mykolavuy/forecast
最新稳定版本:v0.3.0
Composer 安装命令:
composer require mykolavuy/forecast
包简介
PHP library for linear, power, and logarithmic regression forecasting.
README 文档
README
A simple and extensible library for forecasting missing data points using different regression models: Linear, Power, Logarithmic, and Exponential. Designed for PHP 8.1+.
✨ Features
- 📊 Supports Linear, Power, Logarithmic, and Exponential regression.
- 🔍 Optional interpolation-only mode to avoid extrapolation.
- 🧩 Pluggable architecture via
RegressionInterface. - ⚡️ Fast, simple, and stateless static prediction:
ForecastService::predict($data, $method) - ✅ Thoroughly unit-tested.
📂 Source Code
The complete source code is available on GitHub.
🛠 Installation
composer require mykolavuy/forecast-regressions
🚀 Usage
use MykolaVuy\Forecast\ForecastService; $data = [ 1 => 10, 2 => null, 3 => 30, 4 => null, 5 => 50, 6 => null, ]; $service = new ForecastService(); // Linear regression forecast $result = $service->forecast($data, method: 'linear'); // Power regression with interpolation only $interpolated = $service->forecast($data, method: 'power', interpolateOnly: true); // 🔹 Static call (no instance needed) $static = ForecastService::predict($data, method: 'exponential');
🔧 Regression Methods
| Method | Formula | Description |
|---|---|---|
linear |
y = a * x + b | Straight-line fitting |
power |
y = a * x^b | Exponential-style growth/decay |
logarithmic |
y = a + b * log(x) | Logarithmic trend modeling |
exponential |
y = a * e^(b * x) | Classic exponential regression |
✅ Requirements
- PHP 8.1 or higher
- Composer
🧪 Running Tests
./vendor/bin/phpunit
Test files are located in the tests/ directory.
📄 License
This project is licensed under the MIT License.
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Thank you for using ForecastRegressions! Contributions and feedback are welcome.
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其他信息
- 授权协议: MIT
- 更新时间: 2025-05-16