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Electronic Colloquium on Computational Complexity

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REPORTS > AUTHORS > ZHAO SONG:
All reports by Author Zhao Song:

TR18-103 | 30th April 2018
Zhao Song, David Woodruff, Peilin Zhong

Relative Error Tensor Low Rank Approximation

We consider relative error low rank approximation of tensors with respect to the Frobenius norm. Namely, given an order-$q$ tensor $A \in \mathbb{R}^{\prod_{i=1}^q n_i}$, output a rank-$k$ tensor $B$ for which $\|A-B\|_F^2 \leq (1+\epsilon) {\rm OPT}$, where ${\rm OPT} = \inf_{\textrm{rank-}k~A'} \|A-A'\|_F^2$. Despite much success on obtaining relative error low ... more >>>


TR14-127 | 11th October 2014
Alexandros G. Dimakis, Anna Gal, Ankit Singh Rawat, Zhao Song

Batch Codes through Dense Graphs without Short Cycles

Consider a large database of $n$ data items that need to be stored using $m$ servers.
We study how to encode information so that a large number $k$ of read requests can be performed \textit{in parallel} while the rate remains constant (and ideally approaches one).
This problem is equivalent ... more >>>




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