COMBINING GAUSSIAN MIXTURE ESTIMATES FROM UNCERTAIN SOURCES

被引:0
|
作者
Sipos, Brian J. [1 ]
机构
[1] Lockheed Martin Syst Integrat, Owego, NY 13827 USA
来源
2009 IEEE/SP 15TH WORKSHOP ON STATISTICAL SIGNAL PROCESSING, VOLS 1 AND 2 | 2009年
关键词
State space; Gaussian mixture; spoofing; water filling; visualization;
D O I
10.1109/SSP.2009.5278510
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper examines the exact solution for combining multiple Gaussian mixture (GM) estimates of a state vector, methods for order-reduction of the resulting GM, estimating the likelihood of each source GM, and for classifying sources as good (in agreement) or bad (biased or false/spoofed). Together, these allow combining estimates from GM sources in a way that guarantees some false-rejection probability of good sources in the merged best-estimate and allows generating a set of ellipsoids to approximate the most-probable volume for displaying the result to a user.
引用
收藏
页码:581 / 584
页数:4
相关论文
共 50 条
  • [21] Combining Multi Classifiers Based on a Genetic Algorithm - A Gaussian Mixture Model Framework
    Tien Thanh Nguyen
    Alan Wee-Chung Liew
    Minh Toan Tran
    Mai Phuong Nguyen
    INTELLIGENT COMPUTING METHODOLOGIES, 2014, 8589 : 56 - 67
  • [22] Oscillometric blood pressure estimation by combining nonparametric bootstrap with Gaussian mixture model
    Lee, Soojeong
    Rajan, Sreeraman
    Jeon, Gwanggil
    Chang, Joon-Hyuk
    Dajanic, Hilmi R.
    Groza, Voicu Z.
    COMPUTERS IN BIOLOGY AND MEDICINE, 2017, 85 : 112 - 124
  • [23] Automatic Corneal Ulcer Segmentation Combining Gaussian Mixture Modeling and Otsu Method
    Liu, Zhenrong
    Shi, Yankun
    Zhan, Pengji
    Zhang, Yue
    Gong, Yi
    Tang, Xiaoying
    2019 41ST ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2019, : 6298 - 6301
  • [24] Combining region and edge cues for image segmentation in a probabilistic Gaussian mixture framework
    Rotem, Omer
    Greenspan, Hayit
    Goldberger, Jacob
    2007 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-8, 2007, : 2008 - +
  • [25] Foreground Segmentation in Videos Combining General Gaussian Mixture Modeling and Spatial Information
    Boulmerka, Aissa
    Allili, Mohand Said
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2018, 28 (06) : 1330 - 1345
  • [26] Combining voter preferences with party position estimates from different sources for studying voting behavior and representation
    Kurella, Anna-Sophie
    Rapp, Milena
    ELECTORAL STUDIES, 2024, 87
  • [27] Searching Uncertain Data Represented by Non-Axis Parallel Gaussian Mixture Models
    Haegler, Katrin
    Fiedler, Frank
    Boehm, Christian
    2012 IEEE 28TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE), 2012, : 246 - 257
  • [28] Gaussian Mixture Estimation from Weighted Samples
    Frisch, Daniel
    Hanebeck, Uwe D.
    2021 IEEE INTERNATIONAL CONFERENCE ON MULTISENSOR FUSION AND INTEGRATION FOR INTELLIGENT SYSTEMS (MFI), 2021,
  • [29] Separation of an instantaneous mixture of Gaussian autoregressive sources by the exact maximum likelihood approach
    Dégerine, S
    Zaïdi, A
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (06) : 1499 - 1512
  • [30] Evaluation of adaptive NN-RBF classifier using Gaussian mixture density estimates
    Baik, SW
    Ahn, SM
    Pachowicz, PW
    BIOLOGICALLY MOTIVATED COMPUTER VISION, PROCEEDING, 2000, 1811 : 463 - 472