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Analyzing Geological Sequences Using Markov Chains: A Statistical Approach

Explore Markov chains technique for analyzing geological data sequences through transition frequency matrices. Learn how to set up, test, and interpret transition matrices with worked examples.

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Analyzing Geological Sequences Using Markov Chains: A Statistical Approach

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Presentation Transcript

  1. Lec. 37 – Data Through Time / Sequences: Markov Chains

  2. Sequences and Transition Frequency Matrices

  3. Coding Geological Sequences

  4. Worked Example: Transition Frequency Matrix

  5. Worked Example: Transition Probability Matrix

  6. Worked Example: Result and Interpretation

  7. Testing The Transition Frequency Matrix: Setting up the Expected Random Transition Probability Matrix

  8. Testing The Transition Frequency Matrix: Converting to the Expected Random Transition Frequency Matrix

  9. Testing The Transition Frequency Matrix: Compare Observed and Expected Matrices

  10. Testing The Transition Frequency Matrix: Compare Calculated c2 to Critical c2

  11. Summary of c2 test for randomness in transition frequency matrix

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