Publications & Works

Publication Network
Published journal articles indexed by SCI, SSCI, and AHCI

cmaRs: A powerful predictive data mining package in R

Yerlikaya-Özkurt F., Yazıcı C., BATMAZ İ.
SoftwareX , vol.24, 2023 (SCI-Expanded) identifier identifier

Learning to rank by using multivariate adaptive regression splines and conic multivariate adaptive regression splines

Altinok G., KARAGÖZ P., BATMAZ İ.
COMPUTATIONAL INTELLIGENCE , vol.37, no.1, pp.371-408, 2021 (SCI-Expanded) Sustainable Development identifier identifier

A data mining application to deposit pricing: Main determinants and prediction models

BATMAZ İ., DANIŞOĞLU S., Yazici C., Kartal-Koc E.
APPLIED SOFT COMPUTING , vol.60, pp.808-819, 2017 (SCI-Expanded) identifier identifier

Dynamic simulation metamodeling using MARS: A case of radar simulation

Bozagac D., BATMAZ İ., Oguztuzun H.
MATHEMATICS AND COMPUTERS IN SIMULATION , vol.124, pp.69-86, 2016 (SCI-Expanded) identifier identifier

Has the climate been changing in Turkey? Regional climate change signals based on a comparative statistical analysis of two consecutive time periods, 1950-1980 and 1981-2010

Turkes M., Yozgatlıgil C., Batmaz İ., İyigün C., Koc E. K., Fahmı F. M., et al.
CLIMATE RESEARCH , vol.70, no.1, pp.77-93, 2016 (SCI-Expanded) Creative Commons License Sustainable Development identifier identifier

Dynamic Simulation Metamodeling Using MARS A case of Radar

BOZAĞAÇ D., BATMAZ İ., OĞUZTÜZÜN M. H. S.
Mathematics And Computers In Simulation , 2016 (SCI-Expanded) identifier identifier

A computational approach to nonparametric regression: bootstrapping CMARS method

Yazici C., Yerlikaya-Ozkurt F., BATMAZ İ.
MACHINE LEARNING , vol.101, pp.211-230, 2015 (SCI-Expanded) Creative Commons License identifier identifier

Precipitation Modeling by Polyhedral RCMARS and Comparison with MARS and CMARS

Ozmen A., BATMAZ İ., Weber G.
ENVIRONMENTAL MODELING & ASSESSMENT , vol.19, no.5, pp.425-435, 2014 (SCI-Expanded) Sustainable Development identifier identifier

Efficient adaptive regression spline algorithms based on mapping approach with a case study on finance

Koc E. K., İYİGÜN C., BATMAZ İ., Weber G.
JOURNAL OF GLOBAL OPTIMIZATION , vol.60, no.1, pp.103-120, 2014 (SCI-Expanded) identifier identifier

Clustering current climate regions of Turkey by using a multivariate statistical method

İyigün C., Turkes M., Batmaz İ., Yozgatlıgil C., Purutcuoglu V., Koc E. K., et al.
THEORETICAL AND APPLIED CLIMATOLOGY , vol.114, pp.95-106, 2013 (SCI-Expanded) Sustainable Development identifier identifier

Determining Treatibility of Primary Teeth with Pulpal Exposure

DOĞAN S., DURUTÜRK L. S., Orhan A., BATMAZ İ.
JOURNAL OF CLINICAL PEDIATRIC DENTISTRY , vol.37, no.4, pp.345-350, 2013 (SCI-Expanded) identifier

Comparison of missing value imputation methods in time series: the case of Turkish meteorological data

Yozgatlıgil C., Aslan S., İyigün C., Batmaz İ.
THEORETICAL AND APPLIED CLIMATOLOGY , vol.112, pp.143-167, 2013 (SCI-Expanded) identifier identifier

The effect of inspection error on quality and producer losses: the case of nominal-the-best type quality characteristic and rework

Koksal G., Taseli A., Dolgun L. E., Batmaz İ.
EUROPEAN JOURNAL OF INDUSTRIAL ENGINEERING , vol.7, pp.497-528, 2013 (SCI-Expanded) identifier identifier

