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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.

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Type Size Name Uploaded Downloads Labels
conda 1.3 MB | osx-arm64/r-lightgbm-3.2.0-r40h8ea1354_0.tar.bz2  4 years and 4 months ago 125 main
conda 1.4 MB | win-64/r-lightgbm-3.2.0-r40ha856d6a_0.tar.bz2  4 years and 4 months ago 891 main
conda 1.4 MB | win-64/r-lightgbm-3.2.0-r36ha856d6a_0.tar.bz2  4 years and 4 months ago 915 main
conda 1.4 MB | osx-64/r-lightgbm-3.2.0-r40h9951f98_0.tar.bz2  4 years and 4 months ago 214 main
conda 1.4 MB | osx-64/r-lightgbm-3.2.0-r36h9951f98_0.tar.bz2  4 years and 4 months ago 216 main
conda 1.7 MB | linux-ppc64le/r-lightgbm-3.2.0-r40h6203a36_0.tar.bz2  4 years and 4 months ago 65 main
conda 1.7 MB | linux-ppc64le/r-lightgbm-3.2.0-r36h6203a36_0.tar.bz2  4 years and 4 months ago 66 main
conda 1.6 MB | linux-aarch64/r-lightgbm-3.2.0-r40hecdc70b_0.tar.bz2  4 years and 4 months ago 100 main
conda 1.6 MB | linux-aarch64/r-lightgbm-3.2.0-r36hecdc70b_0.tar.bz2  4 years and 4 months ago 101 main
conda 1.6 MB | linux-64/r-lightgbm-3.2.0-r36h03ef668_0.tar.bz2  4 years and 4 months ago 2899 main
conda 1.6 MB | linux-64/r-lightgbm-3.2.0-r40h03ef668_0.tar.bz2  4 years and 4 months ago 2930 main

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