modularity
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Intrinsic Evaluation of Graph Embeddings: Assessing Clustering and Community Detection Performance
Abstract: This paper presents an intrinsic evaluation of some graph embedding techniques on clustering and community detection tasks. We analyze a diverse set of embedding methods, ranging from traditional techniques such as Laplacian eigenmaps to more recent approaches like graph autoencoders, high-order proximity preserved embedding (HOPE), and graph attention network (GAT), using two widely studied datasets, Cora and CiteSeer. Our evaluation relies on two main metrics: Silhouette score with respect to …
Published in International Journal of Algorithms Design and Analysis Review · Vol. 3, Issue 1, 2025 · pp. 40–48 Read article
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Flexibility and Inclusion: Designing Modern Office Workspaces
Abstract: The modern workplace is undergoing significant transformations, driven by the need for flexibility and inclusion to accommodate a diverse and dynamic workforce. This research paper explores the principles and practices of designing inclusive office spaces that are adaptable, accessible, and supportive of all employees, regardless of their physical abilities, cultural backgrounds, or personal needs. Through a comprehensive literature review, this study examines the evolution of office design, focusing on key …
Published in International Journal of Urban Design and Development · Vol. 2, Issue 2, 2024 · pp. 32–47 Read article