Abstract | ||
---|---|---|
A single-index model is given by $y = g^{*}(\langle x, \theta ^{*} \rangle) + \epsilon $ : The scalar response $y$ depends on the covariate vector $x$ both through an unknown (vector) parameter ${\theta ^{*}}$ as well as an unknown, non-parametric, univariate link-function $g^{*} \in {\mathcal {G}} $ . We study the problem of recovering the parameter ${\theta ^{*}}$ from i.i.d. samples o... |
Year | DOI | Venue |
---|---|---|
2021 | 10.1109/TIT.2021.3075142 | IEEE Transactions on Information Theory |
Keywords | DocType | Volume |
Biological system modeling,Parameter estimation,Estimation,Indexes,Noise level,Labeling,Standards | Journal | 67 |
Issue | ISSN | Citations |
6 | 0018-9448 | 1 |
PageRank | References | Authors |
0.35 | 0 | 2 |
Name | Order | Citations | PageRank |
---|---|---|---|
Ashwin Pananjady | 1 | 40 | 9.69 |
Dean P. Foster | 2 | 770 | 68.45 |