESEARCH-CENTRAL AND EASTERN EUROPE, vol.19, no.2, pp.5-25, 2016 (Journal Indexed in ESCI) Sustainable Development identifier identifier

Type 1 fuzzy time series function method based on binary particle swarm optimisation

International Journal of Data Analysis Techniques and Strategies, vol.8, no.1, pp.2-13, 2016 (Refereed Journals of Other Institutions) identifier

Probabilistic Fuzzy Time Series Method Based on Artificial Neural Network

American Journal of Intelligent Systems, vol.6, no.2, pp.42-47, 2016 (Refereed Journals of Other Institutions)

Single Multiplicative Neuron Model Artificial Neuron Network Trained by Bat Algorithm for Time Series Forecasting

American Journal of Intelligent Systems, vol.6, no.3, pp.74-77, 2016 (Refereed Journals of Other Institutions)

Application of type 1 fuzzy functions approach for time series forecasting

Turkish Journal of Fuzzy Systems, vol.5, no.1, pp.1-9, 2014 (Refereed Journals of Other Institutions)

A New Adaptive Network Based Fuzzy Inference System for Time Series Forecasting

Aloy Journalof Soft Computingand Applications, vol.2, no.1, pp.25-32, 2014 (Refereed Journals of Other Institutions)

A Fuzzy Time Series Approach Using De Best 1 Mutation Strategy of Differential Evolution Algorithm

Aloy Journalof Soft Computingand Applications, vol.2, no.2, pp.60-69, 2014 (Refereed Journals of Other Institutions)

A Novel Seasonal Fuzzy Time Series Method to the Forecasting of Air Pollution Data in Ankara

American Journal of Intelligent Systems, vol.3, no.1, pp.13-19, 2013 (Refereed Journals of Other Institutions)

A New Fuzzy Time Series Analysis Approach by Using Differential Evolution Algorithm and Chronologically Determined Weights

Journal of Social and Economic Statistics, vol.2, no.1, pp.33-30, 2013 (Refereed Journals of Other Institutions)

The Forecasting of Istanbul Stock Market with a High Order Multivariate Fuzzy Time Series Forecasting Model

Turkish Journal of Fuzzy Systems, vol.3, no.2, pp.118-138, 2012 (Refereed Journals of Other Institutions)

Refereed Congress / Symposium Publications in Proceedings

Time Series Prediction using Dendritic Neuron Model Trained by a Robust Learning Algorithm

4th International Conference on Data Science and Applications (ICONDATA’21), June 4-5, 2021, TURKEY, Turkey, 04 June 2021, pp.4

Cascade Forward Neural Network for Financial Time Series Forecasting

4th International Conference on Data Science and Applications (ICONDATA’21), June 4-5, 2021, TURKEY, Turkey, 04 June 2021, pp.84

The Use of Some Loss Functions in Fuzzy Time SeriesForecasting Problem

11. International Statistics Days Conference, 3 - 07 October 2018, pp.969-979

Bagged Pi-Sigma artificial neural networks with artificial bee colony algorithm for forecasting

4th International Researchers, Statisticians and Young Statisticians Congress, 28 - 30 April 2018, pp.85

A new intuitionistic high order fuzzy time series method

10th International Statistics Congress, 6 - 08 December 2017, pp.87

A New Intuitionistic Fuzzy Functions Approach based on IID Bootstrap for Time Series Prediction

I. International Symposium on Economics, Finance, and Econometrics, İstanbul, Turkey, 21 - 23 September 2017, pp.74

Robust Single Multiplicative Neuron Model Artificial Neural Network with Adaptive Weights and Biases for Forecasting

I. International Symposium on Economics, Finance, and Econometrics, İstanbul, Turkey, 21 - 23 September 2017, pp.30-31

MODIFIED HOLT METHOD BASED ON PARTICLE SWARM OPTIMIZATION

EUREFE’17 International Conference, Muğla, Turkey, 27 - 29 July 2017, vol.1, pp.288-289

PARAMETER ESTIMATION IN WINTERS EXPONENTIAL SMOOTHING METHOD WITH PARTICLE SWARM OPTIMIZATION

EUREFE’17 International Conference, Muğla, Turkey, 27 - 29 July 2017, vol.1, pp.286-287

A Hybrid Forecasting Method Based On Exponential Smoothing and Multiplicative Neuron Model Artificial Neural Network

