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Copulas: Properties and Applications
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Related lectures (54)
Review Session: Module 1
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Introduces inferential statistics, covering sampling, central tendency, dispersion, histograms, z-scores, and the normal distribution.
Binomial and Poisson Mass Functions
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Explores binomial and Poisson mass functions, calculating probabilities and discussing distribution functions of random variables.
Dimensionality Reduction: Curse of Dimensionality
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Explores the curse of dimensionality, variable selection methods, coefficient of determination, and limitations of filtering techniques.
Statistical Analysis: Hypothesis Testing and Distribution Models
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Covers statistical analysis techniques, hypothesis testing, and distribution models using R software.
Probability Laws: Random Variables
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Covers the definition of probability laws for random variables and examples of discrete and continuous variables.
Expectation Maximization: Learning Parameters
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Covers the Expectation Maximization algorithm for learning parameters and dealing with unknown variables.
Data Analysis Techniques: Amplitude Shift Keying and Graphical Methods
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Covers amplitude shift keying and various data analysis techniques using Jupyter Notebooks.
Gaussian Mixture Models & Noisy Signals
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Explores Gaussian mixture models and denoising noisy signals using a probabilistic approach.
Correlation: Advanced Satellite Positioning
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Covers the concept of correlation in the context of advanced satellite positioning.
Properties of Time-Frequency Domain Signals
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Covers the main properties of time-frequency domain signals and their limitations.
Poisson Process: Density Theory and Applications
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Explores Poisson processes, joint density, independence of events, and likelihood estimation.
GPS Signal Spreading: Overview
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Covers GPS signal spreading techniques and Signal in Space construction.
Portfolio Optimization: Risk and Return
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Explores the tradeoff between risk and return in portfolios, the benefits of diversification, and the impact of correlation on portfolio risk.
Estimating R
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Covers the estimation of R, including the continuity theorem and limit laws for random variables.
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