Sieve
Nonparametric Estimation by the Method of Sieves
v2.1
·
Oct 19, 2023
·
GPL-2
Description
Performs multivariate nonparametric regression/classification by the method of sieves (using orthogonal basis). The method is suitable for moderate high-dimensional features (dimension < 100). The l1-penalized sieve estimator, a nonparametric generalization of Lasso, is adaptive to the feature dimension with provable theoretical guarantees. We also include a nonparametric stochastic gradient descent estimator, Sieve-SGD, for online or large scale batch problems. Details of the methods can be found in: <arXiv:2206.02994> <arXiv:2104.00846><arXiv:2310.12140>.
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| r-release-linux-x86_64 | OK |
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r-devel-linux-x86_64-debian-clang
CRAN incoming feasibility
Maintainer: ‘Tianyu Zhang <tianyuz3@andrew.cmu.edu>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: person(given = "Tianyu",
family = "Zhang",
role = c("aut", "cre"),
email = "tianyuz3@andrew.cmu.edu")
as necessary.
The Description field contains
methods can be found in: <arXiv:2206.02994>
<arXiv:2104.00846><arXiv:2310.12140>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
Found the following \keyword or \concept entries
which likely give several index terms:
File ‘Sieve-package.Rd’:
\keyword{sieve estimation; estimation using orthog [TRUNCATED]
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r-devel-linux-x86_64-debian-gcc
CRAN incoming feasibility
Maintainer: ‘Tianyu Zhang <tianyuz3@andrew.cmu.edu>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: person(given = "Tianyu",
family = "Zhang",
role = c("aut", "cre"),
email = "tianyuz3@andrew.cmu.edu")
as necessary.
The Description field contains
methods can be found in: <arXiv:2206.02994>
<arXiv:2104.00846><arXiv:2310.12140>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
Found the following \keyword or \concept entries
which likely give several index terms:
File ‘Sieve-package.Rd’:
\keyword{sieve estimation; estimation using orthog [TRUNCATED]
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NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE
r-devel-linux-x86_64-debian-clang
CRAN incoming feasibility
Maintainer: ‘Tianyu Zhang <tianyuz3@andrew.cmu.edu>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: person(given = "Tianyu",
family = "Zhang",
role = c("aut", "cre"),
email = "tianyuz3@andrew.cmu.edu")
as necessary.
The Description field contains
methods can be found in: <arXiv:2206.02994>
<arXiv:2104.00846><arXiv:2310.12140>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NN
NOTE
r-devel-linux-x86_64-debian-gcc
CRAN incoming feasibility
Maintainer: ‘Tianyu Zhang <tianyuz3@andrew.cmu.edu>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: person(given = "Tianyu",
family = "Zhang",
role = c("aut", "cre"),
email = "tianyuz3@andrew.cmu.edu")
as necessary.
The Description field contains
methods can be found in: <arXiv:2206.02994>
<arXiv:2104.00846><arXiv:2310.12140>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NN
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Version History
new
2.1
Mar 9, 2026