Articles
67
All (67)
SCI-E, SSCI, AHCI (46)
SCI-E, SSCI, AHCI, ESCI (51)
ESCI (5)
Scopus (52)
TRDizin (4)
Other Publications (13)
3. Modeling the effects of essential heavy metals on environmental pollution: A linear and nonlinear prediction model via cascade forward-neural network
Mathematical Methods in the Applied Sciences
, vol.47, no.6, pp.4306-4318, 2024 (SCI-Expanded, Scopus)
33. Probabilistic Fuzzy Time Series Method Based on Artificial Neural Network
American Journal of Intelligent Systems
, vol.6, no.2, pp.42-47, 2016 (Peer-Reviewed Journal)
34. 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 (Peer-Reviewed Journal)
41. 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 (Peer-Reviewed Journal)
42. Application of type 1 fuzzy functions approach for time series forecasting
Turkish Journal of Fuzzy Systems
, vol.5, no.1, pp.1-9, 2014 (Peer-Reviewed Journal)
43. An Investigation of Differencing Effect in Multiplicative Neuron Model Artificial Neural Network for Istanbul Stock Exchange Time Series Fore
American Journal of Intelligent Systems
, vol.4, no.1, pp.15-19, 2014 (Peer-Reviewed Journal)
44. 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 (Peer-Reviewed Journal)
50. A Fuzzy Time Series Analysis Approach by Using Differential Evolution Algorithm Based on the Number of Recurrences of Fuzzy Relations
American Journal of Intelligent Systems
, vol.3, no.2, pp.75-82, 2013 (Peer-Reviewed Journal)
51. 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 (Peer-Reviewed Journal)
52. The Use of Partial Least Squares Regression and Feed Forward Artificial Neural Networks Methods in Prediction Vertical and Broad Jumping of Young Football Players
World Applied Sciences Journal
, vol.21, no.4, pp.572-577, 2013 (Peer-Reviewed Journal)
53. 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 (Peer-Reviewed Journal)
56. 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 (Peer-Reviewed Journal)
Papers Presented at Peer-Reviewed Scientific Conferences
66
3. The Use of Some Loss Functions in Fuzzy Time SeriesForecasting Problem
11. International Statistics Days Conference, 3 - 07 October 2018, pp.969-979, (Full Text)
4. 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, (Summary Text)
5. A new intuitionistic high order fuzzy time series method
10th International Statistics Congress, 6 - 08 December 2017, pp.87, (Summary Text)
6. Maximum likelihood estimation using genetic algorithm for the parameters of skew-t distribution under type II censoring
10th International Statistics Congress, 6 - 08 December 2017, (Summary Text)
7. 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, (Summary Text)
8. 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, (Summary Text)
9. A MULTI-COMPONENT HYBRID LEARNING ALGORITHM FOR MULTIPLICATIVE NEURON MODEL ARTIFICIAL NEURAL NETWORKS
EUREFE’17 International Conference, Muğla, Turkey, 27 - 29 July 2017, vol.1, pp.316-317, (Summary Text)
10. A NEW INTUITIONISTIC FUZZY FUNCTIONS APPROACH BASED ON HESITATION MARGIN FOR TIME SERIES PREDICTION
EUREFE’17 International Conference, Muğla, Turkey, 27 - 29 July 2017, vol.1, pp.314-315, (Summary Text)
11. MODIFIED HOLT METHOD BASED ON PARTICLE SWARM OPTIMIZATION
EUREFE’17 International Conference, Muğla, Turkey, 27 - 29 July 2017, vol.1, pp.288-289, (Summary Text)
12. 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, (Summary Text)
13. 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, (Summary Text)
14. 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, (Summary Text)
15. 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, (Summary Text)
16. 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, (Summary Text)
17. 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, (Summary Text)