Determining Treatability of Primary Teeth with Pulpal Exposure

DOĞAN S., DURUTÜRK L. S., ORHAN A., BATMAZ İ.
Journal Of Clinical Pediatric Dentistry , 2013 (SCI-Expanded) identifier identifier

CMARS: a new contribution to nonparametric regression with multivariate adaptive regression splines supported by continuous optimization

Weber G., Batmaz I., Köksal G., Taylan P., Yerlikaya-Ozkurt F.
INVERSE PROBLEMS IN SCIENCE AND ENGINEERING , vol.20, pp.371-400, 2012 (SCI-Expanded) identifier identifier

RCMARS: Robustification of CMARS with different scenarios under polyhedral uncertainty set

Ozmen A., Weber G. W., BATMAZ İ., Kropat E.
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION , vol.16, no.12, pp.4780-4787, 2011 (SCI-Expanded) identifier identifier

A review of data mining applications for quality improvement in manufacturing industry

Köksal G., Batmaz İ., Testik M. C.
EXPERT SYSTEMS WITH APPLICATIONS , vol.38, pp.13448-13467, 2011 (SCI-Expanded) identifier identifier

Estimating the neutral real interest rate in an emerging market economy

Ogunc F., BATMAZ İ.
APPLIED ECONOMICS , vol.43, no.6, pp.683-693, 2011 (SSCI) identifier identifier

Classification models based on Tanaka's fuzzy linear regression approach: The case of customer satisfaction modeling

ŞİKKELİ G., KÖKSAL G., BATMAZ İ., TÜRKER BAYRAK Ö.
Journal of Intelligent and Fuzzy Systems , vol.21, no.5, pp.341-351, 2010 (SCI-Expanded) identifier identifier

Linear regression modeling to compare fluoride release profiles of various restorative materials

Can-Karabulut D. C., BATMAZ İ., SOLAK H., Tastekinl M.
DENTAL MATERIALS , vol.23, no.9, pp.1057-1065, 2007 (SCI-Expanded) identifier identifier identifier

Small Response Surface Designs for Metamodel Estimation

BATMAZ İ., TUNALI S.
European Journal Of Operational Research , 2003 (SCI-Expanded) identifier identifier

Second-order experimental designs for simulation metamodeling

BATMAZ İ., TUNALI S.
SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL , vol.78, no.12, pp.699-715, 2002 (SCI-Expanded) identifier identifier
Articles Published in Other Journals

Meteorolojik Zaman Serilerinde Kayıp Veri Tahmin Yöntemlerinin Başarımlarının Korelasyon Boyutu Analiziyle Karşılaştırılması

ASLAN S., YOZGATLIGİL C., İYİGÜN C., BATMAZ İ., TATLI H.
İSTATİSTİK ARAŞTIRMA DERGİSİ , vol.8, pp.55-67, 2011 (Peer-Reviewed Journal)

Türkiye İklim Bölgelerinin Hiyerarşik Kümeleme Yöntemi ile Belirlenmesi

Kartal E., İyigün C., Fahmi M. F., Yozgatlıgil C., Purutçuoğlu Gazi V., Batmaz İ., et al.
İSTATİSTİK ARAŞTIRMA DERGİSİ , vol.8, pp.13-25, 2011 (Peer-Reviewed Journal)

Adhesion to Primary and Permanent Dentin and a Simple Model Approach

KARABULUT D., TULGA-ÖZ F., KARABULUT B., BATMAZ İ., İLK Ö.
European Journal of Dentistry , 2009 (Scopus)

Adhesion to Primary and Permanent Dentin and a Simple Model Approach

karabulut d., oz f., karabulut b., BATMAZ İ., İLK Ö.
European Journal of Dentistry , 2009 (Scopus)
Refereed Congress / Symposium Publications in Proceedings

StreamMARS: A Streaming Multivariate Adaptive Regression Splines Algorithm

BATMAZ İ., ADAMS N.
12th International Conference of the ERCIM WG on Computational and Methodological Statistics (CMStatistics 2019), 14 - 16 December 2019

