Bootstrapping (machine learning)

Bootstrapping (machine learning)

In machine learning, bootstrapping is a general technique that iteratively trains and evaluates a classifier in order to improve its performance. In object detection, it is often used in conjunction with AdaBoost algorithm for efficient processing of large databases. [P. Viola and M. Jones. "Rapid object detection using a boosted cascadeof simple features". CVPR, 2001.]

References

External links

* [http://personal.ee.surrey.ac.uk/Personal/Z.Kalal/Publications/bmvc2008.pdf Weighted Sampling for Large-Scale Boosting] More on bootstrapping for object detection.


Wikimedia Foundation. 2010.

Игры ⚽ Поможем сделать НИР

Look at other dictionaries:

  • Bootstrapping — This is the history of bootstrapping or booting which began in the 1880s as a leather strap and evolved into a group of metaphors that share a common meaning, a self sustaining process that proceeds without external help. traps for leather… …   Wikipedia

  • Temporal difference learning — is a prediction method. It has been mostly used for solving the reinforcement learning problem. TD learning is a combination of Monte Carlo ideas and dynamic programming (DP) ideas. [2] TD resembles a Monte Carlo method because it learns by… …   Wikipedia

  • Word-sense disambiguation — Disambiguation redirects here. For other uses, see Disambiguation (disambiguation). In computational linguistics, word sense disambiguation (WSD) is an open problem of natural language processing, which governs the process of identifying which… …   Wikipedia

  • List of statistics topics — Please add any Wikipedia articles related to statistics that are not already on this list.The Related changes link in the margin of this page (below search) leads to a list of the most recent changes to the articles listed below. To see the most… …   Wikipedia

  • Exploration de données — Articles principaux Exploration de données Fouille de données spatiales Fouille du web Fouille de flots de données Fouille de textes …   Wikipédia en Français

  • List of computer term etymologies — This is a list of the origins of computer related terms or terms used in the computing world (i.e., a list of computer term etymologies). It relates to both computer hardware and computer software. Names of many computer terms, especially… …   Wikipedia

  • Data analysis — Analysis of data is a process of inspecting, cleaning, transforming, and modeling data with the goal of highlighting useful information, suggesting conclusions, and supporting decision making. Data analysis has multiple facets and approaches,… …   Wikipedia

  • GNU Compiler Collection — Cc1 redirects here. For other uses of CC1 or CC 1, see CC1 (disambiguation). GNU Compiler Collection Developer(s) GNU Project Initial release May 23, 1987 ( …   Wikipedia

  • Imputation (statistics) — For other uses of imputation , see Imputation (disambiguation). In statistics, imputation is the substitution of some value for a missing data point or a missing component of a data point. Once all missing values have been imputed, the dataset… …   Wikipedia

  • Gene expression profiling — Heat maps of gene expression values show how experimental conditions influenced production (expression) of mRNA for a set of genes. Green indicates reduced expression. Cluster analysis has placed a group of down regulated genes in the upper left… …   Wikipedia

Share the article and excerpts

Direct link
Do a right-click on the link above
and select “Copy Link”