TY - GEN
T1 - Frame Codes for Distributed Coded Computation
AU - Yosibash, Royee
AU - Zamir, Ram
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - Distributed computation is a framework used to break down a complex computational task into smaller tasks and distributing them among computational nodes. Erasure correction codes have recently been introduced and have become a popular workaround to the well known "straggling nodes"problem, in particular, by matching linear coding for linear computation tasks. It was observed that decoding tends to amplify the computation "noise", i.e., the numerical errors at the computation nodes. We propose taking advantage of the case that more nodes return than minimally required. We show how a clever construction of a polynomial code, inspired by recent results on robust frames, can significantly reduce the amplification of noise, and achieves graceful degradation with the number of straggler nodes.
AB - Distributed computation is a framework used to break down a complex computational task into smaller tasks and distributing them among computational nodes. Erasure correction codes have recently been introduced and have become a popular workaround to the well known "straggling nodes"problem, in particular, by matching linear coding for linear computation tasks. It was observed that decoding tends to amplify the computation "noise", i.e., the numerical errors at the computation nodes. We propose taking advantage of the case that more nodes return than minimally required. We show how a clever construction of a polynomial code, inspired by recent results on robust frames, can significantly reduce the amplification of noise, and achieves graceful degradation with the number of straggler nodes.
KW - DFT
KW - Difference set
KW - Distributed computation
KW - Equiangular tight frames
KW - Erasure codes
KW - Frames
KW - Graceful degradation
KW - Jacobi/MANOVA distribution
KW - Noise amplification
KW - Numerical stability
KW - Polynomial codes
UR - http://www.scopus.com/inward/record.url?scp=85114471377&partnerID=8YFLogxK
U2 - 10.1109/ISTC49272.2021.9594259
DO - 10.1109/ISTC49272.2021.9594259
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AN - SCOPUS:85114471377
T3 - 2021 11th International Symposium on Topics in Coding, ISTC 2021
BT - 2021 11th International Symposium on Topics in Coding, ISTC 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 11th International Symposium on Topics in Coding, ISTC 2021
Y2 - 30 August 2021 through 3 September 2021
ER -