Lesson plan

Majorization

In mathematics, majorization is a preorder on vectors of real numbers. For two such vectors, \mathbf{x},\ \mathbf{y} \in \mathbb{R}^n , we say that \mathbf{x} weakly majorizes (or dominates) \mathbf{y} from below, commonly denoted \mathbf{x} \succ_w \mathbf{y}, when : \sum_{i=1}^k x_i^{\downarrow} \geq \sum_{i=1}^k y_i^{\downarrow} for all k=1,\,\dots,\,n , where x_i^{\downarrow} denotes the i th largest entry of \mathbf{x} . If \mathbf{x}, \mathbf{y} further satisfy \sum_{i=1}^n x_i = \sum_{i=1}^n y_i , we say that \mathbf{x} majorizes (or dominates) \mathbf{y} , commonly denoted \mathbf{x} \succ \mathbf{y} . Both weak majorization and majorization are partial orders for vectors whose entries are non-decreasing, but only a preorder for general vectors, since majorization is agnostic to the ordering of the entries in vectors, e.g., the statement (1,2)\prec (0,3) is simply equivalent to (2,1)\prec (3,0) . Specifically, \mathbf{x} \succ \mathbf{y} \wedge \mathbf{y} \succ \mathbf{x} if and only if \mathbf{x}, \mathbf{y} are permutations of each other. Similarly for \succ_w . Majorizing also sometimes refers to entrywise ordering, e.g. the real-valued function f majorizes the real-valued function g when f(x) \geq g(x) for all x in the domain, or other technical definitions, such as majorizing measures in probability theory.

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Article summary

In mathematics, majorization is a preorder on vectors of real numbers. For two such vectors, \mathbf{x},\ \mathbf{y} \in \mathbb{R}^n , we say that \mathbf{x} weakly majorizes (or dominates) \mathbf{y} from below, commonly denoted \mathbf{x} \succ_w \mathbf{y}, when : \sum_{i=1}^k x_i^{\downarrow} \geq \sum_{i=1}^k y_i^{\downarrow} for all k=1,\,\dots,\,n , where x_i^{\downarrow} denotes the i th largest entry of \mathbf{x} . If \mathbf{x}, \mathbf{y} further satisfy \sum_{i=1}^n x_i = \sum_{i=1}^n y_i , we say that \mathbf{x} majorizes (or dominates) \mathbf{y} , commonly denoted \mathbf{x} \succ \mathbf{y} . Both weak majorization and majorization are partial orders for vectors whose entries are non-decreasing, but only a preorder for general vectors, since majorization is agnostic to the ordering of the entries in vectors, e.g., the statement (1,2)\prec (0,3) is simply equivalent to (2,1)\prec (3,0) . Specifically, \mathbf{x} \succ \mathbf{y} \wedge \mathbf{y} \succ \mathbf{x} if and only if \mathbf{x}, \mathbf{y} are permutations of each other. Similarly for \succ_w . Majorizing also sometimes refers to entrywise ordering, e.g. the real-valued function f majorizes the real-valued function g when f(x) \geq g(x) for all x in the domain, or other technical definitions, such as majorizing measures in probability theory.

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Discussion questions

  1. Summarise the article in your own words. Which single claim would you verify first, and why?
  2. Which claim in this article is most likely to be revised as the sources update? How would you check its current status?
  3. If two sources disagreed about one of these facts, what would you need in order to trust one over the other?

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