Publications
My publications and essays reflect my work across machine learning, time series analysis, stock market forecasting, computational social science, public-facing data writing, and broader questions around technology, politics, and society.
Academic publications
Türkiye’deki Açık Veri Kaynaklarına Genel Bakış ve Sosyal Bilimlerde Kullanımı: Ağaç Tabanlı Yapay Öğrenme Modelleriyle Seçim Sonuçlarını Etkileyen Ekonomik Göstergelerin Tahmini
A book chapter on open data sources in Turkey and the use of tree-based machine learning models for election-related social science research.
From Perceptions to Evidence: Detecting AI-Generated Content in Turkish News Media with a Fine-Tuned BERT Classifier
A preprint on measuring AI-generated content in Turkish news media using a fine-tuned Turkish BERT classifier.
Leveraging Ensemble and Hybrid Forecasting Tools to Increase Accuracy: Turkey COVID-19 Case Study
A forecasting study comparing ensemble and hybrid tools to improve prediction accuracy in a Turkey COVID-19 case study.
Forecasting Drought Phenomena Using a Statistical and Machine Learning-Based Analysis for the Central Anatolia Region, Turkey
A statistical and machine learning-based study on forecasting drought phenomena in Central Anatolia.
How to Teach Data Visualisation to Fresh Statisticians: A Case Study in Turkey
A case study on teaching data visualisation to undergraduate statistics students in Turkey.
turkeyelections: The Most Comprehensive Initial R Package Developed on Election Results in Turkey
An R package paper introducing turkeyelections, a comprehensive package for working with election results in Turkey.
Forecasting performance of machine learning, time series, and hybrid methods for low- and high-frequency time series
A comparative study of machine learning, classical time series, and hybrid methods across low- and high-frequency forecasting tasks.
The Conference Report of Why R? Turkey 2022: The First R Conference with Call for Papers in Turkey
A conference report documenting Why R? Turkey 2022, the first R conference with a call for papers in Turkey.
Evaluation of Reading Skills in the Context of Gender: An Analysis with PISA 2018 Data
A research report examining reading skills and gender differences using PISA 2018 data.
Conference Report of Why R? Turkey 2021
A conference report documenting Why R? Turkey 2021 and the growing R community in Turkey.
The impacts of COVID-19 lockdown on PM10 and SO2 concentrations and association with human mobility across Turkey
A study on how lockdown policies were associated with air pollution indicators and human mobility patterns across Turkey.
Prediction of Earthquake Magnitude and Direction in Kütahya and Muğla using Machine Learning Methods
A conference paper applying machine learning methods to predict earthquake magnitude and direction in Kütahya and Muğla.