Search Results - ML and EM algorithms

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  1. 1

    EM-Based Joint Channel Estimation and IQ Imbalances for OFDM Systems by Marey, M., Samir, M., Dobre, O. A.

    ISSN: 0018-9316, 1557-9611
    Published: New York, NY IEEE 01.03.2012
    Published in IEEE transactions on broadcasting (01.03.2012)
    “… occurring at both the transmitter and receiver. Starting from the Maximum Likelihood (ML) principle, we derive an estimation algorithm based on the expectation maximization (EM…”
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    Journal Article
  2. 2

    A tailored ML-EM algorithm for reconstruction of truncated projection data using few view angles by Mao, Yanfei, Zeng, Gengsheng L

    ISSN: 1361-6560, 1361-6560
    Published: England 21.06.2013
    Published in Physics in medicine & biology (21.06.2013)
    “…) algorithm to reconstruct images from the truncated data with a small number of views. In this note, we propose a tailored ML-EM algorithm to suppress the artifacts…”
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    Journal Article
  3. 3

    Superiorization of the ML-EM Algorithm by Garduno, Edgar, Herman, Gabor T.

    ISSN: 0018-9499, 1558-1578
    Published: New York IEEE 01.02.2014
    Published in IEEE transactions on nuclear science (01.02.2014)
    “… The expectation maximization (EM) methodology leads to an iterative algorithm, called ML-EM, that converges in the limit to an image that maximizes this likelihood…”
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    Journal Article
  4. 4

    ML-EM algorithm for dose estimation using PET in proton therapy by Masuda, Takamitsu, Nishio, Teiji, Kataoka, Jun, Arimoto, Makoto, Sano, Akira, Karasawa, Kumiko

    ISSN: 1361-6560, 1361-6560
    Published: England 04.09.2019
    Published in Physics in medicine & biology (04.09.2019)
    “…) expectation maximization (EM) algorithm combined with filtering. In experiments to verify the effectiveness of the proposed method, mono-energetic and spread-out Bragg…”
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    Journal Article
  5. 5

    Extension of the ML-EM algorithm for dose estimation using PET in proton therapy: application to an inhomogeneous target by Masuda, Takamitsu, Nishio, Teiji, Sano, Akira, Karasawa, Kumiko

    ISSN: 1361-6560, 1361-6560
    Published: 11.09.2020
    Published in Physics in medicine & biology (11.09.2020)
    “… In this study, a method for estimating the dose distribution from the positron emitter distributions was developed using the maximum likelihood expectation maximization algorithm…”
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    Journal Article
  6. 6

    A novel IQ imbalance and channel estimation algorithm for Alamouti OFDM systems by Marey, Mohamed, Samir, Moataz Shoukry, Ahmed, Mohamed Hossam, El-Shenawy, Hamed, Elhennawy, Adel

    ISSN: 1550-3607
    Published: IEEE 01.06.2013
    “… In addition, we propose a novel iterative algorithm to jointly estimate the channel impulse response (CIR…”
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    Conference Proceeding
  7. 7

    Statistical Model and ML-EM Algorithm for Emission Tomography with Known Movement by Pouchol, Camille, Verdier, Olivier

    ISSN: 0924-9907, 1573-7683
    Published: New York Springer US 01.06.2021
    Published in Journal of mathematical imaging and vision (01.06.2021)
    “…)-type algorithm which recovers the classical ML-EM algorithm as a particular case for a static phantom. The algorithm is proved to be monotone and convergent in the low-noise regime. Simulations confirm that it correctly removes the blur that would have occurred if movement were neglected…”
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    Journal Article
  8. 8

    CT image reconstruction: integrating iterative methods with Ml-EM algorithm and deep learning models by Pham, Cong Thang, Tran, Thi Thu Thao, Huynh, Duc Anh Bao, Nguyen, Quoc Cuong, Nguyen, Tien Hung

    ISSN: 2226-4116, 2226-4116
    Published: 30.09.2024
    Published in Cybernetics and physics (30.09.2024)
    “… (Convolutional Neural Networks and UNet) with the Maximum Likelihood Expectation Maximization (ML-EM) algorithm and the Enhanced Super-Resolution Generative Adversarial Networks…”
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    Journal Article
  9. 9

    A simple convergence proof of the ML-EM algorithm in the presence of background emission by Bertero, Mario, De Mol, Christine

    ISSN: 0430-3202, 1827-1510
    Published: Milan Springer Milan 01.11.2022
    “…For data obeying a Poisson statistics, the ML-EM (“Maximum Likelihood - Expectation Maximization…”
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    Journal Article
  10. 10

    The ML-EM Algorithm is Not Optimal for Poisson Noise by Zeng, Gengsheng L.

