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Fouad Sabry

Cumulative Distribution Function

1: Cumulative Distribution Function — Introduces the CDF and its foundational role in probability.

2: Cauchy Distribution — Examines this key probability distribution and its applications.

3: Expected Value — Discusses the concept of expected outcomes in statistical processes.

4: Random Variable — Explores the role of random variables in probabilistic models.

5: Independence (Probability Theory) — Analyzes independent events and their significance.

6: Central Limit Theorem — Details this fundamental theorem’s impact on data approximation.

7: Probability Density Function — Outlines the PDF and its link to continuous distributions.

8: Convergence of Random Variables — Explains convergence types and their importance in robotics.

9: MomentGenerating Function — Covers functions that summarize distribution characteristics.

10: ProbabilityGenerating Function — Introduces generating functions in probability.

11: Conditional Expectation — Examines expected values given certain known conditions.

12: Joint Probability Distribution — Describes the probability of multiple random events.

13: Lévy Distribution — Investigates this distribution and its relevance in robotics.

14: Renewal Theory — Explores theory critical to modeling repetitive events in robotics.

15: Dynkin System — Discusses this system’s role in probability structure.

16: Empirical Distribution Function — Looks at estimating distribution based on data.

17: Characteristic Function — Analyzes functions that capture distribution properties.

18: PiSystem — Reviews pisystems for constructing probability measures.

19: Probability Integral Transform — Introduces the transformation of random variables.

20: Proofs of Convergence of Random Variables — Provides proofs essential to robotics reliability.

21: Convolution of Probability Distributions — Explores combining distributions in robotics.
507 printed pages
Original publication
2024
Publication year
2024
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