Statistical Physics of Clusters

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Related lectures (45)

Graph Coloring: Theory and Applications Log in to Mediaspace to watch this video

Covers the theory and applications of graph coloring, focusing on disassortative stochastic block models and planted coloring.

Cluster Complexity Analysis Log in to Mediaspace to watch this video

Covers the analysis of cluster complexity in random graph coloring.

Entropy and the Second Law of Thermodynamics Log in to Mediaspace to watch this video

Covers entropy, its definition, and its implications in thermodynamics.

K-means Algorithm Log in to Mediaspace to watch this video

Covers the K-means algorithm for clustering data samples into k classes without labels, aiming to minimize the loss function.

Statistical Definition of Entropy: Adatoms and Mixing Log in to Mediaspace to watch this video

Explores the statistical definition of entropy, adatoms on a surface, and mixing in a solid solution.

Clustering: Hierarchical and K-means Methods Log in to Mediaspace to watch this video

Introduces hierarchical and k-means clustering methods, discussing construction approaches, linkage functions, Ward's method, the Lloyd algorithm, and k-means++.

Graph Coloring: Theory and Applications Log in to Mediaspace to watch this video

Explores graph coloring theory, spectral clustering, community detection, and network structures.

LabVIEW: Display and DAQ Log in to Mediaspace to watch this video

Covers LabVIEW programming for data acquisition and display, including LabVIEW sound and visualization.

Statistical Analysis of Network Data: Structures and Models Log in to Mediaspace to watch this video

Explores statistical analysis of network data, covering graph structures, models, statistics, and sampling methods.

Unsupervised Learning: Dimensionality Reduction and Clustering Log in to Mediaspace to watch this video

Covers unsupervised learning, focusing on dimensionality reduction and clustering, explaining how it helps find patterns in data without labels.

Entropy, Irreversible Transformations, Examples Log in to Mediaspace to watch this video

Explores irreversible transformations, entropy change, and the irreversibility of real machines compared to the Carnot cycle.

Classical Laminate Theory: Analysis & Equilibrium Log in to Mediaspace to watch this video

Covers the Classical Laminate Theory and its analysis of displacements, strains, stresses, and equilibrium in laminated composites.

Graphs: BFS Log in to Mediaspace to watch this video

Introduces elementary graph algorithms, focusing on Breadth-First Search and Depth-First Search.

Dynamical System Theory: Bifurcations Log in to Mediaspace to watch this video

Covers the topic of bifurcations in dynamical system theory, focusing on the pitchfork bifurcation.

Mechanics: Introduction and Calculus Log in to Mediaspace to watch this video

Introduces mechanics, differential and vector calculus, and historical perspectives from Aristotle to Newton.

Static Determinacy in Structural Mechanics Log in to Mediaspace to watch this video

Covers equilibrium, free body diagrams, and determinate systems in structural mechanics.

Conceptual Quiz and Discussion Log in to Mediaspace to watch this video

Covers conceptual questions on change of variables, functions, derivatives, integration, and potential energy.

Cluster entropy computation Log in to Mediaspace to watch this video

Explains the computation of cluster entropy and the significance of sigma of s in the equation.

Statics and Rotations Log in to Mediaspace to watch this video

Covers the equilibrium in statics and rotations, emphasizing the importance of balancing forces and moments for objects to remain still.

Pool Boiling II: Gibbs Free Energy Analysis Log in to Mediaspace to watch this video

Explores pool boiling phenomena, focusing on Gibbs free energy analysis and bubble departure timescales.

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