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Year: 2025 × Type: Review × Clear filters

3 results for “hyperparameter optimization”

Review Open Access An Overview of Biophilic Design Research with Ecological Consideration

Bekir Hüseyin Tekin, Tekin B

7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.28.001

This study presents a comprehensive overview of biophilic design research that incorporates ecological considerations, specifically focusing on energy efficiency, thermal comfort, and sustainability. While biophilic design has traditionally emphasized human we…

Review Open Access Building and Urban-Scale Energy Modeling: A Comparative Literature Review of Building Energy Modeling (BEM) and Urban Building Energy Modeling (UBEM)

Sevilay Akalp, Akalp S, Dilan Kakdaş Ateş, Kakdaş Ateş D

7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.60.001

Cities consume over two-thirds of the world’s energy and account for more than 70% of global CO₂ emissions. Given these negative impacts, cities are major contributors to climate change, one of the most pressing challenges of the 21st century. As dynamic organ…

Review Open Access Comparative Review of Machine Learning Methods in Revenue Forecasting

Ali Taghiyev, Taghiyev A, Özkan İnik, İnik Ö

International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.54.001

In this study, a classification problem is discussed to predict whether individuals' annual income levels are above $50,000. The UCI Adult Income Dataset, which is derived from the 1994 US Census (Census) data and is widely used in the field of machine learnin…