Supervised Document Classification Algorithm

A Supervised Document Classification Algorithm is a document classification algorithm that is a supervised text-item classification algorithm.

• Context:
  • It can be implemented by a Supervised Document Classification System (to solve a Supervised Document Classification Task).
  • It can range from being a Supervised Binary Document Classification Algorithm to being a Supervised Multiclass Document Classification Algorithm.
  • It can range from being a Supervised Unilabel Document Classification Algorithm to being a Supervised Multilabel Document Classification Algorithm.
  • …
• Example(s):
  • a Supervised Neural Document Classification Algorithm, such as:
    • XML-CNN5 [1].
    • HAN [2].
    • Reg-LSTM5 [3].
    • TextING [4].
    • MPAD7 [5].
  • a Supervised Naive-Bayes Document Classification Algorithm.
  • ...
  • …
• Counter-Example(s):
  • an Heuristic Document Classification Algorithm.
  • an Unsupervised Document Classification Algorithm.
  • a Supervised Word Classification Algorithm, Supervised Sentence Classification Algorithm.
• See: Supervised Image Classification Algorithm.

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References

• https://scholar.google.com/scholar?oi=gsb40&q=Supervised%20Document%20Classification%20Algorithm

2020

• (Zhang et al., 2020) ⇒ Yufeng Zhang, Xueli Yu, Zeyu Cui, Shu Wu, Zhongzhen Wen, and Liang Wang. (2020). “Every Document Owns Its Structure: Inductive Text Classification via Graph Neural Networks.” arXiv preprint arXiv:2004.13826

2019

• (Kowsari et al., 2019) ⇒ Kamran Kowsari, Kiana Jafari Meimandi, Mojtaba Heidarysafa, Sanjana Mendu, Laura Barnes, and Donald Brown. (2019). “Text Classification Algorithms: A Survey.” Information 10, no. 4

2017

• (Nasteski, 2017) ⇒ Vladimir Nasteski. (2017). “An Overview of the Supervised Machine Learning Methods.” Horizons.

2016

• (Singh et al., 2016) ⇒ Amanpreet Singh, Narina Thakur, and Aakanksha Sharma. (2016). “A Review of Supervised Machine Learning Algorithms.” In: Proceedings of the 2016 3rd International Conference on Computing for Sustainable Global Development (INDIACom).

1997

• Daphne Koller, and Mehran Sahami. (1997). “Hierarchically Classifying Documents Using Very Few Words.” In: Proceedings of the Fourteenth International Conference on Machine Learning (ICML 1997).

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