How to investigate the cells from the quantizer/encoder roundZ˜E where ˜E is m×N on the set X from before (1≥|x(1)|≥2|x(2)|≥…≥N|x(N)|)
In any case, need to cover our set X with the quantization cells.
Are the cells concentrated near the axes?
Is there any experiment I can run?
First study the signal on the boundary:
- Take random permutation P and signs ξ
- Set x(P(i))=ξ(i)/i
First question: Can I determine what cell it is in, and what the size is? q=roundZ˜Ex. What other signals in X?
Next question: What properties must ˜E have for the cell to be small?
How to determine the set of all signals that map to this q?
The region of measurements that rounds to q we know... <ei,x>=qi±0.5 where ei are the entries of ˜E. How about the inverse image of this region? Some notes:
- It's a convex region, and a linear transformation, so we only need to map the endpoints (2m of them), and take the convex hull.
- For any given measurement, the preimage under ˜E is a N−m dimensional subspace (assume ˜E is full rank), which we then need to intersect with X.
This seems like quite the daunting task...
No comments:
Post a Comment