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Learning automaton information


A learning automaton is one type of machine learning algorithm studied since 1970s. Learning automata select their current action based on past experiences from the environment. It will fall into the range of reinforcement learning if the environment is stochastic and a Markov decision process (MDP) is used.

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Learning automaton

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A learning automaton is one type of machine learning algorithm studied since 1970s. Learning automata select their current action based on past experiences...

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Deterministic finite automaton

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automaton (DFA)—also known as deterministic finite acceptor (DFA), deterministic finite-state machine (DFSM), or deterministic finite-state automaton...

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Cellular automaton

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A cellular automaton (pl. cellular automata, abbrev. CA) is a discrete model of computation studied in automata theory. Cellular automata are also called...

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Michael Tsetlin

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founder of the learning automaton approach to machine learning. Gelfand–Tsetlin integrable system Boolean differential calculus Learning automaton Tsetlin machine...

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Tsetlin machine

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on propositional logic. A Tsetlin machine is a form of learning automaton collective for learning patterns using propositional logic. Ole-Christoffer Granmo...

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Thompson sampling

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Granmo. "Solving Two-Armed Bernoulli Bandit Problems Using a Bayesian Learning Automaton", International Journal of Intelligent Computing and Cybernetics,...

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Induction of regular languages

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optimal sample inputs. They give a learning algorithm for residual automata and prove that it learns the automaton from its characteristic sample of positive...

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Grammar induction

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re-write rules or productions or alternatively as a finite state machine or automaton of some kind) from a set of observations, thus constructing a model which...

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Outline of machine learning

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outline is provided as an overview of and topical guide to machine learning: Machine learning – subfield of soft computing within computer science that evolved...

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Perceptron

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In machine learning, the perceptron (or McCulloch–Pitts neuron) is an algorithm for supervised learning of binary classifiers. A binary classifier is a...

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Markov decision process

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the learning result. Learning automata is a learning scheme with a rigorous proof of convergence. In learning automata theory, a stochastic automaton consists...

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The Invention of Hugo Cabret

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mechanical, wind-up figures called automata. Selznick decided to add an Automaton to the storyline after reading Gaby Wood's 2003 book Edison's Eve, which...

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Recurrent neural network

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Guo-Zheng; Giles, C. Lee; Chen, Hsing-Hen (1998). "The Neural Network Pushdown Automaton: Architecture, Dynamics and Training". In Giles, C. Lee; Gori, Marco (eds...

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Chomsky hierarchy

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four types of grammars, the class of language it generates, the type of automaton that recognizes it, and the form its rules must have. The classes are...

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Weighted automaton

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In theoretical computer science and formal language theory, a weighted automaton or weighted finite-state machine is a generalization of a finite-state...

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Quantum finite automaton

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)} indicating the probability of the automaton being in an accept state; that is, indicating whether the automaton accepted or rejected the string. The...

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Distributed artificial intelligence

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agents into: reactive agent – A reactive agent is not much more than an automaton that receives input, processes it and produces an output. deliberative...

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Regular language

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regular language can be defined as a language recognised by a finite automaton. The equivalence of regular expressions and finite automata is known as...

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List of Pixar shorts

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Animation World Network. December 27, 2018. Retrieved January 13, 2024. "'Automaton' Pixar's Next Co-Op Short Film Premiering at SIGGRAPH 2020". Pixar Post...

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Generative artificial intelligence

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music. The tradition of creative automatons has flourished throughout history, exemplified by Maillardet's automaton created in the early 1800s. Artificial...

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Artificial intelligence in fiction

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the early 20th century dystopian view of AI in fiction the "animated automaton", naming as examples the 1931 film Frankenstein, the 1927 Metropolis,...

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Rangaku

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(Kyūjitai: 蘭學/Shinjitai: 蘭学, literally "Dutch learning"), and by extension Yōgaku (Japanese: 洋学, "Western learning"), is a body of knowledge developed by Japan...

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Stable Diffusion

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Stable Diffusion is a deep learning, text-to-image model released in 2022 based on diffusion techniques. It is considered to be a part of the ongoing artificial...

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