TY - CHAP
T1 - Decoding Noisy Messages
T2 - A Method That Just Shouldn’t Work
AU - Liberti, Leo
N1 - Publisher Copyright:
© The Author(s), under exclusive license to Springer Nature Switzerland AG 2026.
PY - 2026/1/1
Y1 - 2026/1/1
N2 - This paper is about receiving text messages through a noisy and costly line. Because the line is noisy one needs redundancy, but because it is costly one can afford very little of it. I start by using well-known machinery for decoding noisy messages (compressed sensing), then I attempt to reduce the redundancy (using random projections), until I get to a point where I use more orthogonal vectors than the space dimension allows. Instead of grinding to a halt or spurting out noise, this method is still able to decode messages correctly or almost correctly. I have no idea why the method works: this is my first reason for writing this paper using a narrative instead of formal scientific style (the second one is that I am tired of writing semi-formal prose, and long for a change).
AB - This paper is about receiving text messages through a noisy and costly line. Because the line is noisy one needs redundancy, but because it is costly one can afford very little of it. I start by using well-known machinery for decoding noisy messages (compressed sensing), then I attempt to reduce the redundancy (using random projections), until I get to a point where I use more orthogonal vectors than the space dimension allows. Instead of grinding to a halt or spurting out noise, this method is still able to decode messages correctly or almost correctly. I have no idea why the method works: this is my first reason for writing this paper using a narrative instead of formal scientific style (the second one is that I am tired of writing semi-formal prose, and long for a change).
KW - Random projections
KW - Signal processing
KW - Text compression
UR - https://www.scopus.com/pages/publications/105030963789
U2 - 10.1007/978-3-032-03844-9_6
DO - 10.1007/978-3-032-03844-9_6
M3 - Chapter
AN - SCOPUS:105030963789
T3 - Fields Institute Communications
SP - 149
EP - 165
BT - Fields Institute Communications
PB - Springer
ER -