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    ARTICLE

    Active Learning Strategies for Textual Dataset-Automatic Labelling

    Sher Muhammad Daudpota1, Saif Hassan1, Yazeed Alkhurayyif2,*, Abdullah Saleh Alqahtani3,4, Muhammad Haris Aziz5

    CMC-Computers, Materials & Continua, Vol.76, No.2, pp. 1409-1422, 2023, DOI:10.32604/cmc.2023.034157 - 30 August 2023

    Abstract The Internet revolution has resulted in abundant data from various sources, including social media, traditional media, etcetera. Although the availability of data is no longer an issue, data labelling for exploiting it in supervised machine learning is still an expensive process and involves tedious human efforts. The overall purpose of this study is to propose a strategy to automatically label the unlabeled textual data with the support of active learning in combination with deep learning. More specifically, this study assesses the performance of different active learning strategies in automatic labelling of the textual dataset at… More >

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