To overcome this problem, this study proposes a hierarchical Dirichlet process–variational autoencoder–Gaussian process–hidden semi-Markov model (HVGH). The parameters of the proposed HVGH are estimated through a mutual learning loop of the variational autoencoder and our previously proposed HDP-GP-HSMM.

... the model we propose in this paper is a hierarchical Dirichlet process-variational autoencoder-Gaussian processhidden semi-Markov model (HVGH 1 ). Figure 1 shows an overview of HVGH.

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To overcome this problem, this study proposes a hierarchical Dirichlet process–variational autoencoder–Gaussian process–hidden semi-Markov model (HVGH). The parameters of the proposed HVGH are...

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HVGH can extract features from high dimensional time-series data and, simultaneously, divide it into segments in an unsupervised manner and can estimate the correct number of classes and accurate segments compared with baseline methods. Humans recognize perceived continuous high dimensional information by dividing it into significant segments such as words and unit motions. We believe that ...

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Khargone district is situated on the south west border of Madhya Pradesh. Its area is approximately 8030 sq. Km. Dhar, Indore and Dewas are located in the North side of this district. Maharashtra in the South, Khandwa & Burhanpur in the East and Barwani in the West.