Sentence examples for boosting procedure from inspiring English sources

This version of boosting procedure outperforms other boosting variants for computer vision tasks (e.g., face detection) [21].

ATheach run of LOOCV, the training imaximumave beenumbertered, and then the twofstage boostiterationsch described in Section 3.2 has been performed on each clusedr.

We use a boosting procedure on patches represented as gray codes to build a strong classifier useful to distinguish between eye and non-eye patches.

Finally, before a new iteration the boosting procedure makes the following multiplicative update to the weights corresponding to each training sample: (15).

The best weak classifier is hence selected in each iteration of the boosting procedure such that the cost of (11) is the lowest as follows: (14).

The use of a priori information about the human face along with determining the significance of the image features based on the boosting procedure allows reducing the number of dimensions of the LBP feature space to approximately 250 (with the significance threshold (delta =0.95)).

The approaches by Nunes and Balding (2010) and Fearnhead and Prangle (2012) and our local boosting procedures all consist of several steps, at least one being devoted to establishing the vicinity of the putative truth.

Our method is based on a faster sampling technique that we design for boosting the sampling procedure in the best prior work and we believe this technique can be of other independent interest.

26 27 28 29 Although reporting guidelines are a profoundly reasonable procedure for boosting paper quality, reasonability does not imply effect.

The square error of classifier f (x → i ) is given by: { f (x → i )   − y i } 2 The procedure of Boosting with Bagging is described as following Initialization: α 0 =   1 ; t   =   1 ;   W i   =   p i   =   1 / N where i = 1, 2, 3,…, N; N is the number of training instances; Wi is the weight of training instance; Pi is the probability of instance.

Khan says this procedure boosts students' confidence and helps them realise what they are doing is really important.