List of digital estimation techniques

  • Linear models
    • Parameter Estimation
      • Deterministic parameters
        • Least-squares (batch and recursive processing)
        • Best linear unbiased estimation (BLUE)
        • Maximum likelihood
      • Random parameters
        • Mean-squared
        • Maximum a posteriori
        • BLUE
        • Weighted least squares
    • State estimation
      • Mean-squared prediction
      • Mean-squared filtering (Kalman filter or Moving horizon estimation)
      • Mean-squared smoothing
  • Nonlinear models
    • Parameter estimation
      • Iteratively re-weighted least squares for deterministic parameters
    • State estimation
      • Extended Kalman filter
      • Moving horizon estimation
    • Combined state and parameter estimation
      • Extended Kalman filter
      • Maximum likelihood
      • Moving horizon estimation

References

  • Mendel, J. Lessons in Digital Estimation Theory, Prentice-Hall, 1987 ISBN 0-1353-0809-7