Input variable selection for hydrological predictions in ungauged catchments: with or without clustering

DOĞULU N., BATMAZ İ., KENTEL ERDOĞAN E.
EGU General Assembly, 8 - 13 April 2018 identifier identifier

Clustering approaches for analysing similarity in ungagued catchments: input variable selection for hydrological predictions

DOĞULU N., BATMAZ İ., KENTEL ERDOĞAN E.
EGU General Assembly 2018, 8 - 13 April 2018

A Comparative Study on Learning to Rank with Computational Methods

BATMAZ İ., Karagoz P., Serdar G.
IEEE International Conference on Big Data (IEEE Big Data), Massachusetts, United States Of America, 11 - 14 December 2017, pp.1898-1906 identifier

Application of bootstrap to likelihood ratio test to detect multiple changepoints in small time series data.

YAZICI C., YOZGATLIGİL C., BATMAZ İ.
IFORS 2017: 21st Conference of the International Federation of Operational Research Societies, Qubec City, Canada, 17 - 21 July 2017

Detection performance of likelihood ratio test for change points based on bootstrap for AR 1 models

YAZICI C., YOZGATLIGİL C., BATMAZ İ.
The 22nd International Conference on Computational Statistics, Oviedo, Spain, 23 - 26 August 2016

The Effect of Computer Assisted Instruction on Eight Grade Students Permutation Combination Probability Achievement and Attitudes Towards Computer Assisted Learning

KAPUCU T., İLK Ö., BATMAZ İ.
Linstat’16: International Conference on Trends and Perspectives in Linear Statistical Inference, 22 - 25 August 2016

Statistical Modeling of Fluoride Release Profiles of Various Dental Restorative Materials in three Buffer Solutions

HAZAR A. B., BATMAZ İ.
TechConnect World Innovation Conference, Expo and National Innovation Summit, 22 - 25 May 2016

Modeling Of Precipitation Amount Of Turkey By Multivariate Adaptive Regression Splines

MANSYROV R., BATMAZ İ., YOZGATLIGİL C., YAZICI C.
International Conference on Information Complexity and Statistical Modeling in High Dimensions with Applications (IC-SMHD-2016, Kapadokya, Turkey, 18 - 21 May 2016

Image In Painting A Comparative Study with Related Techniques

KURT C., ULUSOY PARNAS İ., BATMAZ İ.
IC-SMHD-2016 - International Conference on Information Complexity and Statistical Modeling in High Dimensions with Applications, 18 - 21 May 2016

Learning to Rank on Web Data by Using Multivariate Adaptive Regression Splines Technique

SERDAR G., KARAGÖZ P., BATMAZ İ.
IC-SMHD-2016 - International Conference on Information Complexity and Statistical Modeling in High Dimensions with Applications, 18 - 21 May 2016

Learning To Rank Application On Web Data By Using Conic Multivariate Adaptive Regression Splines Technique

Serdar G., KARAGÖZ P., BATMAZ İ.
International Conference on Information Complexity and Statistical Modeling in High Dimensions with Applications (IC-SMHD-2016), 18 - 21 May 2016

Statistical Modeling in High Dimensions with Applications Modeling of Precipitation Amount of Turkey by Multivariate Adaptive Regression Splines

Mansyrov R., YAZICI C., YOZGATLIGİL C., BATMAZ İ.
IC-SMHD-2016 - International Conference on Information Complexity and Statistical Modeling in High Dimensions with Applications, 18 - 21 May 2016

Response Variance Estimation in Personal Interview Surveys with Several Interviewer Allocation Schemes

BATMAZ İ., Fidan F. M.
60th World Statistics Congress ISI 2015, 26 - 31 July 2015

Eşik Değerli Doğrusal Olmayan Zaman Serisi Modeliyle Farklı Rejimlerin Belirlenmesi Türkiye Yağış Verileri Üzerine Bir Uygulama

ASLAN S., YOZGATLIGİL C., İYİGÜN C., BATMAZ İ.
YAEM2015, Turkey, 9 - 11 September 2015

Saklı Markov Modeli ile Türkiye nin Bazı Bölgelerine İlişkin Yağış Verisinin Var Yok Modellenmesi

