rgf for Mac
Regularized Greedy Forest
rgf — overview
Regularized Greedy Forest
Regularized Greedy Forest (RGF) is a tree ensemble machine learning method described in this paper. RGF can deliver better results than gradient boosted decision trees (GBDT) on a number of datasets and it has been used to win a few Kaggle competitions. Unlike the traditional boosted decision tree approach, RGF works directly with the underlying forest structure. RGF integrates two ideas: one is to include tree-structured regularization into the learning formulation; and the other is to employ the fully-corrective regularized greedy algorithm.
This repository contains the following implementations of the RGF algorithm: RGF: original implementation from the paper; FastRGF: multi-core implementation with some simplifications; rgf_python: wrapper of both RGF and FastRGF implementations for Python; R package: wrapper of rgf_python for R.
You may want to get interesting information about RGF from the posts collected in Awesome RGF.
Details
正则化贪婪森林库
How to install rgf
- Open Terminal (press ⌘ + Space and type “Terminal”).
- If Homebrew is not installed yet, run the command below first.
- Run this command:
Latest 10 releases
Last updated 2022-01-07; current version 3.12.0, with the latest 10 releases listed.
| Version | Released | Type | Size | macOS | Windows | Linux |
|---|---|---|---|---|---|---|
| 3.12.0 | 2022-01-07 | Stable | 215 KB | Download | Download | — |
| 3.11.0 | 2021-08-22 | Stable | 216 KB | — | Download | — |
| 3.10.0 | 2021-04-28 | Stable | 216 KB | — | Download | — |
| 3.9.0 | 2020-08-10 | Stable | 215 KB | — | Download | — |
| 3.8.0 | 2020-04-01 | Stable | 215 KB | — | Download | — |
| 3.7.0 | 2020-02-05 | Stable | 215 KB | — | Download | — |
| 3.6.0 | 2019-06-09 | Stable | 210 KB | — | Download | — |
| 3.5.0 | 2019-01-15 | Stable | 210 KB | — | Download | — |
| 3.4.0 | 2018-12-04 | Stable | 209 KB | — | Download | — |
| 3.3.0 | 2018-07-21 | Stable | 208 KB | — | Download | — |
Data from GitHub Releases; stable releases first, each group sorted newest first.
Prebuilt bottle platforms
Official Homebrew bottles cover:
- Apple silicon · latest macOS
- Apple silicon · macOS 26 Tahoe
- Apple silicon · macOS 15 Sequoia
- Apple silicon · macOS 14 Sonoma
- Apple silicon · macOS 13 Ventura
- arm64_monterey
- arm64_big_sur
- Intel · macOS 14 Sonoma
- Intel · macOS 13 Ventura
- Intel · macOS 12 Monterey
- big_sur
- Linux · ARM64
- Linux · x86_64
Compared with similar apps
Only public metadata is compared, with no subjective recommendation; see the compare pages for field-by-field comparisons.
| App | Version | License | Architecture | 30-day installs |
|---|---|---|---|---|
| rgf | 3.12.0 | MIT | CLI | 0 |
| openssl@4 | openssl-4.1.0 | Apache-2.0 | CLI | 494,798 |
| xz | v5.8.4 | 0BSD AND GPL-2.0-or-later | CLI | 346,605 |
| pkgconf | pkgconf-3.0.10 | ISC | CLI | 311,054 |
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