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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-post-staging / r-lightgbm
Type Size Name Uploaded Downloads Labels
conda 1.2 MB | win-64/r-lightgbm-3.3.5-r41ha856d6a_1.conda  2 years and 3 months ago 688 main
conda 1.2 MB | osx-arm64/r-lightgbm-3.3.5-r42he62749d_1.conda  2 years and 3 months ago 367 main
conda 1.2 MB | osx-arm64/r-lightgbm-3.3.5-r43he62749d_1.conda  2 years and 3 months ago 340 main
conda 1.4 MB | osx-64/r-lightgbm-3.3.5-r42hac7d2d5_1.conda  2 years and 3 months ago 429 main
conda 1.4 MB | osx-64/r-lightgbm-3.3.5-r43hac7d2d5_1.conda  2 years and 3 months ago 388 main
conda 1.5 MB | linux-ppc64le/r-lightgbm-3.3.5-r43hc04f041_1.conda  2 years and 3 months ago 223 main
conda 1.5 MB | linux-ppc64le/r-lightgbm-3.3.5-r42hc04f041_1.conda  2 years and 3 months ago 204 main
conda 1.4 MB | linux-aarch64/r-lightgbm-3.3.5-r42h93f32a7_1.conda  2 years and 3 months ago 203 main
conda 1.4 MB | linux-aarch64/r-lightgbm-3.3.5-r43h93f32a7_1.conda  2 years and 3 months ago 210 main
conda 1.4 MB | linux-64/r-lightgbm-3.3.5-r43ha503ecb_1.conda  2 years and 3 months ago 2422 main
conda 1.4 MB | linux-64/r-lightgbm-3.3.5-r42ha503ecb_1.conda  2 years and 3 months ago 2886 main
conda 1.2 MB | win-64/r-lightgbm-3.3.5-r41ha856d6a_0.conda  2 years and 8 months ago 812 main
conda 1.1 MB | osx-arm64/r-lightgbm-3.3.5-r41h9a38a31_0.conda  2 years and 8 months ago 404 main
conda 1.4 MB | osx-64/r-lightgbm-3.3.5-r42h49197e3_0.conda  2 years and 8 months ago 274 main
conda 1.1 MB | osx-arm64/r-lightgbm-3.3.5-r42h9a38a31_0.conda  2 years and 8 months ago 384 main
conda 1.4 MB | osx-64/r-lightgbm-3.3.5-r41h49197e3_0.conda  2 years and 8 months ago 264 main
conda 1.4 MB | linux-aarch64/r-lightgbm-3.3.5-r41he0e9005_0.conda  2 years and 8 months ago 215 main
conda 1.5 MB | linux-ppc64le/r-lightgbm-3.3.5-r41h8d59904_0.conda  2 years and 8 months ago 250 main
conda 1.4 MB | linux-aarch64/r-lightgbm-3.3.5-r42he0e9005_0.conda  2 years and 8 months ago 243 main
conda 1.5 MB | linux-ppc64le/r-lightgbm-3.3.5-r42h8d59904_0.conda  2 years and 8 months ago 230 main
conda 1.4 MB | linux-64/r-lightgbm-3.3.5-r41h38f115c_0.conda  2 years and 8 months ago 2204 main
conda 1.4 MB | linux-64/r-lightgbm-3.3.5-r42h38f115c_0.conda  2 years and 8 months ago 2545 main

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