YAMAN N., YOZGATLIGİL C., BATMAZ İ.
YAEM2015, Turkey, 9 - 11 September 2015

Sıcaklık Değişkeni İçin Türdeşlik Analizi Yöntemlerinin Karşılaştırılması

YAZICI C., BATMAZ İ., YOZGATLIGİL C.
YAEM2015, Turkey, 9 - 11 September 2015

Türkiye İklim Bölgelerinin On İki Klimatolojik Değişken Kullanarak AGNES Konsensüs Kümeleme Tekniği ile Belirlenmesi

MURAT T., İYİGÜN C., BATMAZ İ., YOZGATLIGİL C., Kartal Koç E., YETERE KURSUN A.
YAEM2015, Turkey, 9 - 11 September 2015

Türkiye nin Bazı Bölgelerine ilişkin Yağış Miktarının Saklı Markov Modeli ile Modellenmesi

YOZGATLIGİL C., BATMAZ İ., YAMAN N.
YAEM2015, Turkey, 9 - 11 September 2015

A bootstrap application on the standard normal homogeneity test snht when there is not highlycorrelated reference series

YAZICI C., BATMAZ İ., YOZGATLIGİL C.
60th ISI World Statistics Congress, 26 - 31 July 2015, pp.3597-3602

Modelling Daily Occurance of Precipitation for CertainRegions of Turkey Using Hidden Markov Models HMMs

BATMAZ İ., YAMAN N., YOZGATLIGİL C.
27th European Conference on Operational Research, 12 - 15 July 2015

The Precipitation Modeling of Aegean Regionof Turkey with Multivariate Adaptive RegressionSplines and Time Series Regression

YAZICI C., BATMAZ İ., YOZGATLIGİL C.
27th European Conference on Operational Research, 12 - 15 July 2015

Veri Madenciliği ve Meteoroloji Finans ve Enerji Anlanlarında Uygulamaları

YOZGATLIGİL C., BATMAZ İ., YAZICI C.
Veri Madenciliği ve Meteoroloji, Finans ve Enerji Anlanlarında Uygulamaları, Turkey, 20 May 2015

Precipitation Prediction by Hidden Markov Models

BATMAZ İ., SIVRIKAYA N., YAZICI C., YOZGATLIGİL C.
20th Conference of the International Federation of Operational Research Societies, 13 - 18 June 2014

Precipitation Forecasting Assessment via Nonlinear Autoregressive Neural Network and Vector Autoregressive Models

ASLAN S., İYİGÜN C., YOZGATLIGİL C., BATMAZ İ.
International IIE Conference. International IIE Conference, 26 - 28 June 2013, pp.252

Detection of Unreliable measurements in long term time series via data mining techniques case in Turkish climate data

YAZICI C., PURUTÇUOĞLU GAZİ V., YOZGATLIGİL C., İYİGÜN C., BATMAZ İ.
International IIE Conference, 26 - 28 June 2013

Modelling the Extreme Precipitation Data Case Study from Turkey

AKSOY B., PURUTÇUOĞLU GAZİ V., BATMAZ İ., YOZGATLIGİL C.
26th European Conference on Operational Research, 1 July - 04 June 2013

SEASONAL VARIATION OF TURKEY: A CONSENSUS CLUSTERING APPROACH

Kursun A. Y., İYİGÜN C., YOZGATLIGİL C., BATMAZ İ.
10th International Conference on Fuzzy Logic and Intelligent Technologies in Nuclear Science (FLINS), İstanbul, Turkey, 26 - 29 August 2012, vol.7, pp.913-918 identifier identifier

Detection of seasonal changes in climate data by comparative analysis A case study for Turkey

AKAL T., FAHMİ F., KARTAL E., PURUTÇUOĞLU GAZİ V., İYİGÜN C., YOZGATLIGİL C., et al.
25th European Conference on Operations Research, 8 - 11 July 2012 Sustainable Development

Investigating the Seasonal Patterns of Continental Central Anatolia by Clustering

