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Gap to Capacity of Finite Length Polar Codes

Talkat Coding: From Practice to Theory · 2015-02-19..02-24· [machine-learning]
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Extends finite-length polar scaling from binary to q-ary channels and gives a concrete numerical method: compute a concave upper bound on the information-combining map G via concave minimization over the simplex, show QSC channels nearly attain the extremum for q=3, and derive a scaling exponent bound mu ≈ 6.5 for ternary polar codes. Uses Bhattacharyya-style martingale arguments and numerical convex optimization; encoding/decoding remains O(n log n) and the bound improves with the concave upper bound on G.

AI-written summary · about

  1. 0:00Start
  2. 0:59Problem Definition
  3. 1:59Blocklength Scaling of Binary Polar Codes
  4. 3:19How can we generalize / improve results?
  5. 5:29Polar codes, Decoding
  6. 7:26Analysis of Polarization (CONT'D)
  7. 9:33How can finite length scaling be shown? (CONT'D)
  8. 11:55Outline of analysis of -ary polarization (CONT'D)
  9. 13:39The main difficulty
  10. 19:11Properties of g(G1, G₂)
  11. 23:49Numerical Results (CONT'D)
  12. 27:13Lower bound on I (W)-I (W)
  13. 29:38Conclusion
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