Browsing by Author "Lassem, Nima Kamali"
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Item Open Access Capitalizing the predictive potential of machine learning to detect various fire types using NASA's MODIS satellite data for the mediterranean basin(Association for Computing Machinery, 2024-01-22) Lassem, Nima Kamali; Gaafar, Obai Mohamed Hisham Abdelmohsen ; Ali, Seyid AmjadThis study investigates the realm of machine learning for the classification of different fire types using NASA's FIRMS MODIS satellite data for the Mediterranean basin. Concentrating on the Mediterranean basin and utilizing data spanning from 2019 to 2021 for model training, XGBoost and Random Forest models were subsequently validated for the 2022 data. The findings distinctly illustrate XGBoost's superior predictive precision as compared to Random Forest by showcasing an impressive overall F1 score surpassing 95% and 84% macro F1 score across various fire types. This study emphasizes the prospect of machine learning to improve worldwide wildfire monitoring and response by providing exact, real-time fire type forecasts.Item Restricted Is authoritarian modernization effective? a case study of socio-political divergence between Türkiye and Iran as a consequence of the twentieth-century modernization movement(Bilkent University, 2024) Hamidova, Ayan; Lassem, Nima Kamali; Shadurdyyeva, Leyli; Shukurzade, MuradSince the beginning of the twentieth century, Mustafa Kemal Atatürk and Reza Shah led their nations, Türkiye and Iran, through unstable periods, in means of establishing the modernized Turkish Republic and the Pahlavi dynasty in Iran. This paper discusses the major factors that led to the distinctive pathways of the two countries throughout their history of modernization. Both leaders implemented the patterns based on their politically strategic campaigns, which were mainly under the concepts of secularism, nationalism, and revolutionism. However, Atatürk's additional focus on the interests of the population to gain support for the republic contrasted with Reza Shah's more strictly authoritarian methods, leading to differing outcomes. Distinctive religious sects, Sunnism in Türkiye and Shiasm in Iran influenced the two nations’ reaction to the political reforms. Although Türkiye and Iran followed a similar pattern of diplomatic treaties, the latter experienced obstacles, slowing the pursuit of authoritarian modernization. Thus, differing strategies of regimes, religion, and diplomatic relations, as well as the structural environments based on the history of the two states, diverged Türkiye and Iran in their paths of modernization, in which Türkiye succeeded under Mustafa Kemal Atatürk's leadership, while Reza Shah’s efforts for Iran failed.