18. 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, (Summary Text)
19. 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, (Summary Text)
20. 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, (Summary Text)
21. A Probabilistic Prediction of Time Series based on Sigma Pi Neural Networks
Xth International Statistics Days Conference (ISDC’2016), 7 - 09 October 2016, (Full Text)
22. Median Pi Artificial Neural Network for Forecasting
INTERNATIONAL CONFERENCE ON TRENDS AND PERSPECTIVES IN LINEAR STATISTICAL INFERENCE, 22 - 25 August 2016, (Summary Text)
23. 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, (Summary Text)
24. 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, (Summary Text)
25. A New Search Space for Genetic Algorithm
International Conference on Information Complexity and Statistical Modeling in High Dimensions with Application, 18 - 21 May 2016, (Summary Text)
26. A NEW DYNAMIC WEIGHT NEURAL NETWORK FOR BIST 100 MODELLING
1th International Black Sea Business Administion Symposium, 16 - 18 May 2016, (Full Text)
27. A HYBRID APPROACH FOR ROBUST TRAINING OF SINGLE MULTIPLICATIVE NEURON MODEL ARTIFICIAL NEURAL NETWORKS
1th International Black Sea Business Administion Symposium, 16 - 18 May 2016, (Full Text)
28. 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, (Summary Text)
29. A New Probabilistic Fuzzy Inference System for Time Series Forecasting
12th German Probability and Statistics Days, 1 - 04 March 2016, (Summary Text)
30. Type 1 Fuzzy Function Approach Based on Ridge Regression for Forecasting of Time Series
12th German Probability and Statistics Days, 1 - 04 March 2016, (Summary Text)
33. 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, (Summary Text)
34. 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, (Summary Text)
35. 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, (Summary Text)
36. A Fuzzy Time Series Network for Forecasting
International work-conference on Time Series(ITISE 2015), Granada, Nicaragua, 1 - 03 July 2015, pp.541, (Summary Text)
37. The Training of Artificial Neural Networks with Multiplicative Neuron Model Based On Differential Evolution Algorithm for Forecasting
Global Conference on Computer Sciences, Software, Networks & Engineering, Aydın, Turkey, 6 - 08 November 2014, (Summary Text)
38. A New Adaptıve Network Fuzzy Inference System For Tıme Serıes Forecastıng
International 8th International Statistics Congress, Antalya, Turkey, 27 - 30 October 2013, (Full Text)
39. A Fuzzy Tıme Serıes Approach Based On Dıfferentıal Evolutıon Algorıthm Usıng De Best 1 Mutatıon Strategy
International 8th International Statistics Congress, Antalya, Turkey, 27 - 30 October 2013, (Full Text)
40. An Improved High Order Fuzzy Time Series Approach
International 8th International Statistics Congress, Antalya, Turkey, 27 - 30 October 2013, (Full Text)
41. Tip 1 Bulanık Fonksiyon Yaklaşımının Zaman Serilerinde Bir Uygulaması
International 8th International Statistics Congress, Antalya, Turkey, 27 - 30 October 2013, (Full Text)
42. Gauss Aktivasyon Fonksiyonuna Dayalı Çarpımsal Nöron Model Yapay Sinir Ağı
International 8th International Statistics Congress, Antalya, Turkey, 27 - 30 October 2013, (Full Text)
43. Literature review of fuzzy time series and application of fuzzy time series to euro exchange data
8th International Symposium of Statistics, Eskişehir, Turkey, 11 - 13 October 2012, (Summary Text)
44. A hybrid fuzzy time series method based on particle swarm optimization and feed forward neural networks
8th International Symposium of Statistics, Eskişehir, Turkey, 11 - 13 October 2012, (Summary Text)
45. A fuzzy time series approach with differential evolution algorithm
