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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Machine Learning
13 posts
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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Superpixel Segmentation (SLIC) Algorithm
What is Superpixel Segmentation (SLIC) ? Superpixel segmentation is a fundamental concept in computer vision that aims to group pixels into perceptually meaningful atomic regions called superpixels. Instead of processing…
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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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Girvan–Newman Algorithm
What is the Girvan–Newman Algorithm? The Girvan–Newman (GN) algorithm is a classic community detection method for networks (graphs). It identifies clusters (communities) by iteratively removing edges that act as “bridges”…
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Top 10 Research Areas in Natural Language Processing (NLP)
Natural Language Processing (NLP) is one of the most dynamic fields in artificial intelligence, driving breakthroughs in communication between humans and machines. This blog explores the Top 10 Research Areas…
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