3rd International Researchers, Statisticians and Young Statisticians Congress (IRSYSC-2017), Konya, Turkey, 24 - 26 May 2017, pp.28

Maximum Likelihood Estimation for the Parameters of Skew-t Distribution Using Genetic Algorithm

3rd International Researchers, Statisticians and Young Statisticians Congress (IRSYSC-2017), Konya, Turkey, 24 - 26 May 2017, pp.212

IID Bootstrap Approach with Rejection Sampling for Pi-Sigma Artificial Neural Network

3rd International Researchers, Statisticians and Young Statisticians Congress (IRSYSC-2017), Konya, Turkey, 24 - 26 May 2017, pp.32

A New Intuitionistic Time Series Fuzzy Inference System

3rd International Researchers, Statisticians and Young Statisticians Congress (IRSYSC-2017), Konya, Turkey, 24 - 26 May 2017, pp.29

Bagging Fuzzy Ridge Regression Functions Approach for Forecasting

3rd International Researchers, Statisticians and Young Statisticians Congress (IRSYSC-2017), Konya, Turkey, 24 - 26 May 2017, pp.31

A Robust Learning Algorithm for Pi-Sigma Artificial Neural Networks Based on M-Estimator

3rd International Researchers, Statisticians and Young Statisticians Congress (IRSYSC-2017), Konya, Turkey, 24 - 26 May 2017, pp.30

Bootstrapped Robust Pi-Sigma Artificial Neural Network Based on Robust Learning Algorithm

3rd International Researchers, Statisticians and Young Statisticians Congress (IRSYSC-2017), Konya, Turkey, 24 - 26 May 2017, pp.124

An application of ARMA type high order fuzzy time series forecast method based on fuzzy logic relation tables to TAIEX Data

3rd International Researchers, Statisticians and Young Statisticians Congress (IRSYSC-2017), Konya, Turkey, 24 - 26 May 2017, pp.123

A Probabilistic Prediction of Time Series based on Sigma Pi Neural Networks

Xth International Statistics Days Conference (ISDC’2016), 7 - 09 October 2016

Median Pi Artificial Neural Network for Forecasting

INTERNATIONAL CONFERENCE ON TRENDS AND PERSPECTIVES IN LINEAR STATISTICAL INFERENCE, 22 - 25 August 2016

BOOTSTRAP FUZZY FUNCTİONS FOR TİME SERİES FORECASTİNG APPLİCATİON OF BORSA İSTANBUL

17th International Symposium on Econometrics, Operations Research and Statistics, Sivas, Turkey, 2 - 04 June 2016, pp.362-363

Maximum Likelihood Estimation with Genetic Algorithm for The Parameters of Skew Normal Distribution

International Conference on Information Complexity and Statistical Modeling in High Dimensions with Application, 18 - 21 May 2016

A New Search Space for Genetic Algorithm

International Conference on Information Complexity and Statistical Modeling in High Dimensions with Application, 18 - 21 May 2016

A NEW DYNAMIC WEIGHT NEURAL NETWORK FOR BIST 100 MODELLING

1th International Black Sea Business Administion Symposium, 16 - 18 May 2016

A Hybrid Multivariate Fuzzy Time Series Method Based on Gustafson Kessel Fuzzy Clustering Technique and Artificial Neural Network

International Journal of Arts & Sciences’ (IJAS) International Conference for Technology and Science, 13 - 16 April 2015

An Ensemble of Single Multiplicative Neuron Models for Probabilistic Prediction

IEEE Symposium Series on Computational Intelligence (IEEE SSCI), Athens, Greece, 6 - 09 December 2016 identifier identifier

A New Probabilistic Fuzzy Time Series Method

The 4th International Fuzzy Systems Symposium (FUZZYSS’15), İstanbul, Turkey, 5 - 06 November 2015, pp.227-231

A Fuzzy Time Series Network for Forecasting

International work-conference on Time Series(ITISE 2015), Granada, Nicaragua, 1 - 03 July 2015, pp.541

A High Order Time Fuzzy Time Series Forecasting Model Based on Fuzzy C means and Articial Neural Networks

International work-conference on Time Series(ITISE 2015), Granada, Nicaragua, 1 - 03 July 2015, pp.564

A New Type Recurrent Multiplicative Neuron Model Articial Neural Network for Forecasting

International work-conference on Time Series(ITISE 2015), Granada, Nicaragua, 1 - 03 July 2015, pp.637