8th International Symposium of Statistics, Eskişehir, Turkey, 11 - 13 October 2012, (Summary Text)
46. Mevsimsel Bulanık Zaman Serilerinin Çözümlenmesinde Yeni Bir Yaklaşım
13th International Conference on Econometrics, Operation Research and Statistics, Famagusta, Cyprus (Kktc), 24 - 26 May 2012, (Summary Text)
47. 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, (Summary Text)
48. Bulanık Cronbach Alfa
13th International Conference on Econometrics, Operation Research and Statistics, Famagusta, Cyprus (Kktc), 24 - 26 May 2012, (Summary Text)
49. A Hybrid Artificial Neural Network Model with Linear Nonlinear Components
Online Conference on Soft Computing in Industrial Applications, 5 - 06 December 2011, (Full Text)
50. Bulanık Zaman Serilerinin Öngörüsünde Aralık Uzunluğunun Etkisi
International 7. Statistical Congress, Antalya, Turkey, 28 April - 01 May 2011, (Full Text)
51. Genetik Algoritmaya Dayalı Yeni Bir Bulanık Zaman Serisi Yaklaşımı
International 7. Statistical Congress, Antalya, Turkey, 28 April - 01 May 2011, (Full Text)
52. Üçgensel Bulanık Sayılardan Oluşan Bulanık Zaman Serilerinin Çözümlenmesi
International 7. Statistical Congress, Antalya, Turkey, 28 April - 01 May 2011, (Full Text)
53. Parçacık sürü optimizasyonu ve bulanık kümelemeye dayalı yeni bir zaman değişmez bulanık zaman serisi analizi yöntemi
International 7. Statistical Congress, Antalya, Turkey, 28 April - 01 May 2011, (Full Text)
54. Yapay Sinir Ağlarına Dayalı ARMA 1 1 Tipli Bulanık Zaman Serisi Öngörü Yöntemi
International 7. Statistical Congress, Antalya, Turkey, 28 April - 01 May 2011, (Full Text)
55. 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, (Full Text)
56. A New High Order Fuzzy Time Series Approach
1st International Symposium on Computing in Science and Engineering, Aydın, Turkey, 28 - 30 May 2010, (Full Text)
57. Mevsimsel Bulanık Zaman Serisi Yaklaşımı İle Samsun İli Kükürtdioksit SO2 Miktarının Öngörüsü
19. İstatistik Araştırma Sempozyumu, Ankara, Turkey, 01 January 2010, (Full Text)
58. TL Dolar Döviz Kuru Verilerinin Bulanık Zaman Serisi Yaklaşımları İle Öngörüsü
7. İstatistik Günleri Sempozyumu, Ankara, Turkey, 01 January 2010, (Full Text)
59. Ankara Hava Kirliliği Zaman Serisinin Çözümlenmesinde Klasik Ve Bulanık Zaman Serileri Yaklaşımlarının Karşılaştırılması
7. İstatistik Günleri Sempozyumu, Ankara, Turkey, 01 January 2010, (Full Text)
60. SARIMA Modeli ve Elman Yapay Sinir Ağının Melez Yaklaşımı İle Ankara Hava Kalitesi Verilerinin Çözümlenmesi
7. İstatistik Günleri Sempozyumu, Ankara, Turkey, 01 January 2010, (Full Text)
61. Bulanık Kümeleme ve Bulanık Zaman Serisinin Melez Yaklaşımı İle İMKB Öngörüsü
18. İstatistik Araştırma Sempozyumu, Ankara, Turkey, 7 - 08 May 2009, (Full Text)
62. Aralık Uzunluğunun Optimizasyonuna Dayalı Yüksek Dereceli Bulanık Zaman Serisi Yaklaşımı
6. İstatistik Kongresi, Antalya, Turkey, 29 April - 03 May 2009, (Full Text)
63. IMKB Verilerinin Bulanık Zaman Serileri Yaklaşımı ile Çözümlenmesi
6. İstatistik Kongresi, Antalya, Turkey, 29 April - 03 May 2009, (Full Text)
64. Bulanık Kümelemede En Uygun Küme Sayısının Yapay Sinir Ağları İle Belirlenmesi
6. İstatistik Kongresi, Antalya, Turkey, 29 April - 03 May 2009, (Full Text)
66. Aralık Uzunluğunun Optimizasyonuna Dayalı Bulanık Zaman Serisi Yaklaşımı ve Bir Uygulama
17. İstatistik Araştırma Sempozyumu, Ankara, Turkey, 01 May 2008 - 01 May 2007, (Full Text)
Books
8
1. YAPAY SİNİR AĞLARI (Öngörü ve Tahmin Uygulamaları)
NOBEL AKADEMİK YAYINCILIK, Ankara, 2019
2. 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
3. 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
5. 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
8. 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