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114 results for “Decision Tree”

Research Article Open Access Comparative Risk Management Strategies in Urban Mega-Projects: Insights into Regulatory Frameworks and Digital Tools from the United Kingdom and Türkiye
Osman Hansu, Hansu O, Aydın Oğuz, Oğuz A
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.59.001

This study offers a comparative analysis of construction risk management practices in the United Kingdom (UK) and Türkiye, focusing on regulatory frameworks, technological integration, and practical methodologies. The UK, utilizing the Construction (Design and…

Research Article Open Access XAI-Powered Comparative Diabetes Prediction with XGBoost, SVM and Artificial Neural Networks
Furkan Sefa Demirci, Demirci F, Remzi Yıldırım, Yıldırım R
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.30.001

In this study, diabetes prediction was conducted using XGBoost, Support Vector Machines (SVM), and a Multilayer Artificial Neural Network (ANN). Attributes that cannot be biologically ‘0’ (e.g. glucose, BMI) were first marked as NaN. After filling the missing …

Research Article Open Access Intrusion detection system using Optimized Machine Learning Algorithms for cyberattacks in the Internet of Vehicles (IoV)
Mamadou Korka Diallo, Diallo M, Oğuzhan Karahan, Karahan O
Proceeding of the Cognitive Models and Artificial Intelligence Conference 2024 https://doi.org/10.36287/setsci.17.1.0013

The Internet of Vehicles (IoV) is a branch of the Internet of Things that deals with vehicle-to-vehicle communication and intelligent transport systems (ITS). But this connection is not without consequences, because the more a system exchanges information, the…

Research Article Open Access ELECTRA ve XLNET Modellerini Kullanarak X Verilerinden İntihara Meyilli İçerikleri Tespit Etme
Tolga Aydın, Aydın T, Muhammet Coşkun Irmak, Irmak M
Cognitive Models and Artificial Intelligence Conference 2023 https://doi.org/10.36287/setsci.6.1.019

İntihar konusu, birçok farklı disiplin tarafından incelenen ve tarihin her döneminde karşılaşılan bir konu olmuştur. Teknolojinin gelişimi ve akıllı telefonların her yerde bulunması sebebiyle, kullanıcılar, özellikle çevrimiçi sosyal platformlar aracılığıyla d…

Research Article Open Access Predictive Analytics for Regulatory Risk in Open Finance: A Data-Driven Framework
Madhu Thota, Thota M, Tuncay Bayrak, Bayrak T
International Conference on Open Finance 2025 https://doi.org/10.36287/setsci.24.4.030

The emergence of Open Finance is reshaping the global financial landscape by enabling greater data accessibility, interoperability, and innovation. However, this expanded connectivity introduces new layers of regulatory complexity, raising urgent concerns rega…

Research Article Open Access Balkan Ülkelerinin LPI Değerlerinin Değerlendirilmesi
Çağatay Karaköy, Karaköy Ç, Umur Ölmez, Ölmez U
4th International Symposium on Innovative Approaches in Social, Human and Administrative Sciences 2019 https://doi.org/10.36287/setsci.4.8.031

Lojistik performans endeksleri (LPI) dünya bankası tarafından her iki yılda bir ülkelere yapılan anketler sonucunda yayınlanmaktadır. LPI’leri 1 ile 5 arasında değerler alarak, skoru beşe yakın olan ülkenin performansının diğerlerine göre daha yüksek olduğunu …

Research Article Open Access Supplier Selection Application with Fuzzy AHP in Machine Manufacturing Factory
Tülay Korkusuz Polat, Korkusuz Polat T, Özgenur Kaçmaz, Kaçmaz Ö
4th International Symposium on Innovative Approaches in Engineering and Natural Sciences 2019 https://doi.org/10.36287/setsci.4.6.017

In the manufacturing sector, as in other sectors, it is very important to be able to calculate the cost of the product and therefore to work towards reducing the cost. When calculating the cost of the product, perhaps one of the most important items is the cos…

