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A Systematic Review of Hidden Markov Models and Their Applications
Archives of Computational Methods in Engineering ( IF 9.7 ) Pub Date : 2020-05-12 , DOI: 10.1007/s11831-020-09422-4
Bhavya Mor , Sunita Garhwal , Ajay Kumar

The hidden Markov models are statistical models used in many real-world applications and communities. The use of hidden Markov models has become predominant in the last decades, as evidenced by a large number of published papers. In this survey, 146 papers (101 from Journals and 45 from Conferences/Workshops) from 93 Journals and 44 Conferences/Workshops are considered. The authors evaluate the literature based on hidden Markov model variants that have been applied to various application fields. The paper represents a short but comprehensive description of research on hidden Markov model and its variants for various applications. The paper shows the significant trends in the research on hidden Markov model variants and their applications.



中文翻译:

隐马尔可夫模型及其应用的系统综述

隐藏的马尔可夫模型是许多实际应用程序和社区中使用的统计模型。在过去的几十年中,隐马尔可夫模型的使用已成为主流,大量发表的论文证明了这一点。在本次调查中,考虑了来自93种期刊和44个会议/研讨会的146篇论文(期刊101篇,会议/研讨会45篇)。作者根据已应用于各种应用领域的隐马尔可夫模型变体对文献进行评估。本文对隐马尔可夫模型及其各种应用的变体进行了简短而全面的描述。本文显示了隐马尔可夫模型变体及其应用研究的重要趋势。

更新日期:2020-05-12
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