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outline |
notes |
| Chap 1 |
Measure and integration theory |
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| §01 |
Measure theory |
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le01, le02
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| §02 |
Integration theory |
|
le03, le04, le05 |
| §03 |
Measures with density |
|
le06 |
| §04 |
Measures on product spaces |
|
le07, le08 |
| Chap 2 |
Conditional expectation |
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| §05 |
Discretely or continuously distributed random
variables |
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| §06 |
Positive numerical random variables |
|
le09, le10 |
| §07 |
Integrable random variables |
|
le11 |
| §08 |
Bayesian approach |
|
le12 |
| Chap 3 |
Stochastic processes and stopping times |
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| §09 |
Stochastic processes |
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| §10 |
Stopping times |
|
le13 |
| Chap 4 |
Martingale theory |
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| §11 |
Positive (super-)martingale |
|
le14, le15 |
| §12 |
Integrable (sub-,super-)martingale |
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| §13 |
Regular integrable martingale |
|
le16 |
| §14 |
Regular stopping time for an integrable martingale |
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le17 |
| §15 |
Regular integrable submartingale |
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| §16 |
Doob decomposition and square variation |
|
le18 |
| Chap 5 |
Markov chains |
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| §17 |
Markov chains |
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le19 |
| §18 |
Recurrence und transience |
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| §19 |
Invariant distribution |
|
le20, le21 |
| Chap 6 |
Ergodic theory |
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| §20 |
Stationary and ergodic processes |
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le22
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| §21 |
Ergodic theorems |
|
le23
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| Chap 7 |
Exponential inequalities |
Chap 1-7 |
(2026/07/13) |
| §22 |
Exponential inequalities |
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le24
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