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Algorithmic learning theory is a mathematical framework for analyzing machine learning problems and algorithms. Synonyms include formal learning theory and algorithmic inductive inference. Algorithmic learning theory is different from statistical learning theory in that it does not make use of statistical assumptions and analysis. Both algorithmic and statistical learning theory are concerned with machine learning and can thus be viewed as branches of computational learning theory.

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  • Algorithmic learning theory is a mathematical framework for analyzing machine learning problems and algorithms. Synonyms include formal learning theory and algorithmic inductive inference. Algorithmic learning theory is different from statistical learning theory in that it does not make use of statistical assumptions and analysis. Both algorithmic and statistical learning theory are concerned with machine learning and can thus be viewed as branches of computational learning theory. (en)
  • A teoria da aprendizagem algorítmica é um arcabouço matemático para a análise de problemas e algoritmos na área de aprendizagem de máquina. Alguns termos sinônimos são teoria da aprendizagem formal e inferência indutiva algorítmica. A teoria da aprendizagem algorítmica é diferente da no sentido de que a primeira não faz uso de pressupostos ou análises estatísticas. Ambas as teorias são voltadas para a aprendizagem de máquina e podem, portanto, serem vistas como ramos da teoria da aprendizagem computacional. (pt)
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  • 1063034163 (xsd:integer)
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  • November 2013 (en)
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  • The problem Gold investigated is not about learning a language, but about learning a language class. For example, it is trivial to learn an infinite language L from a class consisting of L only.) Gold's result meant here is probably that of his Theorem I.8 . The paragraph should be repharsed accordingly. (en)
  • Gold introduces a methode called 'identification by enumeration' , but he didn't claim that each language 'defined by a Turing machine program can be learned' by that method, or by any other. Such a result would contradict the unlearnability result stated in the next section of this article. (en)
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  • Algorithmic learning theory is a mathematical framework for analyzing machine learning problems and algorithms. Synonyms include formal learning theory and algorithmic inductive inference. Algorithmic learning theory is different from statistical learning theory in that it does not make use of statistical assumptions and analysis. Both algorithmic and statistical learning theory are concerned with machine learning and can thus be viewed as branches of computational learning theory. (en)
  • A teoria da aprendizagem algorítmica é um arcabouço matemático para a análise de problemas e algoritmos na área de aprendizagem de máquina. Alguns termos sinônimos são teoria da aprendizagem formal e inferência indutiva algorítmica. A teoria da aprendizagem algorítmica é diferente da no sentido de que a primeira não faz uso de pressupostos ou análises estatísticas. Ambas as teorias são voltadas para a aprendizagem de máquina e podem, portanto, serem vistas como ramos da teoria da aprendizagem computacional. (pt)
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  • Algorithmic learning theory (en)
  • Teoria da aprendizagem algorítmica (pt)
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