svm_cpp
svm_cpp copied to clipboard
Published
20 hours ago •
koba-jon
koba-jon
Support Vector Machines Implementation from scratch in C++
SVM C++ Samples
These are sample programs of Support Vector Machines from scratch in C++.
1. Implementation
| Model | Class | Problem | Decision Boundary | Code |
|---|---|---|---|---|
| Hard Margin SVM | 2 | Linearly Separable | Hyperplane | HardMargin-SVM |
| Soft Margin SVM | 2 | Linearly Non-separable | Hyperplane | SoftMargin-SVM |
| Kernel SVM | 2 | Linearly Non-separable | Hyperplane + Kernel | Kernel-SVM |
| OC-SVM | 1 | Linearly Non-separable | Hyperplane + Kernel | OC-SVM |
| SVDD | 1 | Linearly Non-separable | Hypersphere + Kernel | SVDD |
2. Requirement
Boost
This is used for command line arguments, etc.
$ sudo apt install libboost-dev libboost-all-dev
3. Preparation
Git Clone
$ git clone https://github.com/koba-jon/svm_cpp.git
$ cd svm_cpp
4. Execution
- Hard Margin SVM (Hard Margin Support Vector Machine)
- Soft Margin SVM (Soft Margin Support Vector Machine)
- Kernel SVM (Non-linear Support Vector Machine)
- OC-SVM (One Class Support Vector Machine)
- SVDD (Support Vector Data Description)
5. License
This repository: MIT License
3rd-Party Libraries
- Boost
Official : https://www.boost.org/
License : https://www.boost.org/users/license.html
References
- https://qiita.com/ta-ka/items/e6fd0b6fc46dbab4a651 (Japanese)
- https://www.slideshare.net/ssuser186f56/svm-146231602 (Japanese)
koba-jon