Metadata-Version: 2.1
Name: pkmap
Version: 0.2.1
Summary: a dataset visualization generator supposed to                exhibit the imbalance for human eye acquisition
Home-page: https://github.com/pkmap/pkmap
Author: ZJ Lewous
Author-email: zj.lewous@gmail.com
License: Mozilla
Download-URL: https://github.com/pkmap/pkmap/tarball/master
Description: ![build](https://img.shields.io/badge/build-twine-3cb371)
        ![PyPI](https://img.shields.io/badge/PyPI-0.2.1-ff7f50)
        ![python](https://img.shields.io/badge/Python-3.7|3.8-4169e1)
        ![license](https://img.shields.io/badge/license-Mozilla_V2.0-ffa500)
        
        # the Pseudo Karnaugh Map
        
        ## Introduction
        
        The Pseudo Karnaugh Map (PKMap),
        a coloured Weighted / Multi-valued Karnaugh Map,
        an Enchanced Karnaugh Map as the project's initially named,
        is an evaluation method to visualize the imbalanced class distribution
        of a dataset.
        
        This project was started to guide the generating of synthesis datasets
        in which a self-collected data is added into a public dataset.
        Later, we found it works in dataset imbalance representation as well.
        
        ## Why PKMap
        
        Gain instructive insight of a datset before utilizing
        is currently virtually impossible.
        The PKMap is expected to offer an intuitionistic and visualized recognization
        of the imbalanced classes distribution of a dataset.
        
        ## Documantation
        
        [PKMap Documantation](./docs/README.md)
        
        ## Publications
        
        A primiary [paper](https://www.e3s-conferences.org/articles/e3sconf/pdf/2021/12/e3sconf_icersd2020_04006.pdf)
        about the PKMap has been publish, more is on the way.
        
        1. Lu Z, Liu G, Liao R. A pseudo Karnaugh mapping approach
        for datasets imbalance. In: E3S Web of Conferences. Vol 236. EDP Sciences;
        2021:04006. DOI:[10.1051/e3sconf/202123604006](https://doi.org/10.1051/e3sconf/202123604006)
        
        Here is the BibLaTeX code:
        
        ```text
        @inproceedings{lu2021,
          title = {A Pseudo {{Karnaugh}} Mapping Approach for Datasets Imbalance},
          booktitle = {{{E3S Web}} of {{Conferences}}},
          author = {Lu, Zhijian and Liu, Gang and Liao, Rongwen},
          editor = {Anpo, M. and Song, F.},
          date = {2021},
          volume = {236},
          pages = {04006},
          publisher = {{EDP Sciences}},
          doi = {10.1051/e3sconf/202123604006},
          eventtitle = {3rd {{International Conference}} on {{Energy Resources}} and {{Sustainable Development}} ({{ICERSD2020}})}
        }
        ```
        
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