Graph Mining: Social Networks and Data Analysis

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Related lectures (54)

Social and Information Networks: Structure Log in to Mediaspace to watch this video

Explores the structure of social and information networks, focusing on giant components, clustering, tie formation, and network connectivity.

Block Pulled by a Spring Log in to Mediaspace to watch this video

Explores the dynamics of a block pulled by a spring under various conditions.

Data Warehouses: Introduction and Challenges Log in to Mediaspace to watch this video

Covers the introduction and challenges of data warehouses, including integrating data, managing metadata, and optimizing query performance.

Untitled Log in to Mediaspace to watch this video

Predicting Rainfall: Miniproject BIO-322 Log in to Mediaspace to watch this video

Introduces a miniproject where students predict rainfall in Pully using machine learning, focusing on reproducibility and code quality.

Regression Trees and Ensemble Methods in Machine Learning Log in to Mediaspace to watch this video

Discusses regression trees, ensemble methods, and their applications in predicting used car prices and stock returns.

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Introduction to Image Classification Log in to Mediaspace to watch this video

Covers image classification, clustering, and machine learning techniques like dimensionality reduction and reinforcement learning.

Topic Models: Latent Dirichlet Allocation Log in to Mediaspace to watch this video

Covers topic models, focusing on Latent Dirichlet Allocation, clustering, GMMs, Dirichlet distribution, LDA learning, and applications in digital humanities.

Big Data: Processing and Management Log in to Mediaspace to watch this video

Explores big data challenges, characteristics, declustering techniques, and failure management strategies in data processing and management.

Data Visualization: Techniques and Applications Log in to Mediaspace to watch this video

Explores data visualization techniques, design impact, and interactive applications for effective information communication.

Boltzmann Machine Log in to Mediaspace to watch this video

Covers the Boltzmann Machine, a type of stochastic recurrent neural network.

Clustering: Unsupervised Learning Log in to Mediaspace to watch this video

Covers clustering algorithms, evaluation methods, and practical applications in machine learning.

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