Research Article Open Access Internet of Things and Agricultural Applications
Ali Çaylı, Çaylı A
3rd International Symposium on Innovative Approaches in Scientific Studies (Engineering and Natural Sciences) 2019

The increasing world population has increased the demand for food. Many threats such as agricultural land use, environmental impacts, global warming and drought risks necessitate industrialization of agricultural production and optimum utilization of existing …

Research Article Open Access Otel Çalışanlarının Sahip Oldukları Ruminatif Düşünce Tarzı ve Örgütsel Dışlanmalarının İşten Ayrılma Niyetleri Üzerine Etkisi
Nuray Türkoğlu, Türkoğlu N, Ali Dalgıç, Dalgıç A
2nd International Symposium on Innovative Approaches in Scientific Studies 2018

Otel işletmelerinde hizmet alan ve verenin insan olmasından dolayı etkin iletişim ve etkileşim önemlidir. Otel çalışanlarının kaliteli hizmet sunabilmeleri için psikolojik açıdan iyi oluş halleri önemli unsurlardan birisidir. Çalışanların hizmet odaklı çalış…

Research Article Open Access Determination of Dimensions in Wooden Reel Production: A Decision Support Model
Erkan Sami Kökten, Kökten E, Çağrı Sel, Sel Ç
Ist International Symposium on Innovative Approaches in Scientific Studies 2018

Wooden reels are wood-based products used in products requiring winding up such as cable, rope, plastic hose. Wooden reels are usually produced in diameters ranging from 40 to 320 cm and mostly from Turkish red pine (Pinus brutia) and black pine (Pinus nigra) …

Research Article Open Access Material Selection for an Optimized Fin Geometry Through Longitudinal Perforations by Using Analytical Hierarchy Process
Erman K. Öztekin, Öztekin E, Erdem Cüce, Cüce E
International Symposium on Multidisciplinary Studies and Innovative Technologies 2017

Fins are basic structures which can be easily added to many engineering designs to improve heat transfer from hot surfaces. The addition of a fin to a particular heated surface can significantly increase the cooling at no extra cost. In some cases, standard fi…

Research Article Open Access Visualizing Pedestrian Perception: Eye-Tracking Analysis for Walkable Urban Environments
Mahzerin Sultana, Sultana M, Shuva Chowdhury, Chowdhury S, Balakrishna Gokaraju, Gokaraju B, Raymond C. Tesiero, Tesiero R, Md Fahim Shahriar, Shahriar M
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.36.001

Understanding pedestrian perception is essential for designing walkable and inclusive urban environments. This study employs real-world eye-tracking to investigate how pedestrians visually engage with urban streetscapes during everyday navigation. Using wearab…

Research Article Open Access Kentsel Boşluklarda Mikro Dönüşüm: Kaos Bahçeciliği
Başak Aytatlı, Aytatlı B, Ali Can Kuzulugil, Kuzulugil A
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.123.001

Küresel ölçekte hızla artan kentleşme, doğal ekosistemlerin parçalanmasına ve kent içi yeşil alanların azalmasına yol açarak hem çevresel hem de sosyal sürdürülebilirlik açısından ciddi sorunlara neden olmaktadır. Özellikle küçük ölçekte planlanmamış kentsel b…

Research Article Open Access Bitki Hastalıklarını Tespit Eden Görüntü İşleme Sistemli Mobil Uygulama
Yiğitcan Soylu, Soylu Y, Mustafa Altıok, Altıok M
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.43.001

Bitkilerde hastalıkların erken teşhisi, tarımsal verimliliğin artırılması ve ürün kayıplarının önlenmesi açısından büyük öneme sahiptir. Bu çalışmada, tarımsal üretimde önemli kayıplara yol açan bitki yaprak hastalıklarının erken teşhisine yönelik bir yapay ze…

