Arş. Gör. Alihan TEKE
Harita Mühendisliği

Alihan TEKE
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(262) ...
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a.teke2020@gtu.edu.tr
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E Blok, 102
Çalışma alanları
Kamu Ölçmeleri Heyelan Duyarlılık Haritalama Makine Öğrenme Algoritmaları Öznitelik Seçimi

Google Scholar

Yök Akademik

Researchgate

SCI, SCI-Expanded Uluslararası Hakemli Dergilerde Makaleler

  1. Kavzoglu, T., Teke, A. (2022). "Advanced hyperparameter optimization for improved spatial prediction of shallow landslides using extreme gradient boosting (XGBoost)", Bulletin of Engineering Geology and the Environment, 81, 201. https://doi.org/10.1007/s10064-022-02708-w. (Link)
  2. Kavzoglu, T., Teke, A. (2022). "Predictive Performances of Ensemble Machine Learning Algorithms in Landslide Susceptibility Mapping Using Random Forest, Extreme Gradient Boosting (XGBoost) and Natural Gradient Boosting (NGBoost)", Arabian Journal for Science and Engineering, 47, 7367-7385. https://doi.org/10.1007/s13369-022-06560-8. (Link)
  3. Kavzoglu, T., Teke, A., Yilmaz, E. O. (2021). "Shared blocks-based ensemble deep learning for shallow landslide susceptibility mapping", Remote Sensing, 13 (23), 4776. https://doi.org/10.3390/rs13234776. (Link)

E-SCI Uluslararası Hakemli Dergilerde Makaleler

  1. Kavzoglu, T., Teke, A. (2022). "Ensemble Conditioning Factor Selection with Markov Chain Framework for Shallow Landslide Susceptibility Mapping in Lake Sapanca Basin and its Vicinity, Turkey", Baltic Journal of Modern Computing, 10(2), 224-240. https://doi.org/10.22364/bjmc.2022.10.2.09. (Link)

Uluslararası Bildiriler

  1. Bilucan, F., Teke, A., Kavzoglu, T. (2022). "Susceptibility Mapping of Wildfires Using XGBoost, Random Forest and AdaBoost: A Case Study of Mediterranean Ecosystem", Mediterranean Geoscience Union Annual Meeting (MedGU 2022), 27-30 November 2022, Marrakesh, Morocco.
  2. Yilmaz, E. O., Teke, A., Kavzoglu, T. (2022). "Performance Evaluation of Depthwise Separable CNN and Random Forest Algorithms for Landslide Susceptibility Prediction", International Geoscience and Remote Sensing Symposium (IGARSS 2022), 17-22 July, Kuala Lumpur, Malaysia. (Link)
  3. Teke, A., Yilmaz, E. O., Kavzoglu, T. (2021). "Comparative Assessment of Deep Learning and Machine Learning Models in Shallow Landslide Susceptibility Zonation", International Symposium on Applied Geoinformatics (ISAG 2021), 2-3 December 2021, Riga, Latvia. (Link)
  4. Teke, A., Kavzoglu, T. (2021). "A Markov Chain Framework for Ensemble Conditioning Factor Selection in Landslide Susceptibility Zonation", International Symposium on Applied Geoinformatics (ISAG 2021), 2-3 December 2021, Riga, Latvia. (Link)
  5. Teke, A., Kavzoglu, T. (2021). "Determination of Effective Predisposing Factors Using Random Forest-Based Gini Index in Landslide Susceptibility Mapping", 2nd International Geoinformation Days, Mersin, Turkey, 5-6 May. (Link)
  6. Kavzoglu, T., Teke, A., Bilucan, F. (2020). "Effectiveness of Machine Learning Algorithms in Landslide Susceptibility Mapping: A Case Study of Trabzon Province, Turkey", The 41st Asian Conference on Remote Sensing (ACRS'2020), 9-11 November 2020, Deqinq, China. (Link)
  7. Kavzoglu, T., Bilucan, F., Teke, A. (2020). "Comparison of Support Vector Machines, Random Forest and Decision Tree Methods for Classification of Sentinel - 2A Image Using Different Band Combinations", The 41st Asian Conference on Remote Sensing (ACRS'2020), 9-11 November 2020, Deqinq, China. (Link)

Ulusal Bildiriler

  1. Bilucan, F., Teke, A., Kavzoglu, T. (2022). "Topluluk Tabanlı Makine Öğrenmesi Algoritmaları ile Orman Yangını Duyarlılık Haritalaması: Hatay Örneği", VIII. Uzaktan Algılama ve Coğrafi Bilgi Sistemleri Sempozyumu (UZAL-CBS 2022), 17-19 Kasım 2022, Ankara, Türkiye.

Tezler

  1. Teke, A. (2021) "Applications of Ensemble Learning Paradigm and Advanced Hyperparameter Optimization Techniques in Landslide Susceptibility Mapping", Gebze Technical University, Graduate School of Natural and Applied Sciences, Master's Thesis.
  • Doktora:
  • Yüksek lisans: Gebze Teknik Üniversitesi, Jeodezi ve Coğrafi Bilgi Teknolojileri (2020-2022)
  • Lisans: Karadeniz Teknik Üniversitesi, Harita Mühendisliği (2014-2019)