Skip to content

profoc

Probabilistic Forecast Combination Using CRPS Learning

v1.3.4 · Jan 23, 2026 · GPL (>= 3)

Description

Combine probabilistic forecasts using CRPS learning algorithms proposed in Berrisch, Ziel (2021) <doi:10.48550/arXiv.2102.00968> <doi:10.1016/j.jeconom.2021.11.008>. The package implements multiple online learning algorithms like Bernstein online aggregation; see Wintenberger (2014) <doi:10.48550/arXiv.1404.1356>. Quantile regression is also implemented for comparison purposes. Model parameters can be tuned automatically with respect to the loss of the forecast combination. Methods like predict(), update(), plot() and print() are available for convenience. This package utilizes the optim C++ library for numeric optimization <https://github.com/kthohr/optim>.

Downloads

437

Last 30 days

8687th

1.4K

Last 90 days

4.7K

Last year

Trend: -14% (30d vs prior 30d)

CRAN Check Status

6 NOTE
8 OK
Show all 14 flavors
Flavor Status
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 NOTE
r-oldrel-macos-arm64 NOTE
r-oldrel-macos-x86_64 NOTE
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 NOTE
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 (6 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

compiled code

File ‘profoc/libs/profoc.so’:
  Found non-API call to R: ‘R_UnboundValue’

Compiled code should not call non-API entry points in R.

See ‘Writing portable packages’ in the ‘Writing R Extensions’ manual,
and section ‘Moving into C API compliance’ for issues with the use of
non-API entry points.
NOTE r-devel-linux-x86_64-debian-gcc

compiled code

File ‘profoc/libs/profoc.so’:
  Found non-API call to R: ‘R_UnboundValue’

Compiled code should not call non-API entry points in R.

See ‘Writing portable packages’ in the ‘Writing R Extensions’ manual,
and section ‘Moving into C API compliance’ for issues with the use of
non-API entry points.
NOTE r-devel-windows-x86_64

compiled code

File 'profoc/libs/x64/profoc.dll':
  Found non-API call to R: 'R_UnboundValue'

Compiled code should not call non-API entry points in R.

See 'Writing portable packages' in the 'Writing R Extensions' manual,
and section 'Moving into C API compliance' for issues with the use of
non-API entry points.
NOTE r-oldrel-macos-arm64

installed package size

installed size is 15.0Mb
  sub-directories of 1Mb or more:
    doc    1.4Mb
    libs  12.8Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is 15.5Mb
  sub-directories of 1Mb or more:
    doc    1.4Mb
    libs  13.4Mb
NOTE r-patched-linux-x86_64

compiled code

File ‘profoc/libs/profoc.so’:
  Found non-API call to R: ‘R_UnboundValue’

Compiled code should not call non-API entry points in R.

See ‘Writing portable packages’ in the ‘Writing R Extensions’ manual,
and section ‘Moving into C API compliance’ for issues with the use of
non-API entry points.

Additional Issues

linux-arm64 Details →

Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-oldrel-macos-arm64

installed package size

installed size is 15.0Mb
  sub-directories of 1Mb or more:
    doc    1.4Mb
    libs  12.8Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is 15.5Mb
  sub-directories of 1Mb or more:
    doc    1.4Mb
    libs  13.4Mb

Dependency Network

Dependencies Reverse dependencies Rcpp Matrix abind lifecycle generics tibble ggplot2 profoc

Version History

new 1.3.4 Mar 10, 2026
updated 1.3.4 ← 1.3.3 diff Jan 22, 2026
updated 1.3.3 ← 1.3.2 diff Sep 21, 2024
updated 1.3.2 ← 1.3.1 diff Mar 24, 2024
updated 1.3.1 ← 1.3.0 diff Jan 12, 2024
updated 1.3.0 ← 1.2.1 diff Jan 8, 2024
updated 1.2.1 ← 1.2.0 diff Aug 24, 2023
updated 1.2.0 ← 1.1.1 diff Jun 12, 2023
updated 1.1.1 ← 1.1.0 diff Mar 1, 2023
updated 1.1.0 ← 1.0.0 diff Jan 12, 2023
updated 1.0.0 ← 0.9.5 diff Dec 22, 2022
updated 0.9.5 ← 0.9.4 diff Dec 15, 2022
updated 0.9.4 ← 0.9.3 diff Nov 29, 2022
updated 0.9.3 ← 0.9.2 diff Apr 20, 2022
updated 0.9.2 ← 0.9.1 diff Mar 16, 2022
updated 0.9.1 ← 0.9.0 diff Feb 24, 2022
updated 0.9.0 ← 0.8.5 diff Feb 6, 2022
updated 0.8.5 ← 0.8.4 diff Oct 21, 2021
updated 0.8.4 ← 0.8.3 diff Sep 14, 2021
updated 0.8.3 ← 0.8.0 diff Aug 14, 2021