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RandPro

Random Projection with Classification

v0.2.2 · Jul 19, 2020 · GPL (>= 2)

Description

Performs random projection using Johnson-Lindenstrauss (JL) Lemma (see William B.Johnson and Joram Lindenstrauss (1984) <doi:10.1090/conm/026/737400>). Random Projection is a dimension reduction technique, where the data in the high dimensional space is projected into the low dimensional space using JL transform. The original high dimensional data matrix is multiplied with the low dimensional projection matrix which results in reduced matrix. The projection matrix can be generated using the projection function that is independent to the original data. Then finally apply the classification task on the projected data.

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CRAN Check Status

5 NOTE
9 OK
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r-devel-linux-x86_64-debian-clang NOTE
r-devel-linux-x86_64-debian-gcc NOTE
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 NOTE
r-oldrel-macos-x86_64 NOTE
r-oldrel-windows-x86_64 NOTE
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (5 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Siddharth R <r.siddharthcse@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Aghila",
                      family = "G",
                      role = "aut"),
               person(given = "Siddharth",
                      family = "R",
                      role = c("aut", "cre"),
                      email = "r.siddharthcse@gmail.com"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Siddharth R <r.siddharthcse@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Aghila",
                      family = "G",
                      role = "aut"),
               person(given = "Siddharth",
                      family = "R",
                      role = c("aut", "cre"),
                      email = "r.siddharthcse@gmail.com"))
as necessary.
NOTE r-oldrel-macos-arm64

LazyData

'LazyData' is specified without a 'data' directory
NOTE r-oldrel-macos-x86_64

LazyData

'LazyData' is specified without a 'data' directory
NOTE r-oldrel-windows-x86_64

LazyData

'LazyData' is specified without a 'data' directory

Check History

NOTE 9 OK · 5 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Siddharth R <r.siddharthcse@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Aghila",
                      family = "G",
                      role = "aut"),
               person(given = "Siddharth",
                      family = "R",
                      role = c("aut", "cre"),
                      email = "r.siddharthcse@gmail.com"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Siddharth R <r.siddharthcse@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Aghila",
                      family = "G",
                      role = "aut"),
               person(given = "Siddharth",
                      family = "R",
                      role = c("aut", "cre"),
                      email = "r.siddharthcse@gmail.com"))
as necessary.
NOTE r-oldrel-macos-arm64

LazyData

'LazyData' is specified without a 'data' directory
NOTE r-oldrel-macos-x86_64

LazyData

'LazyData' is specified without a 'data' directory
NOTE r-oldrel-windows-x86_64

LazyData

'LazyData' is specified without a 'data' directory

Dependency Network

Dependencies Reverse dependencies caret e1071 RandPro

Version History

new 0.2.2 Mar 10, 2026
updated 0.2.2 ← 0.2.1 diff Jul 18, 2020
updated 0.2.1 ← 0.2.0 diff Jul 10, 2020
updated 0.2.0 ← 0.1.0 diff Jan 9, 2018
new 0.1.0 Jan 10, 2017