Infomap Algorithm
What is Infomap Algorithm? The Infomap Algorithm is a powerful method used for community detection in complexnetworks. It is based on principles from information theory, particularly the idea of compressing…
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Data Science
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Walktrap Algorithm
What is Walktrap Algorithm? The Walktrap Algorithm is a community detection technique used in network analysis to identify clusters (or communities) within a graph. It is based on the principle…
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LightGBM Algorithm
What is LightGBM Algorithm? LightGBM (Light Gradient Boosting Machine) is a high-performance, distributed, and efficient implementation of the Gradient Boosting Decision Tree (GBDT) framework developed by Microsoft. It is designed…
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CatBoost Algorithm
What is CatBoost Algorithm? CatBoost (Categorical Boosting) is a gradient boosting algorithm developed by Yandex. It is specifically designed to handle categorical features efficiently and automatically, without requiring extensive preprocessing…
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Louvain Algorithm
Community detection is one of the most important problems in network science: given a graph, how do we find groups of nodes that are more densely connected to each other…
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Label Propagation Algorithm
What is Label Propagation Algorithm? Label Propagation Algorithm (LPA or LAP) is a simple, fast, and intuitive semi-supervised (and unsupervised) graph-based method for community detection and label inference on graphs.…
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Gradient Boosting Algorithm
Gradient Boosting is one of those rare ideas in machine learning that’s both simple at its core and remarkably powerful in practice. From credit scoring and click-through prediction to anomaly…
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