Probability Theory with Actuarial Applications 11CBSA8KJN
| URI | m2://res/11CBSA8KJN |
|---|---|
| Kind | course |
| Creators | Neelesh S. Upadhye (instructor) |
| Date | 2026-09-03 |
| Scope | in |
| Ids | course 03v0r5n49:111106929 |
Expressions
e1: edition
| Language | en |
|---|---|
| Date | 2026-09-03 |
- m1: page, IIT Madras (record). nptel 111106929
- m2: page, 2026-09-03 (record). nptel 111106929
Contents
- part 1: Week 1
- session 1: W1_L1_The Language of Risk
- session 2: W1_L2_The Art of Counting Combinatorics
- session 3: W1_L3_Updating Beliefs Conditional Probability
- session 4: W1_L4_Bayes' Theorem The Update Tool
- session 5: W1_L5_Independence The Free Pass
- part 2: Week 2
- session 6: W2_L1_From Events to Numbers (Discrete RVs & PMF)
- session 7: W2_L2_The Continuous World (Continuous RVs & PDF)
- session 8: W2_L3_The "Grand Unifier'' (Cumulative Distribution Function)
- session 9: W2_L4_The "Center of Gravity'' (Expected Value)
- session 10: W2_L5_Functions of an RV (The Actuarial Toolkit)
- part 3: Week 3
- session 11: W3_L1_The "Yes/No'' World (Bernoulli & Binomial)
- session 12: W3_L2_The "Claim Count'' Model (Poisson)
- session 13: W3_L3_The "Waiting Time'' Model (Exponential)
- session 14: W3_L4_The "Flexible'' Model (Gamma)
- session 15: W3_L5_The "Everywhere" Model (Normal Distribution)
- part 4: Week 4
- session 16: W4_L1_Joint Distributions (Discrete PMF)
- session 17: W4_L2_Joint Distributions (Continuous PDF)
- session 18: W4_L3_Independence & Conditional Distributions
- session 19: W4_L4_Covariance (Measuring Linear Relationship)
- session 20: W4_L5_Correlation & Variance of Sums
- part 5: Week 5
- session 21: W5_L1_The "1D'' Transformation (The CDF Method)
- session 22: W5_L2_The "1D'' Shortcut (Change of Variable)
- session 23: W5_L3_The "2D'' Transformation (The Jacobian Method)
- session 24: W5_L4_The "Aggregate Loss'' Transformation (Convolution)
- session 25: W5_L5_The "Extreme Loss'' (Order Statistics)
- part 6: Week 6
- session 26: W6_L1_Conditional Expectation
- session 27: W6_L2_The "Tower Property'' (Law of Total Expectation)
- session 28: W6_L3_The Law of Total Variance (Eve's Law)
- session 29: W6_L4_Conditioning Drills (Mixed Distributions)
- session 30: W6_L5_Review (Compound vs. Mixed Models)
- part 7: Week 7
- session 31: W7_L1_The "Magic Tool'' (Moment-Generating Function)
- session 32: W7_L2_The MGF "Lookup Table''
- session 33: W7_L3_The "Payoff'' (MGF of Independent Sums)
- session 34: W7_L4_Advanced Tools (CGFs & Compound Sum MGF)
- session 35: W7_L5_Week 7 Review & Capstone Drill)
- part 8: Week 8
- session 36: W8_L1_The Problem of "Tails" (Why We Need Bounds)
- session 37: W8_L2_The "Better'' Bound (Chebyshev's Inequality)
- session 38: W8_L3_The Law of Large Numbers (LLN)
- session 39: W8_L4_Other Inequalities (One-Sided Chebyshev & Jensen's)
- session 40: W8_L5_Week 8 Review & Drills
- part 9: Week 9
- session 41: W9_L1_The Central Limit Theorem (CLT)
- session 42: W9_L2_CLT Drills (Aggregate Loss Problems)
- session 43: W9_L3_The Continuity Correction
- session 44: W9_L4_Capstone Drill (CLT for Aggregate Losses)
- session 45: W9_L5_The Approximation ``Decision Tree''
- part 10: Week 10
- session 46: W10_L1_The "Language'' of Insurance Models
- session 47: W10_L2_Policy Feature 1 (Deductibles)
- session 48: W10_L3_Policy Feature 2 (Policy Limits)
- session 49: W10_L4_Capstone (Pricing a ``Policy Layer'')
- session 50: W10_L5_Review & Introduction to Stop-Loss
- part 11: Week 11
- session 51: W11_L1_The "Master Formula" for Expected Aggregate Loss
- session 52: W11_L2_The "Master Algorithm" for Var(S)
- session 53: W11_L3_Finding Severity Moments E[Y^2] and Var(Y)
- session 54: W11_L4_The "Master Algorithm'' Drill
- session 55: W11_L5_Week 11 Review & Capstone Drills
- part 12: Week 12
- session 56: W12_L1_''The Big Picture'' Review (Part 1: The Toolkit)
- session 57: W12_L2_''The Big Picture'' Review (Part 2: The Models)
- session 58: W12_L3_Mock Exam Review (Part 1: Q1--10)
- session 59: W12_L4_Mock Exam Review (Part 2: Q11--20)
- session 60: W12_L5_Mock Exam Review (Part 3: Q21--30)
Catalogue records
- nptel: 111106929 (manifestation)
- nptel_video: 111106929 (manifestation)