• DocumentCode
    1793752
  • Title

    Generalized false discovery rate based adaptive thresholding approach for ECG signal compression

  • Author

    Rajankar, Supriya ; Talbar, Sanjay

  • Author_Institution
    Dept. of Electron. & Telecommun., Sinhgad Coll. of Eng., Pune, India
  • fYear
    2014
  • fDate
    7-8 Nov. 2014
  • Firstpage
    266
  • Lastpage
    271
  • Abstract
    The paper proposes Generalized False Discovery Rate (FDR) based thresholding procedure for estimating wavelet coefficients adaptively to compress ECG signal. To determine the adaptive threshold the connection between thresholding and hypothesis testing is used. In the proposed algorithm False Discovery Threshold (FDT) is achieved by computing the probability of each detail coefficient. The computed probabilities are arranged in ascending order. The adaptive critical significance level is calculated by k-FWER and step up k-FDR procedures of multiple hypotheses testing. The significance levels are compared with computed probabilities to satisfy desired FDR, which provides the FDT. Finally two stage entropy coding is done using zero Run Length Encoding (RLE) followed by Huffman coding. As compared to existing techniques for ECG compression the proposed algorithms achieved very low average value of percentage root mean difference (PRD) at comparable compression ratios (CR). Very less PRD values signifies faithful reconstruction of original signal.
  • Keywords
    Huffman codes; data compression; electrocardiography; encoding; entropy codes; medical signal processing; probability; runlength codes; signal reconstruction; wavelet transforms; CR; ECG signal compression; FDR based thresholding procedure; FDT; Huffman coding; PRD; RLE; adaptive critical significance level; compression ratios; detail coefficient probability; generalized false discovery rate based adaptive thresholding approach; hypothesis testing; k-FDR procedures; k-FWER; percentage root mean difference; signal reconstruction; stage entropy coding; wavelet coefficient estimation; zero run length encoding; Data compression; Discrete wavelet transforms; Electrocardiography; Encoding; Image reconstruction; Testing; BH procedure; Generalized False Discovery Rate; global threshold; k-FDR; k-FWER; step up procedure;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Medical Imaging, m-Health and Emerging Communication Systems (MedCom), 2014 International Conference on
  • Conference_Location
    Greater Noida
  • Print_ISBN
    978-1-4799-5096-6
  • Type

    conf

  • DOI
    10.1109/MedCom.2014.7006016
  • Filename
    7006016