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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  4 months and 12 days ago 49 main
conda 1.4 MB | osx-arm64/r-lightgbm-4.6.0-r43h31118f2_0.conda  4 months and 12 days ago 34 main
conda 1.7 MB | osx-64/r-lightgbm-4.6.0-r43h2711daa_0.conda  4 months and 12 days ago 36 main
conda 1.7 MB | win-64/r-lightgbm-4.6.0-r43h8ae3a7c_0.conda  4 months and 12 days ago 50 main
conda 1.4 MB | osx-arm64/r-lightgbm-4.6.0-r44h31118f2_0.conda  4 months and 12 days ago 36 main
conda 1.7 MB | osx-64/r-lightgbm-4.6.0-r44h2711daa_0.conda  4 months and 12 days ago 34 main
conda 2.0 MB | linux-aarch64/r-lightgbm-4.6.0-r44h21d2c02_0.conda  4 months and 12 days ago 35 main
conda 2.0 MB | linux-aarch64/r-lightgbm-4.6.0-r43h21d2c02_0.conda  4 months and 12 days ago 34 main
conda 2.1 MB | linux-ppc64le/r-lightgbm-4.6.0-r43h8455397_0.conda  4 months and 12 days ago 14 main
conda 2.1 MB | linux-ppc64le/r-lightgbm-4.6.0-r44h8455397_0.conda  4 months and 12 days ago 17 main
conda 2.0 MB | linux-64/r-lightgbm-4.6.0-r44h93ab643_0.conda  4 months and 12 days ago 523 main
conda 2.0 MB | linux-64/r-lightgbm-4.6.0-r43h93ab643_0.conda  4 months and 12 days ago 437 main
conda 1.7 MB | win-64/r-lightgbm-4.5.0-r43h8ae3a7c_1.conda  10 months and 30 days ago 489 main
conda 1.7 MB | win-64/r-lightgbm-4.5.0-r44h8ae3a7c_1.conda  10 months and 30 days ago 436 main
conda 1.5 MB | osx-arm64/r-lightgbm-4.5.0-r43hd76f289_1.conda  10 months and 30 days ago 359 main
conda 1.5 MB | osx-arm64/r-lightgbm-4.5.0-r44hd76f289_1.conda  10 months and 30 days ago 371 main
conda 1.9 MB | linux-aarch64/r-lightgbm-4.5.0-r44h6170684_1.conda  10 months and 30 days ago 266 main
conda 1.7 MB | osx-64/r-lightgbm-4.5.0-r44h25d921d_1.conda  10 months and 30 days ago 402 main
conda 1.7 MB | osx-64/r-lightgbm-4.5.0-r43h25d921d_1.conda  10 months and 30 days ago 391 main
conda 2.0 MB | linux-ppc64le/r-lightgbm-4.5.0-r43h0cea4bf_1.conda  10 months and 30 days ago 217 main
conda 2.0 MB | linux-ppc64le/r-lightgbm-4.5.0-r44h0cea4bf_1.conda  10 months and 30 days ago 217 main
conda 2.0 MB | linux-64/r-lightgbm-4.5.0-r44h0d4f4ea_1.conda  10 months and 30 days ago 1779 main
conda 1.9 MB | linux-aarch64/r-lightgbm-4.5.0-r43h6170684_1.conda  10 months and 30 days ago 230 main
conda 2.0 MB | linux-64/r-lightgbm-4.5.0-r43h0d4f4ea_1.conda  10 months and 30 days ago 1384 main
conda 1.5 MB | osx-arm64/r-lightgbm-4.5.0-r43hd76f289_0.conda  11 months and 18 hours ago 343 main

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