    ISSN: 0018-9499, 1558-1578
    Published: New York IEEE 01.10.2015
    Published in IEEE transactions on nuclear science (01.10.2015)
    “…The ML-EM (maximum likelihood expectation maximization) algorithm is the most popular image reconstruction method when the measurement noise is Poisson distributed…”
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    Journal Article
  11. 11

    Comparison of MLEM algorithm and ART for reconstruction of gas hold-up profile in a bubble column by Patel, Ashutosh K., Patwardhan, Ashwin W., Thorat, Bhaskar N.

    ISSN: 1385-8947, 1873-3212
    Published: Amsterdam Elsevier B.V 01.06.2007
    Published in Chemical engineering journal (1996) (01.06.2007)
    “…Algebraic reconstruction technique (ART) and maximum likelihood–expectation maximization (MLEM…”
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    Journal Article Conference Proceeding
  12. 12

    The ML-EM algorithm is not optimal for poisson noise by Zeng, Gengsheng L.

    ISSN: 0018-9499
    Published: United States IEEE 01.10.2015
    “…The ML-EM (maximum likelihood expectation maximization) algorithm is the most popular image reconstruction method when the measurement noise is Poisson distributed…”
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    Conference Proceeding Journal Article
  13. 13

    Event reconstruction in NEXT using the ML-EM algorithm by Simón, A., Ferrario, P., Izmaylov, A.

    ISSN: 2405-6014, 2405-6022
    Published: Elsevier B.V 01.04.2016
    Published in Nuclear and particle physics proceedings (01.04.2016)
    “…) in the data processing scheme. ML-EM is a generic iterative algorithm for many kinds of inverse problems…”
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    Journal Article
  14. 14

    Convergence analysis of an accelerated expectation-maximization algorithm for ill-posed integral equations by Geng, Chuanxing, Wang, Jinping

    ISSN: 0170-4214, 1099-1476
    Published: Freiburg Blackwell Publishing Ltd 01.03.2016
    “…The maximum‐likelihood expectation‐maximization (EM) algorithm has attracted considerable interest in single…”
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    Journal Article
  15. 15

    Alternatives to the EM algorithm for ML estimation of location, scatter matrix, and degree of freedom of the Student t distribution by Hasannasab, Marzieh, Hertrich, Johannes, Laus, Friederike, Steidl, Gabriele

    ISSN: 1017-1398, 1572-9265
    Published: New York Springer US 01.05.2021
    Published in Numerical algorithms (01.05.2021)
    “…In this paper, we consider maximum likelihood estimations of the degree of freedom parameter ν , the location parameter μ and the scatter matrix Σ of the…”
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    Journal Article
  16. 16

    Filtered backprojection algorithm can outperform iterative maximum likelihood expectation-maximization algorithm by Zeng, Gengsheng L.

    ISSN: 0899-9457, 1098-1098
    Published: Hoboken Wiley Subscription Services, Inc., A Wiley Company 01.06.2012
    “…The iterative maximum‐likelihood expectation‐maximization (MLEM) algorithm is an excellent algorithm for image reconstruction and usually provides better images than the filtered backprojection (FBP) algorithm…”
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    Journal Article
  17. 17

    Interior and Sparse-View Image Reconstruction Using a Mixed Region and Voxel-Based ML-EM Algorithm by Jingyan Xu, Tsui, B. M. W.

    ISSN: 0018-9499, 1558-1578
    Published: IEEE 01.10.2012
    Published in IEEE transactions on nuclear science (01.10.2012)
    “… The image reconstruction is provided by a mixed region and voxel based Poisson likelihood ML-EM algorithm that takes care of the photon statistics and the uniform attenuation effect in emission tomography…”
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    Journal Article
  18. 18

    Application of the ML-EM algorithm in the suppression of Compton background of gamma-ray spectroscopy system by Hoang, Sy Minh Tuan, Sun, Gwang Min, Baek, Hani, Kim, Jiseok

    ISSN: 0236-5731, 1588-2780
    Published: Dordrecht Springer Netherlands 01.03.2016
    “…In the present study, the Compton background of the measured gamma-ray spectrum was suppressed by using the deconvolution method with applying the maximum likelihood fitting by expectation maximization (ML-EM) algorithm…”
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    Journal Article
  19. 19

    Correction to: Alternatives to the EM algorithm for ML estimation of location, scatter matrix, and degree of freedom of the Student t distribution by Hasannasab, Marzieh, Hertrich, Johannes, Laus, Friederike, Steidl, Gabriele

    ISSN: 1017-1398, 1572-9265
    Published: New York Springer US 01.09.2021
    Published in Numerical algorithms (01.09.2021)
    “…A Correction to this paper has been published: https://doi.org/10.1007/s11075-021-01156-z…”
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    Journal Article
  20. 20

    Convergence study of an accelerated ML-EM algorithm using bigger step size by Hwang, DoSik, Zeng, Gengsheng L

    ISSN: 0031-9155
    Published: England 21.01.2006
    Published in Physics in medicine & biology (21.01.2006)
    “…In SPECT/PET, the maximum-likelihood expectation-maximization (ML-EM) algorithm is getting more attention as the speed of computers increases…”
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    Journal Article