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Prim's and Kruskal's AlgorithmsExplores Prim's and Kruskal's algorithms for finding minimum spanning trees in a graph, covering their correctness, implementation, and analysis.
Latent Tree LearningExplores latent tree learning, covering node properties, sibling relationships, and algorithmic structure.
Union-Find and Prim's AlgorithmIntroduces Union-Find data structure and Prim's algorithm for minimum spanning trees in graphs, exploring cuts and historical origins.
Hidden Markov Models: PrimerIntroduces Hidden Markov Models, explaining the basic problems and algorithms like Forward-Backward, Viterbi, and Baum-Welch, with a focus on Expectation-Maximization.
Nonlinear Truss System AnalysisExplores nonlinear truss system analysis, covering force-displacement responses, event-to-event principles, and solution algorithms.