About: Algorithmic learning theory

Facets (new session)
Description
Metadata
Settings
- Rule:
- Inverse Functional Properties:
- "Same As":

About: Algorithmic learning theory Goto Sponge NotDistinct Permalink

An Entity of Type : yago:WikicatFormalLanguages, within Data Space : dbpedia.demo.openlinksw.com associated with source document(s)
QRcode icon

http://dbpedia.demo.openlinksw.com/describe/?url=http%3A%2F%2Fdbpedia.org%2Fresource%2FAlgorithmic_learning_theory&invfp=IFP_OFF&sas=SAME_AS_OFF&graph=http%3A%2F%2Fdbpedia.org&graph=http%3A%2F%2Fdbpedia.org

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.

Attributes	Values
rdf:type	software yago:Abstraction100002137 yago:Communication100033020 yago:Language106282651 yago:WikicatFormalLanguages
rdfs:label	Algorithmic learning theory (en) Teoria da aprendizagem algorítmica (pt)
rdfs:comment	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)
dcterms:subject	Computational learning theory Formal languages Learning theory (education)
Wikipage page ID	383480 (xsd:integer)
Wikipage revision ID	1063034163 (xsd:integer)
Link from a Wikipage to another Wikipage	San Diego Probably approximately correct learning Computational learning theory E. Mark Gold Run time (program lifecycle phase) English language Enumeration Consistency (statistics) Machine learning Computational learning theory Computer memory Computer program Language identification Language identification in the limit Finite set Formal epistemology Church-Turing thesis Hypothesis Formal languages Learning theory (education) LNCS Polynomial time Turing machine Natural language Programming language Computational learning theory Sample exclusion dimension Occam’s Razor Turing-complete Winnow algorithm
Link from a Wikipage to an external page	http://plato.stanford.edu/entries/learning-formal/ https://web.archive.org/web/20120125223248/http:/www.learningtheory.org/
sameAs	Algorithmic learning theory Algorithmic learning theory Algorithmic learning theory Algorithmic learning theory Algorithmic learning theory Algorithmic learning theory
dbp:wikiPageUsesTemplate	dbt:Citation_needed dbt:Clarify dbt:Refbegin dbt:Refend dbt:Refimprove dbt:Reflist dbt:Short_description
date	November 2013 (en)
reason	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)
has abstract	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)
gold:hypernym	Framework
prov:wasDerivedFrom	wikipedia-en:Algorithmic_learning_theory?oldid=1063034163&ns=0
page length (characters) of wiki page	10165 (xsd:nonNegativeInteger)
foaf:isPrimaryTopicOf	wikipedia-en:Algorithmic_learning_theory
is Link from a Wikipage to another Wikipage of	List of important publications in computer science E. Mark Gold Index of education articles Information and Computation International Conference on Algorithmic Learning Theory Mehryar Mohri Computational epistemology Computational learning theory Machine learning in physics Jian Xin Xu Learnability Formal epistemology Valentina Harizanov International Workshop on Algorithmic Learning Theory Terry Sejnowski Arun Sharma (computer scientist) CN2 algorithm Algorithmic inductive inference Formal learning theory Learning theory Finite thickness Sample exclusion dimension Outline of machine learning
is Wikipage redirect of	International Conference on Algorithmic Learning Theory International Workshop on Algorithmic Learning Theory Algorithmic inductive inference Formal learning theory
is Wikipage disambiguates of	Learning theory
is foaf:primaryTopic of	wikipedia-en:Algorithmic_learning_theory

Faceted Search & Find service v1.17_git139 as of Feb 29 2024

Alternative Linked Data Documents: ODE Content Formats:

RDF

ODATA

Microdata

About

OpenLink Virtuoso version 08.03.3330 as of Mar 19 2024, on Linux (x86_64-generic-linux-glibc212), Single-Server Edition (378 GB total memory, 51 GB memory in use)
Data on this page belongs to its respective rights holders.
Virtuoso Faceted Browser Copyright © 2009-2024 OpenLink Software