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Related lectures (32)
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Network Analysis: Methods and Applications
Explores network analysis methods, operationalizing concepts, historical applications, and challenges in treating time within networks.
Social Network Analysis: Modularity Measure
Explores the computation of the modularity measure and betweenness centrality in graphs for community detection.
Nonparametric Network Summaries
Covers nonparametric network summaries, centrality measures, network modularity, and clustering coefficients.
Statistical Analysis of Network Data: Structures and Models
Explores statistical analysis of network data, covering graph structures, models, statistics, and sampling methods.
Fixed Points in Graph Theory
Focuses on fixed points in graph theory and their implications in algorithms and analysis.
Scale-Free Networks: Power Laws and Preferential Attachment
Explores scale-free networks, power laws, preferential attachment, and network assortativity.
Network Formation: Random Connection Models
Explores network formation through random connection models and node degree distribution.
Stochastic Blockmodel Estimation
Explores Stochastic Blockmodel estimation, spectral clustering, network modularity, Laplacian matrix, and k-means clustering.
Consensus Algorithms: Weight Assignment and Applications
Explores the design of graph weights for consensus and applications in sensor networks.
Link-based Ranking: Fundamentals and Algorithms
Covers the fundamentals and algorithms of link-based ranking, including anchor text indexing, PageRank, HITS, and practical implementations.