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Tree based algorithms can be improved by introducing boosting frameworks. 'LightGBM' is one such framework, based on Ke, Guolin et al. (2017) <https://papers.nips.cc/paper/6907-lightgbm-a-highly-efficient-gradient-boosting-decision>. This package offers an R interface to work with it. It is designed to be distributed and efficient with the following advantages: 1. Faster training speed and higher efficiency. 2. Lower memory usage. 3. Better accuracy. 4. Parallel learning supported. 5. Capable of handling large-scale data. In recognition of these advantages, 'LightGBM' has been widely-used in many winning solutions of machine learning competitions. Comparison experiments on public datasets suggest that 'LightGBM' can outperform existing boosting frameworks on both efficiency and accuracy, with significantly lower memory consumption. In addition, parallel experiments suggest that in certain circumstances, 'LightGBM' can achieve a linear speed-up in training time by using multiple machines.

copied from cf-staging / r-lightgbm
Type Size Name Uploaded Downloads Labels
conda 1.7 MB | win-64/r-lightgbm-4.6.0-r44h8ae3a7c_0.conda  6 months and 17 days ago 63 main
conda 1.4 MB | osx-arm64/r-lightgbm-4.6.0-r43h31118f2_0.conda  6 months and 17 days ago 43 main
conda 1.7 MB | osx-64/r-lightgbm-4.6.0-r43h2711daa_0.conda  6 months and 17 days ago 44 main
conda 1.7 MB | win-64/r-lightgbm-4.6.0-r43h8ae3a7c_0.conda  6 months and 17 days ago 59 main
conda 1.4 MB | osx-arm64/r-lightgbm-4.6.0-r44h31118f2_0.conda  6 months and 17 days ago 44 main
conda 1.7 MB | osx-64/r-lightgbm-4.6.0-r44h2711daa_0.conda  6 months and 17 days ago 40 main
conda 2.0 MB | linux-aarch64/r-lightgbm-4.6.0-r44h21d2c02_0.conda  6 months and 17 days ago 46 main
conda 2.0 MB | linux-aarch64/r-lightgbm-4.6.0-r43h21d2c02_0.conda  6 months and 17 days ago 43 main
conda 2.1 MB | linux-ppc64le/r-lightgbm-4.6.0-r43h8455397_0.conda  6 months and 17 days ago 18 main
conda 2.1 MB | linux-ppc64le/r-lightgbm-4.6.0-r44h8455397_0.conda  6 months and 17 days ago 20 main
conda 2.0 MB | linux-64/r-lightgbm-4.6.0-r44h93ab643_0.conda  6 months and 17 days ago 720 main
conda 2.0 MB | linux-64/r-lightgbm-4.6.0-r43h93ab643_0.conda  6 months and 17 days ago 587 main
conda 1.7 MB | win-64/r-lightgbm-4.5.0-r43h8ae3a7c_1.conda  1 year and 1 month ago 500 main
conda 1.7 MB | win-64/r-lightgbm-4.5.0-r44h8ae3a7c_1.conda  1 year and 1 month ago 446 main
conda 1.5 MB | osx-arm64/r-lightgbm-4.5.0-r43hd76f289_1.conda  1 year and 1 month ago 366 main
conda 1.5 MB | osx-arm64/r-lightgbm-4.5.0-r44hd76f289_1.conda  1 year and 1 month ago 378 main
conda 1.9 MB | linux-aarch64/r-lightgbm-4.5.0-r44h6170684_1.conda  1 year and 1 month ago 274 main
conda 1.7 MB | osx-64/r-lightgbm-4.5.0-r44h25d921d_1.conda  1 year and 1 month ago 407 main
conda 1.7 MB | osx-64/r-lightgbm-4.5.0-r43h25d921d_1.conda  1 year and 1 month ago 397 main
conda 2.0 MB | linux-ppc64le/r-lightgbm-4.5.0-r43h0cea4bf_1.conda  1 year and 1 month ago 220 main
conda 2.0 MB | linux-ppc64le/r-lightgbm-4.5.0-r44h0cea4bf_1.conda  1 year and 1 month ago 221 main
conda 2.0 MB | linux-64/r-lightgbm-4.5.0-r44h0d4f4ea_1.conda  1 year and 1 month ago 1921 main
conda 1.9 MB | linux-aarch64/r-lightgbm-4.5.0-r43h6170684_1.conda  1 year and 1 month ago 239 main
conda 2.0 MB | linux-64/r-lightgbm-4.5.0-r43h0d4f4ea_1.conda  1 year and 1 month ago 1514 main
conda 1.5 MB | osx-arm64/r-lightgbm-4.5.0-r43hd76f289_0.conda  1 year and 1 month ago 351 main

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