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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  3 months and 22 days ago 46 main
conda 1.4 MB | osx-arm64/r-lightgbm-4.6.0-r43h31118f2_0.conda  3 months and 22 days ago 31 main
conda 1.7 MB | osx-64/r-lightgbm-4.6.0-r43h2711daa_0.conda  3 months and 22 days ago 31 main
conda 1.7 MB | win-64/r-lightgbm-4.6.0-r43h8ae3a7c_0.conda  3 months and 22 days ago 46 main
conda 1.4 MB | osx-arm64/r-lightgbm-4.6.0-r44h31118f2_0.conda  3 months and 22 days ago 34 main
conda 1.7 MB | osx-64/r-lightgbm-4.6.0-r44h2711daa_0.conda  3 months and 22 days ago 29 main
conda 2.0 MB | linux-aarch64/r-lightgbm-4.6.0-r44h21d2c02_0.conda  3 months and 22 days ago 32 main
conda 2.0 MB | linux-aarch64/r-lightgbm-4.6.0-r43h21d2c02_0.conda  3 months and 22 days ago 32 main
conda 2.1 MB | linux-ppc64le/r-lightgbm-4.6.0-r43h8455397_0.conda  3 months and 22 days ago 13 main
conda 2.1 MB | linux-ppc64le/r-lightgbm-4.6.0-r44h8455397_0.conda  3 months and 22 days ago 15 main
conda 2.0 MB | linux-64/r-lightgbm-4.6.0-r44h93ab643_0.conda  3 months and 22 days ago 460 main
conda 2.0 MB | linux-64/r-lightgbm-4.6.0-r43h93ab643_0.conda  3 months and 22 days ago 376 main
conda 1.7 MB | win-64/r-lightgbm-4.5.0-r43h8ae3a7c_1.conda  10 months and 10 days ago 485 main
conda 1.7 MB | win-64/r-lightgbm-4.5.0-r44h8ae3a7c_1.conda  10 months and 10 days ago 431 main
conda 1.5 MB | osx-arm64/r-lightgbm-4.5.0-r43hd76f289_1.conda  10 months and 10 days ago 358 main
conda 1.5 MB | osx-arm64/r-lightgbm-4.5.0-r44hd76f289_1.conda  10 months and 10 days ago 367 main
conda 1.9 MB | linux-aarch64/r-lightgbm-4.5.0-r44h6170684_1.conda  10 months and 10 days ago 260 main
conda 1.7 MB | osx-64/r-lightgbm-4.5.0-r44h25d921d_1.conda  10 months and 10 days ago 397 main
conda 1.7 MB | osx-64/r-lightgbm-4.5.0-r43h25d921d_1.conda  10 months and 10 days ago 385 main
conda 2.0 MB | linux-ppc64le/r-lightgbm-4.5.0-r43h0cea4bf_1.conda  10 months and 10 days ago 214 main
conda 2.0 MB | linux-ppc64le/r-lightgbm-4.5.0-r44h0cea4bf_1.conda  10 months and 10 days ago 215 main
conda 2.0 MB | linux-64/r-lightgbm-4.5.0-r44h0d4f4ea_1.conda  10 months and 10 days ago 1719 main
conda 1.9 MB | linux-aarch64/r-lightgbm-4.5.0-r43h6170684_1.conda  10 months and 10 days ago 225 main
conda 2.0 MB | linux-64/r-lightgbm-4.5.0-r43h0d4f4ea_1.conda  10 months and 10 days ago 1325 main
conda 1.5 MB | osx-arm64/r-lightgbm-4.5.0-r43hd76f289_0.conda  10 months and 10 days ago 341 main

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