A Graph Machine Learning Approach for Classifying Museums Layouts Based on their Circulation Patterns and Gallery Experiences.
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This project aims to use graph machine learning to evaluate and classify museum layouts and experiences. By leveraging the structure and relationships within a museum’s most contributing elements, such as galleries and circulation. The project aims to identify patterns that give rise to different museum experiences. Graph-machine learning and namely graphSAGE frameworks for representation learning are employed.
The project initially studies and classifies the gallery spaces – or nodes – based on their connectivity. Then, through a more zoomed out lens, museoflow tries to establish a system of classifying museums as a whole.
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