Research Article Open Access Energy Loss and Panel Fault Detection in Solar photovoltaic Systems Using Extreme Gradient Boosting algorithm
Fatma Zehra Kardas, Kardas F, Adem Atmaca, Atmaca A
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.59.001

Solar photovoltaic (PV) systems are widely adopted for sustainable energy production; however, physical defects such as glass breakage significantly reduce panel efficiency and system output. In this study, a real-world case analysis was conducted on a 1003 kW…

Research Article Open Access Prediction of Recurrence of Differentiated Thyroid Cancer with Hybrid SMOTE-Stacking Model
Erkan Akkur, Akkur E, Serkan Cizmecioğulları, Cizmecioğulları S, Ahmet Cankat Öztürk, Öztürk A
International Trend of Tech Symposium 2024 https://doi.org/10.36287/setsci.21.6.033

Differentiated thyroid cancer (DTC) is the most frequent form of thyroid cancer. Although this type of cancer shows a favourable prognosis, the risk of recurrence remains a critical concern. Early and accurate prediction of the risk of recurrence is essential …

Research Article Open Access Kentlerde Yapı Yüzeylerinin Bitkilendirilmesinin Kent Mikro İklimine Etkisi
Neslihan Demircan, Demircan N, Gülbanu Sümeyye Çubukçu, Çubukçu G, Halime Bayburtlu, Bayburtlu H, Süleyman Toy, Toy S
6th International Symposium on Innovation in Architecture, Planning and Design 2024 https://doi.org/10.36287/setsci.20.19.145

Dünya nüfusunun yaklaşık olarak yarısı kentlerde yaşamaktadır ve bu oran geçmişten günümüze artış göstermektedir. Artan bu kent nüfusu, yoğun ve düzensiz yapılaşmayı beraberinde getirmiş ve yeşil alanların yok olmasına, dolayısıyla kentsel ısı adası etkisi, ha…

Research Article Open Access Face Mask Detection Using Deep Learning For Public Places
Asmaallah FALLAHA, FALLAHA A, Mohamad Taj Eddin ASHOUR, ASHOUR M, Dala KRAYEM, KRAYEM D, Saed ALQARALEH, ALQARALEH S
Proceedings of the 6th International Symposium on Innovative Approaches in Smart Technologies 2022 https://doi.org/10.36287/setsci.5.2.004

Over the past century, before and after the pandemic of COVID-19, workers in multiple sectors, such as medical, chemical, and nuclear, have been required to wear face masks during duties. However, physical 24/7 supervision is nearly impossible in public places…

Research Article Open Access CNN Hyperparameters Optimization Using Random Search For Image Classification
Dala KRAYEM, KRAYEM D, Asmaallah FALLAHA, FALLAHA A, Mohamad Taj Eddin ASHOUR, ASHOUR M, Saed ALQARALEH, ALQARALEH S
Proceedings of the 6th International Symposium on Innovative Approaches in Smart Technologies 2022 https://doi.org/10.36287/setsci.5.2.007

In the last decade, deep learning in general and Convolutional Neural Networks (CNN) have achieved a human level and outstanding performance in almost all computer-based systems such as classification(text, images, and videos). Building an efficient CNN archit…

Research Article Open Access Distribution, Biology, Ecology and Control Mechanisms of Halyomorpha Halys Stål in Batumi (Georgia)
Guguli Dumbadze, Dumbadze G, Temel Gokturk , Gokturk  T, Lali Jgenti, Jgenti L, Natia Chelidze, Chelidze N
4th International Symposium on Innovative Approaches in Engineering and Natural Sciences 2019 https://doi.org/10.36287/setsci.4.6.152

The brown marmorated stink bug (Halyomorpha halys   Stål) is the invasive, polyphagous pest which was first reported in Georgia in 2015. In 2016, the bugs destroyed a significant portion of the hazelnut harvest in western Georgia. 2017 was even more devastatin…

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