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Bootstrap aggregating information


Bootstrap aggregating, also called bagging (from bootstrap aggregating), is a machine learning ensemble meta-algorithm designed to improve the stability and accuracy of machine learning algorithms used in statistical classification and regression. It also reduces variance and helps to avoid overfitting. Although it is usually applied to decision tree methods, it can be used with any type of method. Bagging is a special case of the model averaging approach.

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Bootstrap aggregating

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Bootstrap aggregating, also called bagging (from bootstrap aggregating), is a machine learning ensemble meta-algorithm designed to improve the stability...

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Ensemble learning

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task as required. Ensemble learning typically refers to Bagging (bootstrap-aggregating), Boosting or Stacking/Blending techniques to induce high variability...

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Bagging

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may refer to: In statistics, data mining and machine learning, bootstrap aggregating The random subspace method, also called attribute bagging In mountaineering...

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Random subspace method

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better than the original learners. One way of combining learners is bootstrap aggregating or bagging, which shows each learner a randomly sampled subset of...

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Outline of machine learning

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Almeida–Pineda recurrent backpropagation ALOPEX Backpropagation Bootstrap aggregating CN2 algorithm Constructing skill trees Dehaene–Changeux model Diffusion...

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Random forest

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training algorithm for random forests applies the general technique of bootstrap aggregating, or bagging, to tree learners. Given a training set X = x1, ......

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Decision tree learning

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consensus prediction. A random forest classifier is a specific type of bootstrap aggregating Rotation forest – in which every decision tree is trained by first...

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AdaBoost

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them and increasing the coefficient of the remaining weak learner. Bootstrap aggregating CoBoosting BrownBoost Gradient boosting Multiplicative weight update...

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Cascading classifiers

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lowering bias while raising variance. Boosting (meta-algorithm) Bootstrap aggregating Gama, J.; Brazdil, P. (2000). "Cascade Generalization". Machine...

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Timeline of algorithms

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transform developed by Michael Burrows and David Wheeler 1994 – Bootstrap aggregating (bagging) developed by Leo Breiman 1995 – AdaBoost algorithm, the...

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List of statistics articles

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to Boole's inequality Boole's inequality Boolean analysis Bootstrap aggregating Bootstrap error-adjusted single-sample technique Bootstrapping (statistics)...

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List of algorithms

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logistic regression boosting LPBoost: linear programming boosting Bootstrap aggregating (bagging): technique to improve stability and classification accuracy...

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Pattern recognition

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principal component analysis (Kernel PCA) Boosting (meta-algorithm) Bootstrap aggregating ("bagging") Ensemble averaging Mixture of experts, hierarchical...

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Machine learning in bioinformatics

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prediction of the individual trees. This is a modification of bootstrap aggregating (which aggregates a large collection of decision trees) and can be used for...

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Jackknife resampling

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resampling methods such as the bootstrap. Given a sample of size n {\displaystyle n} , a jackknife estimator can be built by aggregating the parameter estimates...

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Aggregate data

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Aggregate data is high-level data which is acquired by combining individual-level data. For instance, the output of an industry is an aggregate of the...

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Rapid automatized naming

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LJ (2007). "Subtyping of children with developmental dyslexia via bootstrap aggregated clustering and the gap statistic: comparison with the double-deficit...

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Entrepreneurship

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copyrights, trademarks and patents. At least early on, entrepreneurs often "bootstrap-finance" their start-up rather than seeking external investors from the...

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Body at Brighton Rock

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Rock' Director Roxanne Benjamin on Her Christopher Pike Influences and Bootstrap Horror Filmmaking [Interview]". Slashfilm.com. April 25, 2019. Retrieved...

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Grouped data

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Grouped data are data formed by aggregating individual observations of a variable into groups, so that a frequency distribution of these groups serves...

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GNU Compiler Collection

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Android, iOS, Solaris, HP-UX, AIX and DOS. In late 1983, in an effort to bootstrap the GNU operating system, Richard Stallman asked Andrew S. Tanenbaum,...

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