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Başbuğ Erkan, Berna Burçak (77)
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Recent Submissions

A Novel Framework for Next Word Prediction Using Long-Short Term Memory Networks Deveci, Ali; Erkan, Mehmet Ali; Medeni, Ihsan Tolga; Medeni, Tunç Durmuş (2026-01-01) Natural Language Processing (NLP) has become a cornerstone in various fields, revolutionizing how machines interpret and process human language. Among its diverse applications, next-word prediction emerges as a highly prac...
Robust Modeling of Global Temperature Anomalies (1850–2024) Atar, Gizem; Purutçuoğlu Gazi, Vilda; Erkuş, Ekin Can; Bursalı, Ahmet (2026-01-01) Global climate change is reflected in persistent shifts in temperature anomalies, which create challenges for detection and modeling that need to be addressed. A key methodological gap arises in the reliable analysis of lo...
TurkishLegalBench: A Comprehensive Multi-Task Benchmark Suite for Turkish Legal NLP Erkan, Mehmet Ali; Yozgatlıgil, Ceylan (2026) TurkishLegalBench is a large-scale, multi-task benchmark suite specifically designed for Natural Language Processing (NLP) in the Turkish legal domain. The dataset consists of 38,009 authentic legal documents curated from ...
Revealing Cyclic Dynamics in Electricity Consumption: A Hybrid Feature-Based Clustering Framework Karakaya, Şule Şevval; Purutçuoğlu Gazi, Vilda; Bursalı, Ahmet; Erkuş, Ekin Can (2026-01-01) The rapid growth of smart metering and sensing systems generates vast amounts of electricity consumption data that providers must analyse carefully to manage resources and costs effectively. This study presents a novel clu...
Data Mining on the Fundamental Factors Influencing Mathematics Achievement: Traditional and Modern Perspectives Koca, Burcu; Gökalp Yavuz, Fulya (2025-12-01) Assessing achievement is a complex task due to its dependence on multiple factors and the hierarchical structure of educational data, yet surveys like TIMSS offer valuable insights into its determining factors like student...
The impact of changes in breast density over time on breast cancer risk Kulturoglu, Mahmut Onur; Aydin, Ferit; Sagdic, Mehmet Furkan; Aslan, Fatih; Oflaz, Zarina; Danisman, Furkan Berk; Kalaylıoğlu Akyıldız, Zeynep Işıl; Dogan, Lutfi (2025-12-01) Mammographic density is not static; instead, it is influenced by a range of factors, including age, number of births, hormone use, and menopause. The current study aims to evaluate the association between both baseline bre...
6 February 2023 Kahramanmaras Earthquakes: Developing data policies for times of crisis facilitated by open science Başbuğ Erkan, Berna Burçak (2025-11-11)
Innovative Approaches to High-Energy Gamma Particle Classification: A Coevolutionary Artificial Neural Network for Cherenkov Telescopes Deveci, Ali; Erkan, Mehmet Ali; Medeni, İhsan Tolga; Medeni, Tunç Durmuş (2025-10-30) This study addresses the challenges in analyzing data from a ground-based atmospheric Cherenkov gamma telescope, aiming to simulate and observe high-energy gamma particles. Notable challenges include differentiating sign...
From Guidance to Practice Implementing Open Science Data Policies in Crisis Situations Başbuğ Erkan, Berna Burçak (2025-10-16)
Disaster Data Sharing, Warning and Informing Başbuğ Erkan, Berna Burçak (2025-10-16)
The relationship between recreational cannabis use, psychotic-like experiences, and the salience network in adolescent and young adult twins Atmaca-Turan, Hande; Şahin-Çevik, Didenur; Çakar, Serenay; Gökalp Yavuz, Fulya; van den Heuvel, Martijn; Rijsdijk, Fruhling; Filbey, Francesca; Toulopoulou, Timothea (2025-10-07) BACKGROUND: The use of cannabis in adolescence and early adulthood, critical phases for brain development, is linked to psychotic-like experiences (PLEs). The underlying mechanisms, however, remain unclear. This research e...
Hybrid Mixed-Effect Diffusion model (H-MED) for longitudinal air quality analysis Tanrıverdi, İrem; Yozgatlıgil, Ceylan (2025-10-01) Air pollution poses severe threats to global public health and environmental sustainability, with complex spatio-temporal dynamics. Traditional air quality models face limitations in capturing longitudinal dependencies and...
Income Classification Benchmark: From R (Academic Study) to Python (ML Pipeline) Erkan, Mehmet Ali (2025-10-01) The primary aim of this research is to construct a robust machine learning pipeline for income classification, predicting whether an individual earns above $50K based on demographic attributes such as work class, education...
Case Study 2: Interoperability in Action: Data Policies for Earthquakes A technical deep dive into data sharing for rapid-onset geological hazards Başbuğ Erkan, Berna Burçak (2025-09-11)
Data Policy for Times of Crisis Facilitated by Open Science Başbuğ Erkan, Berna Burçak (2025-07-16)
February 6, 2023 Kahramanmaraş Earthquakes & Follow-up Başbuğ Erkan, Berna Burçak; Comfort, Louise (2025-07-16)
The Need for Data Policies in Times of Crisis Facilitated by Open Science: Science, Ethics and Real World Experience Başbuğ Erkan, Berna Burçak (2025-06-04)
6 February 2023 Kahramanmaras Earthquakes Başbuğ Erkan, Berna Burçak (2025-05-21)
Türkiye ve Dünyada Afet Risk Yönetimi Başbuğ Erkan, Berna Burçak (2025-04-28)
Data Policy for Times of Crisis Facilitated by Open Science Başbuğ Erkan, Berna Burçak (2025-04-23)

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