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Term: boosting metabolism
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boosting metabolism!
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boosting metabolism
Comprehensive Analysis
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1) "Boosting" -- As to boosting metabolism 1boost Pronunciation: 'büst Function: verb Etymology: origin unknown transitive verb 1 : to push or shove up from below 2 : INCREASE, RAISE <plans to boost production> <an extra holiday to boost morale> 3 : to promote the cause or interests of : PLUG <a campaign to boost the new fashions> 4 : to raise the voltage of or across (an electric circuit) 5 slang : STEAL, SHOPLIFT intransitive verb, slang : SHOPLIFT synonym see LIFT Pronunciation Symbols Boosting is a machine learning meta-algorithm for performing supervised learning. Boosting occurs in stages, by incrementally adding to the current learned function. At every stage, a weak learner (i.e., one that has an accuracy only slightly greater than chance) is trained with the data. The output of the weak learner is then added to the learned function, with some strength (proportional to how accurate the weak learner is). Then, the data is reweighted: examples that the current learned function gets wrong are "boosted" in importance, so that future weak learners will attempt to fix the errors. There are several different boosting algorithms, depending on the exact mathematical form of the strength and weight. AdaBoost is a popular and the historically most significant boosting algorithms, whereas more recent algorithms such as LPBoost and TotalBoost have replaced AdaBoost because they converge much faster and produce sparser hypothesis weightings. Most boosting algorithms fit into the AnyBoost framework, which shows that boosting performs gradient descent in function space. Boosting is based on probably approximately correct learning (PAC learning), which is a branch of computational learning theory. Robert Schapire was the first to show that if a concept is weakly PAC learnable then it is also strongly PAC learnable using boosting. Algorithmically, boosting is related to - logistic regression
- maximum entropy methods
- neural networks
- support vector machines
- Robert E. Schapire and Yoram Singer. Improved Boosting Algorithms Using Confidence-Rated Predictors. Machine Learning, 37(3):297--336, 1999. http://citeseer.ist.psu.edu/schapire99improved.html
- Robert E. Schapire. The Strength of Weak Learnability. Machine Learning, 5(2):197--227, 1990. http://citeseer.ist.psu.edu/schapire90strength.html
- Llew Mason, Jonathan Baxter, Peter Bartlett, and Marcu..."
2) "Metabolism" -- As to boosting metabolism me·tab·o·lism Pronunciation: m&-'ta-b&-"li-z&m Function: noun Etymology: International Scientific Vocabulary, from Greek metabolE change, from metaballein to change, from meta- + ballein to throw -- more at DEVIL 1 a : the sum of the processes in the buildup and destruction of protoplasm; specifically : the chemical changes in living cells by which energy is provided for vital processes and activities and new material is assimilated b : the sum of the processes by which a particular substance is handled in the living body c : the sum of the metabolic activities taking place in a particular environment <the metabolism of a lake> 2 : METAMORPHOSIS 2 -- usually used in combination <holometabolism> Pronunciation Symbols | Metabolism Portal | Overview of the citric acid cycle The citric acid cycle, one of the central metabolic pathways in aerobic organisms. Metabolism (from Greek μεταβολισμός "metabolismos") is the biochemical modification of chemical compounds in living organisms and cells. It is through the process of metabolism that organisms process nutrients into the biochemical tools and structures they need to maintain a living state. Metabolism has two distinct divisions: anabolism, in which a cell uses energy and reducing power to construct complex molecules and perform other life functions such as creating cellular structure; and catabolism, in which a cell breaks down complex molecules to yield energy and reducing power. Cell metabolism involves complex sequences of controlled chemical reactions called metabolic pathways, usually a sequence of enzymatic steps. Enzymes are crucial to metabolism because they allow organisms to greatly accelerate slow favorable reactions as well as couple unfavorable reactions to available energy sources. By providing energy to metabolic processes (energy usually in the form of ATP) cells can successfully power reactions that would otherwise never occur. - 1 History
- 2 Anabolism
- 3 Catabolism
- 3.1 Carbohydrate catabolism
- 3.2 Fat catabolism
- 3.3 Protein catabolism
- 4 See also
- 5 External links
- 6 References
| Santorio Santorio (1561-1636) in his steelyard balance, from Ars de statica medecina, first published 1614 The first contro..."
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