AKAL T., PURUTÇUOĞLU GAZİ V., BATMAZ İ., KARTAL KOÇ E., İYİGÜN C., YOZGATLIGİL C.
The 25th Conference of European Chapter on Combinatorial Optimization, 26 - 28 April 2012

YAĞIŞ VERİLERİNDE STANDART NORMAL TÜRDEŞLİK TESTİNİN KULLANILABİLİRLİĞİNİN BENZETİM YÖNTEMİ İLE DEĞERLENDİRİLMESİ

YOZGATLIGİL C., PURUTÇUOĞLU GAZİ V., YAZICI C., BATMAZ İ.
7. İstatistik Günleri Sempozyumu, 28 April - 01 May 2011, pp.32-34

1950 2006 Yılları Arasrndaki Türkiye Yağış Verilerinin Tanımlayıcı Veri Madenciliği Yöntemleri ile Analizi

ASAR Ö., KARTAL E., ASLAN S., ÖZTÜRK M. Z., YOZGATLIGİL C., ÇINAR İ., et al.
7. İstatistik Günleri Sempozyumu, 28 April - 01 May 2011, pp.194-195

Türkiye İklim Bölgelerinin Hiyerarşik Kümeleme Yöntemi ile Belirlenmesi

KARTAL KOÇ E., FAHMİ F., İYİGÜN C., TÜRKEŞ M., YOZGATLIGİL C., PURUTÇUOĞLU GAZİ V., et al.
7. iSTATİSTİK GÜNLERİ SEMPOZYUMU, Turkey, 28 June 2010, pp.137-138

EVALUATING THE CMARS PERFORMANCE FOR MODELING NONLINEARITIES

BATMAZ İ., Yerlikaya-Ozkurt F., Kartal-Koc E., Koksal G., Weber G.
3rd Global Conference on Power Control and Optimization, Gold-Coast, Australia, 2 - 04 February 2010, vol.1239, pp.351-357 identifier identifier

The new Robust CMARS (RCMARS) method

Özmen A., Weber G., BATMAZ İ.
24th Mini EURO Conference on Continuous Optimization and Information-Based Technologies in the Financial Sector, MEC EurOPT 2010, İzmir, Turkey, 23 - 26 June 2010, pp.362-368 identifier

Defect Cause Modeling with Decision Tree and Regression Analysis

BAKIR B. S., BATMAZ İ., Gunturkun F. A., Ipekci T. A., KÖKSAL G., ÖZDEMİREL N. E.
Conference of the World-Academy-of-Science-Engineering-and-Technology, Cairo, Egypt, 8 - 10 December 2006, vol.17, pp.266-268 identifier
Books

Data Mining Approaches to Meteorological Data: A Review of NINLIL Climate Research Group Studies

Batmaz İ.
in: Operations Research: New Paradigms and Emerging Applications, PurutçuoğluVilda and Weber,Gerhard-Wilhelm and Farnoudkia,Hajar, Editor, CRC, New York , Florida, pp.107-135, 2023

A Categorical Principal Component Regression on Computer-Assisted Instruction in Probability Domain

Kapucu T., İlk Dağ Ö., Batmaz İ.
in: Trends and Perspectives in Linear Statistical Inference, Tez M.,von Rosen D., Editor, Springer, London/Berlin , Zürich, pp.143-164, 2018 Creative Commons License

Determining the Climate Zones of Turkey by Center-Based Clustering Methods

Fahmi F., Kartal E., Iyigün C., Turkes M., Batmaz I., Yozgatligil C., et al.
in: Nonlinear and Complex Dynamics: Applications in Physical Biological and Financial Systems, J.A. Tenreiro Machado,Baleanu,D. and A. Luo, Editor, Springer, London/Berlin , London, pp.171-178, 2011
Metrics

Publication

68

Citation (WoS)

772

H-Index (WoS)

11

Citation (Scopus)

990

H-Index (Scopus)

11

Citation (Scholar)

490

H-Index (Scholar)

4

Citiation (TrDizin)

2

H-Index (TrDizin)

1

Citiation (Sum Other)

3

Project

9

Thesis Advisory

22

Open Access

19
UN Sustainable Development Goals