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a package for multi-label classify

Project description

# multi-label-learn

mlleran is a python library for multi-label classification bulti on scikit-learn and numpy.

## Implementation
The implementation is based on the paper [A Review on Multi-Label Learning Algorithms](, and the implementated algorithms include:

**Problem Transformation**

- [x] Binary Relevance
- [x] Classifier Chains
- [x] Calibrated Label Ranking
- [x] Random k-Labelsets

**Algorithm Adaptation**

- [x] Multi-Label k-Nearest Neighbor
- [x] Multi-Label Decision Tree
- [ ] Ranking Support Vector Machine
- [ ] Collective Multi-Label Classifier

## Installation
pip install mllearn
**Note: Support Python3 only.**

## Data Format
All data type should be `ndarray`, especially y should be the binary format. For example, if your dataset totally have 5 labels and one of your samples has only first and last labels, then the corresponding output should be `[1, 0, 0, 0, 1]`.
samples, features = X_train.shape
samples, labels = y_train.shape
samples_test, features = X_test.shape
samples_test, labels = y_test.shape
You can also find multi-label dataset provided by Mulan [here](

## Example Usage
This library includes 2 parts, algorithms and metrics.
from mllearn.problem_transform import BinaryRelevance

classif = BinaryRelevance(), y_train)
predictions = classif.predict(X_test)

from mllearn.metrics import subset_acc
acc = subset_acc(y_test, predictions)

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