• ...mation methods in general followed by an example of the maximum likelihood estimation (MLE) of Gaussian data. Finally, Bayes classifier in practice is illustrate ...sting samples. Generally, the more training samples, the more accurate the estimation will be. Also, it is important to select training samples that can represen
    7 KB (1,177 words) - 10:47, 22 January 2015
  • Bayes Parameter Estimation (BPE) tutorial *Basic knowledge of Bayes parameter estimation
    15 KB (2,273 words) - 10:51, 22 January 2015
  • [[ECE662_Bayesian_Parameter_Estimation_S14_SF|Bayesian Parameter Estimation: Gaussian Case]] == '''Introduction: Bayesian Estimation''' ==
    8 KB (1,268 words) - 08:31, 29 April 2014
  • Bayes rule in practice: definition and parameter estimation *Parameter estimation
    9 KB (1,382 words) - 10:47, 22 January 2015
  • Bayesian Parameter Estimation: Gaussian Case == '''Introduction: Bayesian Estimation''' ==
    10 KB (1,625 words) - 10:51, 22 January 2015
  • Parzen Window Density Estimation *Brief introduction to non-parametric density estimation, specifically Parzen windowing
    16 KB (2,703 words) - 10:54, 22 January 2015
  • Bayesian Parameter Estimation with examples == '''Introduction: Bayesian Estimation''' ==
    10 KB (1,600 words) - 10:52, 22 January 2015
  • ...rrow \Omega</math>, that can be used to compute an estimate of the unknown parameter as The difference between the mean of the estimator and the value of the parameter is known as the bias and is given by
    19 KB (3,418 words) - 10:50, 22 January 2015
  • *Simpler than alternate methods such as Bayesian technique. === <br> 2. MLE as a Parametric Density Estimation ===
    11 KB (2,046 words) - 10:51, 22 January 2015
  • ...nts for [[Bayersian_Parameter_Estimation:_Gaussian_Case|Bayesian Parameter Estimation: Gaussian Case]] * This is a very well developed slecture on Bayesian Parametric Estimation (BPE)
    2 KB (300 words) - 17:04, 12 May 2014
  • ==3. Global (parametric) Density Estimation Methods== *Maximum Likelihood Estimation (MLE)
    8 KB (1,123 words) - 10:38, 22 January 2015

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Alumni Liaison

Basic linear algebra uncovers and clarifies very important geometry and algebra.

Dr. Paul Garrett