Download Pattern Classification Using Ensemble Methods by Lior Rokach PDF

By Lior Rokach

Researchers from numerous disciplines resembling development reputation, facts, and computing device studying have explored using ensemble method because the past due seventies. hence, they're confronted with a large choice of tools, given the growing to be curiosity within the box. This ebook goals to impose a level of order upon this range by way of providing a coherent and unified repository of ensemble equipment, theories, tendencies, demanding situations and purposes. The publication describes intimately the classical equipment, in addition to the extensions and novel ways constructed lately. in addition to algorithmic descriptions of every strategy, it additionally explains the situations within which this technique is appropriate and the results and the trade-offs incurred through the use of the tactic.

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James Michael Surowiecki, an American financial journalist, published in 2004 the book “The Wisdom of Crowds: Why the Many Are Smarter Than the Few and How Collective Wisdom Shapes Business, Economies, Societies and Nations”. Surowiecki argues, that under certain controlled conditions, the aggregation of information from several sources, results in decisions that are often superior to those that could have been made by any single individual - even experts. Naturally, not all crowds are wise (for example, greedy investors of a stock market bubble).

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