Forecasting Turkey Electricity Consumption by Using Fuzzy Functions Approach

International work-conference on Time Series(ITISE 2015), Granada, Nicaragua, 1 - 03 July 2015, pp.542 Sustainable Development

A New Adaptıve Network Fuzzy Inference System For Tıme Serıes Forecastıng

International 8th International Statistics Congress, Antalya, Turkey, 27 - 30 October 2013

An Improved High Order Fuzzy Time Series Approach

International 8th International Statistics Congress, Antalya, Turkey, 27 - 30 October 2013

Gauss Aktivasyon Fonksiyonuna Dayalı Çarpımsal Nöron Model Yapay Sinir Ağı

International 8th International Statistics Congress, Antalya, Turkey, 27 - 30 October 2013

Tip 1 Bulanık Fonksiyon Yaklaşımının Zaman Serilerinde Bir Uygulaması

International 8th International Statistics Congress, Antalya, Turkey, 27 - 30 October 2013

A fuzzy time series approach with differential evolution algorithm

8th International Symposium of Statistics, Eskişehir, Turkey, 11 - 13 October 2012

Üyelik Değerlerine ve Çarpımsal Nöron Modele Dayalı Bulanık Zaman Serisi Yaklaşımı

13th International Conference on Econometrics, Operation Research and Statistics, Famagusta, Cyprus (Kktc), 24 - 26 May 2012

Mevsimsel Bulanık Zaman Serilerinin Çözümlenmesinde Yeni Bir Yaklaşım

13th International Conference on Econometrics, Operation Research and Statistics, Famagusta, Cyprus (Kktc), 24 - 26 May 2012

Bulanık Cronbach Alfa

13th International Conference on Econometrics, Operation Research and Statistics, Famagusta, Cyprus (Kktc), 24 - 26 May 2012

A Hybrid Artificial Neural Network Model with Linear Nonlinear Components

Online Conference on Soft Computing in Industrial Applications, 5 - 06 December 2011

A new hybrid approach for forecasting a seasonal fuzzy time series

1st International Symposium on Computing in Science and Engineering, Aydın, Turkey, 28 - 30 May 2010

A New High Order Fuzzy Time Series Approach

1st International Symposium on Computing in Science and Engineering, Aydın, Turkey, 28 - 30 May 2010

A New Approach Based on Artificial Neural Networks for High Order Bivariate Fuzzy Time Series

13th World Conference on Soft Computing in Industrial Application, ELECTR NETWORK, 01 January 2008, vol.58, pp.265-267 identifier identifier

Books & Book Chapters

A New High Order Multivariate Fuzzy Time SeriesForecasting Model

in: Advances in Time Series Forecasting (Volume 2), Cagdas Hakan Aladag, Editor, Bentham Science Publishers, Sharjah, pp.127-143, 2017

A New Neural Network Model with DeterministicTrend and Seasonality Components for TimeSeries Forecasting

in: Advances in Time Series Forecasting (Volume 2), Cagdas Hakan Aladag, Editor, Bentham Science Publishers, Sharjah, pp.76-92, 2017

A Hybrid Forecasting Approach Combines SARIMA and Fuzzy Time Series

in: Advances in Time Series Forecasting, Cagdas Hakan Aladag; Erol Egrioglu, Editor, Bentham Science Publishers, pp.96-107, 2012

Comparison of Feed Forward and Elman Neural Networks ForecastingAbility: Case Study for IMKB

in: Advances in Time Series Forecasting, Cagdas Hakan Aladag; Erol Egrioglu, Editor, Bentham Science Publishers, pp.11-17, 2012

A New Method for Forecasting Fuzzy Time Series with Triangular FuzzyNumber Observations

in: Advances in Time Series Forecasting, Cagdas Hakan Aladag; Erol Egrioglu, Editor, Bentham Science Publishers, pp.48-55, 2012

Comparison of Architecture Selection Criteria in Analyzing Long MemoryTime Series

in: Advances in Time Series Forecasting, Cagdas Hakan Alada; Erol Egrioglu, Editor, Bentham Science Publishers, pp.18-25, 2012

A New Approach Based On Artıfıcıal Neural Networks For Hıgh Order Bıvarıate Fuzzy Tıme Series

in: Applications of Soft Computing From Theory to Praxis, Jörn Mehnen,Mario Koeppen,Ashraf Saad,Ashutosh Tiwari, Editor, Springer-Verlag , pp.265-273, 2009