NeEDS4BigData

New Experimental Design Based Subsampling Methods for Big Data

v1.0.1 · Oct 22, 2025 · MIT + file LICENSE

Description

Subsampling methods for big data under different models and assumptions. Starting with linear regression and leading to Generalised Linear Models, softmax regression, and quantile regression. Specifically, the model-robust subsampling method proposed in Mahendran, A., Thompson, H., and McGree, J. M. (2023) <doi:10.1007/s00362-023-01446-9>, where multiple models can describe the big data, and the subsampling framework for potentially misspecified Generalised Linear Models in Mahendran, A., Thompson, H., and McGree, J. M. (2025) <doi:10.48550/arXiv.2510.05902>.

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CRAN Check Status

13 OK

Show all 13 flavors

Flavor	Status	Time
r-devel-linux-x86_64-debian-clang	OK	236.8s
r-devel-linux-x86_64-debian-gcc	OK	170.1s
r-devel-linux-x86_64-fedora-clang	OK	382.5s
r-devel-linux-x86_64-fedora-gcc	OK	372.1s
r-devel-windows-x86_64	OK	264s
r-oldrel-macos-arm64	OK
r-oldrel-macos-x86_64	OK	401s
r-oldrel-windows-x86_64	OK	351s
r-patched-linux-x86_64	OK	218.9s
r-release-linux-x86_64	OK
r-release-macos-arm64	OK	70s
r-release-macos-x86_64	OK	278s
r-release-windows-x86_64	OK	263s

Check History

OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 20, 2026

ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 18, 2026

ERROR r-release-windows-x86_64

tests

Running 'spelling.R' [0s]
  Running 'testthat.R' [69s]
Running the tests in 'tests/testthat.R' failed.
Complete output:
  > # This file is part of the standard setup for testthat.
  > # It is recommended that you do not modify it.
  > #
  > # Where s
...[truncated]...
 │ └─base::withCallingHandlers(...)
   3. ├─base::suppressWarnings(...)
   4. │ └─base::withCallingHandlers(...)
   5. └─NeEDS4BigData::modelRobustLogSub(...)
  
  [ FAIL 1 | WARN 0 | SKIP 0 | PASS 338 ]
  Error:
  ! Test failures.
  Execution halted

OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE May 24, 2026

ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE May 22, 2026

ERROR r-oldrel-windows-x86_64

tests

Running 'spelling.R' [0s]
  Running 'testthat.R' [82s]
Running the tests in 'tests/testthat.R' failed.
Complete output:
  > # This file is part of the standard setup for testthat.
  > # It is recommended that you do not modify it.
  > #
  > # Where s
...[truncated]...
 │ └─base::withCallingHandlers(...)
   3. ├─base::suppressWarnings(...)
   4. │ └─base::withCallingHandlers(...)
   5. └─NeEDS4BigData::modelRobustPoiSub(...)
  
  [ FAIL 1 | WARN 0 | SKIP 0 | PASS 340 ]
  Error:
  ! Test failures.
  Execution halted

OK 12 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 25, 2026

NOTE 11 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 15, 2026

NOTE r-oldrel-macos-arm64

installed package size

installed size is  8.7Mb
  sub-directories of 1Mb or more:
    data   7.7Mb

NOTE r-oldrel-macos-x86_64

installed package size

installed size is  8.7Mb
  sub-directories of 1Mb or more:
    data   7.7Mb

NOTE r-oldrel-windows-x86_64

installed package size

installed size is  8.0Mb
  sub-directories of 1Mb or more:
    data   7.1Mb

ERROR 10 OK · 3 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 10, 2026

ERROR r-devel-windows-x86_64

tests

Running 'spelling.R' [0s]
  Running 'testthat.R' [65s]
Running the tests in 'tests/testthat.R' failed.
Complete output:
  > # This file is part of the standard setup for testthat.
  > # It is recommended that you do not modify it.
  > #
  > # Where s
...[truncated]...
 │ └─base::withCallingHandlers(...)
   3. ├─base::suppressWarnings(...)
   4. │ └─base::withCallingHandlers(...)
   5. └─NeEDS4BigData::modelRobustPoiSub(...)
  
  [ FAIL 1 | WARN 0 | SKIP 0 | PASS 340 ]
  Error:
  ! Test failures.
  Execution halted

NOTE r-oldrel-macos-arm64

installed package size

installed size is  8.7Mb
  sub-directories of 1Mb or more:
    data   7.7Mb

NOTE r-oldrel-macos-x86_64

installed package size

installed size is  8.7Mb
  sub-directories of 1Mb or more:
    data   7.7Mb

NOTE r-oldrel-windows-x86_64

installed package size

installed size is  8.0Mb
  sub-directories of 1Mb or more:
    data   7.1Mb

NOTE 11 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 24, 2026

NOTE r-oldrel-macos-arm64

installed package size

installed size is  8.7Mb
  sub-directories of 1Mb or more:
    data   7.7Mb

NOTE r-oldrel-macos-x86_64

installed package size

installed size is  8.7Mb
  sub-directories of 1Mb or more:
    data   7.7Mb

NOTE r-oldrel-windows-x86_64

installed package size

installed size is  8.0Mb
  sub-directories of 1Mb or more:
    data   7.1Mb

ERROR 11 OK · 2 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Mar 21, 2026

NOTE r-oldrel-macos-arm64

installed package size

installed size is  8.7Mb
  sub-directories of 1Mb or more:
    data   7.7Mb

NOTE r-oldrel-macos-x86_64

installed package size

installed size is  8.7Mb
  sub-directories of 1Mb or more:
    data   7.7Mb

ERROR r-oldrel-windows-x86_64

installed package size

installed size is  8.0Mb
  sub-directories of 1Mb or more:
    data   7.1Mb

NOTE 11 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

NOTE r-oldrel-macos-arm64

installed package size

installed size is  8.7Mb
  sub-directories of 1Mb or more:
    data   7.7Mb

NOTE r-oldrel-macos-x86_64

installed package size

installed size is  8.7Mb
  sub-directories of 1Mb or more:
    data   7.7Mb

NOTE r-oldrel-windows-x86_64

installed package size

installed size is  8.0Mb
  sub-directories of 1Mb or more:
    data   7.1Mb

Dependency Network

Version History

1 tracked

new 1.0.1 Mar 10, 2026

R Observatory began tracking this package on Mar 10, 2026; it first appeared on CRAN Oct 22, 2025. Releases before tracking aren’t shown.