Multichannel biomedical time series clustering via hierarchical probabilistic latent semantic analysis

作者: Jin Wang , Xiangping Sun , Saeid Nahavandi , Abbas Kouzani , Yuchuan Wu

DOI: 10.1016/J.CMPB.2014.06.014

关键词: Series (mathematics)Computer scienceProbabilistic latent semantic analysisUnsupervised learningData miningTopic modelCluster analysisSimilarity (network science)Bag-of-words modelWavelet transform

摘要: … probabilistic Latent Semantic Analysis (H-pLSA), which was originally developed for visual motion analysis to … The EM algorithm [14] can be formulated by maximizing the log of the …

参考文章(26)
Jessica Lin, Yuan Li, Finding Structural Similarity in Time Series Data Using Bag-of-Patterns Representation statistical and scientific database management. pp. 461- 477 ,(2009) , 10.1007/978-3-642-02279-1_33
David M Blei, Andrew Y Ng, Michael I Jordan, None, Latent dirichlet allocation Journal of Machine Learning Research. ,vol. 3, pp. 993- 1022 ,(2003) , 10.5555/944919.944937
Jin Wang, Ping Liu, Mary F.H. She, Saeid Nahavandi, Abbas Kouzani, Bag-of-words representation for biomedical time series classification Biomedical Signal Processing and Control. ,vol. 8, pp. 634- 644 ,(2013) , 10.1016/J.BSPC.2013.06.004
İnan Güler, Elif Derya Übeylı˙, ECG beat classifier designed by combined neural network model Pattern Recognition. ,vol. 38, pp. 199- 208 ,(2005) , 10.1016/J.PATCOG.2004.06.009
J. Li, S. Gong, T. Xiang, Global Behaviour Inference using Probabilistic Latent Semantic Analysis british machine vision conference. pp. 1- 10 ,(2008) , 10.5244/C.22.20
A. Kampouraki, G. Manis, C. Nikou, Heartbeat Time Series Classification With Support Vector Machines international conference of the ieee engineering in medicine and biology society. ,vol. 13, pp. 512- 518 ,(2009) , 10.1109/TITB.2008.2003323
Z. Zidelmal, A. Amirou, D. Ould-Abdeslam, J. Merckle, ECG beat classification using a cost sensitive classifier Computer Methods and Programs in Biomedicine. ,vol. 111, pp. 570- 577 ,(2013) , 10.1016/J.CMPB.2013.05.011
Sebastijan Šprager, Damjan Zazula, Detection of heartbeat and respiration from optical interferometric signal by using wavelet transform Computer Methods and Programs in Biomedicine. ,vol. 111, pp. 41- 51 ,(2013) , 10.1016/J.CMPB.2013.03.003
Kenneth Steiglitz, Christos H. Papadimitriou, Combinatorial Optimization: Algorithms and Complexity ,(1981)
J.H. Abawajy, A.V. Kelarev, M. Chowdhury, Multistage approach for clustering and classification of ECG data Computer Methods and Programs in Biomedicine. ,vol. 112, pp. 720- 730 ,(2013) , 10.1016/J.CMPB.2013.08.002