2025-26 Spring
IOTA5505 · L01
GONG, Zijun · XING, Hong
3 Credits · Class #6125 · Reference Capacity 30
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COURSE
IOTA5505
Statistical Inference for Machine Learning and Signal Processing
Information Hub / Internet of Things · 3 Credits
This course introduces the fundamentals and advanced topics of statistics that cover multivariate distribution along with dimension-reduction techniques, concentration inequalities, performance metrics for statistical learning, and applications in statistical signal processing, including estimation theory and methods, detection theory and methods, and selected advanced algorithms such as Markov Chain Monte Carlo (MCMC) and expectation maximization (EM), etc.
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官方 Course Catalog
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3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of calculus and linear algebra, and any undergraduate first course in probability and statistics (for non-mathematical majors).
历史目录与其他学期
3 Credits
官方数据更新时间: 2026-08-28 05:35:00
背景: Basic knowledge of calculus and linear algebra, and any undergraduate first course in probability and statistics (for non-mathematical majors).
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of calculus and linear algebra, and any undergraduate first course in probability and statistics (for non-mathematical majors).
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of calculus and linear algebra, and any undergraduate first course in probability and statistics (for non-mathematical majors).
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of calculus and linear algebra, and any undergraduate first course in probability and statistics (for non-mathematical majors).
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of calculus and linear algebra, and any undergraduate first course in probability and statistics (for non-mathematical majors).
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of calculus and linear algebra, and any undergraduate first course in probability and statistics (for non-mathematical majors).
3 Credits
官方数据更新时间: 2026-08-06 14:55:26
背景: Basic knowledge of calculus and linear algebra, and any undergraduate first course in probability and statistics (for non-mathematical majors).