mlda

MLDA: Multi-Label Dataset Analyzer

https://github.com/i02momuj/mlda

Science Score: 31.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
  • .zenodo.json file
  • DOI references
    Found 3 DOI reference(s) in README
  • Academic publication links
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (9.3%) to scientific vocabulary
Last synced: 10 months ago · JSON representation ·

Repository

MLDA: Multi-Label Dataset Analyzer

Basic Info
Statistics
  • Stars: 11
  • Watchers: 4
  • Forks: 7
  • Open Issues: 0
  • Releases: 0
Created over 10 years ago · Last pushed almost 8 years ago
Metadata Files
Readme License Citation

README.md

MLDA - Multi-Label Dataset Analyzer

MLDA is a tool for data exploration and analysis of multi-label and multi-view multi-label datasets. It includes both a GUI tool and a Java API. It provides an easy to use tool for multi-label datasets analysis, including a wide set of characterization metrics, charts for measuring the imbalance and relationship among labels, several methods for data preprocessing and transformation, multi-view multi-label datasets characterization and allowing to load several datasets simultaneously. It has been created under the GPLv3 license [License file].

Last release, version 1.2.4 is available here. The documentation in pdf is available here. Javadoc is also available for GUI tool and API.

Please, cite this work using the citation.bib file or the following reference:

J.M. Moyano, E. Gibaja and S. Ventura. MLDA: A tool for analyzing multi-label datasets. Knowledge-Based Systems (2017). http://dx.doi.org/10.1016/j.knosys.2017.01.018.

Summary tab

Preprocess tab

Transformation tab

Labels tab

Attributes tab

Dependences tab

Multiple datasets tab

MVML tab

Owner

  • Name: Jose M. Moyano
  • Login: i02momuj
  • Kind: user
  • Location: Granada
  • Company: University of Granada

PhD in Computer Science (University of Cordoba, Spain and Virginia Commonwealth University, USA). Postdoctoral researcher at the University of Granada, Spain.

Citation (citation.bib)

@article{Moyano:MLDA,
  author = "Jose M. Moyano and Eva L. Gibaja and Sebasti{\'{a}}n Ventura",
  title = "MLDA: A tool for analyzing multi-label datasets",
  journal = "Knowledge-Based Systems",
  year = "2017",
  issn = "0950-7051",
  doi = "http://dx.doi.org/10.1016/j.knosys.2017.01.018",  
}

GitHub Events

Total
  • Watch event: 1
Last Year
  • Watch event: 1