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Chapter 13 Uncertainty

Chapter 13 Uncertainty

Chapter 13 Uncertainty. Review of probability theory Probabilistic reasoning Bayesian reasoning Bayesian Belief Networks (BBNs). Probability Theory.

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943 views • 69 slides
Stochastic Methods

Stochastic Methods

5. Stochastic Methods. 5.0 Introduction 5.1 The Elements of Counting 5.2 Elements of Probability Theory . 5.4 The Stochastic Approach to Uncertainty 5.4 Epilogue and References 5.5 Exercises. Note: The slides include Section 9.3.

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825 views • 69 slides
Chapter 13 Uncertainty

Chapter 13 Uncertainty

Chapter 13 Uncertainty. Review of probability theory Probabilistic reasoning Bayesian reasoning Bayesian Belief Networks (BBNs). Probability Theory.

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788 views • 69 slides
Stochastic Methods

Stochastic Methods

5. Stochastic Methods. 5.0 Introduction 5.1 The Elements of Counting 5.2 Elements of Probability Theory . 5.4 The Stochastic Approach to Uncertainty 5.4 Epilogue and References 5.5 Exercises. Note: The slides include Section 9.3.

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752 views • 69 slides
Statistical Learning (From data to distributions)

Statistical Learning (From data to distributions)

Statistical Learning (From data to distributions) . Agenda. Learning a discrete probability distribution from data Maximum likelihood estimation (MLE) Maximum a posteriori (MAP) estimation. Motivation.

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739 views • 65 slides
Statistical Learning (From data to distributions)

Statistical Learning (From data to distributions)

Statistical Learning (From data to distributions) . Agenda. Learning a discrete probability distribution from data Maximum likelihood estimation (MLE) Maximum a posteriori (MAP) estimation. Motivation. Agent has made observations ( data ) Now must make sense of it ( hypotheses )

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745 views • 62 slides
Probability

Probability

Probability. Random Experiment. Say I take a coin and flip it in the air and let it fall on the ground . I might be interested in which side of the coin is face up. The most basic outcomes on the coin are heads or tails.

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445 views • 31 slides
Below Average Above Average Above Average Average Above Average Average Above Average

Below Average Above Average Above Average Average Above Average Average Above Average

Categorical Data. Guests staying at Marada Inn were asked to rate the quality of their accommodations as being excellent , above average , average , below average , or poor . The ratings provided by a sample of 20 guests are:. Example: Marada Inn. Above Average Above Average

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799 views • 28 slides
Probability: Review

Probability: Review

Probability: Review. The state of the world is described using random variables Probabilities are defined over events Sets of world states characterized by propositions about random variables E.g., D 1 , D 2 : rolls of two dice P(D 1 > 2) P(D 1 + D 2 = 11) W is the state of the weather

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363 views • 28 slides

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