About: Statistical machine translation

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Statistical machine translation (SMT) is a machine translation paradigm where translations are generated on the basis of statistical models whose parameters are derived from the analysis of bilingual text corpora. The statistical approach contrasts with the rule-based approaches to machine translation as well as with example-based machine translation, and has more recently been superseded by neural machine translation in many applications (see this article's final section).

Attributes	Values
rdf:type	programming language
rdfs:label	Statistický strojový překlad (cs) Statistika maŝintradukado (eo) Estatistiketan oinarritutako itzulpen automatikoa (eu) Traducción automática estadística (es) 통계적 기계 번역 (ko) Tłumaczenie statystyczne (pl) Statistical machine translation (en) Статистический машинный перевод (ru) 统计机器翻译 (zh)
rdfs:comment	통계적 기계 번역(Statistical machine translation, SMT)은 기계 번역 패러다임의 하나로서, 파라미터들이 2개 언어 말뭉치의 분석에서 비롯된 에 기초하여 번역이 생성된다. 이러한 통계적 접근은 이라든지 과는 대조된다. 통계적 기계 번역의 최초 개념은 1949년 에 의해 도입되었으며 여기에는 클로드 섀넌의 정보이론을 적용하는 개념이 포함되어 있다. 통계적 기계 번역은 IBM의 토머스 J. 왓슨 연구소에 의해 1980년대 말과 1990년대 초에 다시 도입되었으며근래 수년에 걸쳐 기계 번역이 다시 유행하게 하는 데 일조하였다. 신경망 기계 번역이 도입되기 전 이 개념은 이제까지 가장 널리 연구된 기계 번역 방식이었다. (ko) 统计机器翻译（英語：Statistical Machine Translation，简写为SMT）是机器翻译的一种，也是目前非限定领域机器翻译中性能较佳的一种方法。统计机器翻译的基本思想是通过对大量的平行语料进行统计分析，构建统计翻译模型，进而使用此模型进行翻译。从早期基于词的机器翻译已经过渡到基于短语的翻译，并正在融合句法信息，以进一步提高翻译的精确性。 2016年前Google翻译的大部分语言对采用的都是统计机器翻译的方法。而Google亦在此本领域保持领先地位，在美国国家标准局组织的机器翻译评测中遥遥领先。但Google翻译在2016年11月开始使用神經機器翻譯作为主要翻译系统，并开发了Google神經機器翻譯系統。此外，常用的基于统计法机器翻译的系统还包括Bing翻译和百度翻译等。统计机器翻译的首要任务是为语言的产生构造某种合理的统计模型，并在此统计模型基础上，定义要估计的模型参数，并设计参数估计算法。早期的基于词的统计机器翻译采用的是，采用最大似然准则进行无监督训练，而近年来常用的基于短语的统计机器翻译则采用方法，一般来说需要参考语料进行有监督训练。 (zh) Statistický strojový překlad (anglicky: statistical machine translation, SMT) je paradigma strojového překladu, kde jsou překlady generovány na základě statistických modelů, jejichž parametry jsou odvozeny z analýzy dvojjazyčných textových korpusů. Statistický přístup se liší od pravidlových i příkladových přístupů k strojovému překladu. (cs) Statistika maŝintradukado (somoto) estas tekniko de maŝintradukado kie tradukojn oni generas surbaze de statistikaj modeloj kies parametroj derivas el la analizo de antaŭe tradukita dulingva tekstaro. La statistika metodo kontrastas al la maŝintradukadaj metodoj bazitaj sur (robomoto) aŭ sur (ebomoto). (eo) La traducción automática estadística, designada a veces por las expresiones Stat MT o SMT (del inglés Statistical Machine Translation), es un paradigma de traducción automática donde se generan traducciones basadas en modelos estadísticos y de teoría de la información cuyos parámetros se obtienen del análisis de corpus de textos bilingües. El enfoque estadístico contrasta con los enfoques tradicionales como la traducción automática basada en reglas y la basada en ejemplos. (es) Estatistiketan Oinarritutako Itzulpen Automatikoa (EOIA edo SMT, Statistical Machine Translation), itzulpen automatikoko paradigma bat da, zeinetan itzulpenak corpus eleanitzetatik erauzitako eredu estatistikoetan oinarrituta sortzen baitiren. Estatistiketan oinarritutako estrategia adibideetan oinarritutako edo erregeletan oinarritutako metodoez bestelakoa da. (eu) Statistical machine translation (SMT) is a machine translation paradigm where translations are generated on the basis of statistical models whose parameters are derived from the analysis of bilingual text corpora. The statistical approach contrasts with the rule-based approaches to machine translation as well as with example-based machine translation, and has more recently been superseded by neural machine translation in many applications (see this article's final section). (en) Statystyczne tłumaczenie maszynowe – metoda tłumaczenia automatycznego, w której przekład tworzony jest w oparciu o modele statystyczne, których parametry pozyskiwane są poprzez analizę korpusu równoległego danej pary języków. Ten sposób tłumaczenia stanowi alternatywę dla metod opartych na regułach transferu, jak i dla systemów opierających się na przykładach. (pl) Статистический машинный перевод (англ. Statistical machine translation — SMT) — разновидность машинного перевода, где перевод генерируется на основе статистических моделей, параметры которых являются производными от анализа двуязычных корпусов текста (text corpora). Статистический машинный перевод противопоставляют системам машинного перевода, основанным на правилах Rule-Based Machine Translation (RBMT) и на примерах Example-Based MT (EBMT). (ru)
dcterms:subject	Statistical natural language processing Machine translation
Wikipage page ID	4558491 (xsd:integer)
Wikipage revision ID	1114649667 (xsd:integer)
Link from a Wikipage to another Wikipage	Beam search Probability distribution N-gram Neural machine translation Statistical parsing Apptek Gale-Church alignment algorithm SYSTRAN Claude Shannon GPL Google Translate Moses (machine translation) Apple Inc. Cache language model Skype Smartphone Statistical model Paradigm Phrase Speech synthesis Statistical natural language processing Data-oriented parsing Warren Weaver Language model Duolingo Text messaging Synchronous context-free grammar Speech recognition Hybrid machine translation Machine translation Language Weaver Syntax Tablet computer Hidden Markov model Parse tree Word Mobile broadband Europarl corpus IBM IOS 8 Information theory Microsoft Translator Yandex.Translate Machine translation Thomas J. Watson Research Center Expectation–maximization algorithm IBM alignment models Word order Example-based machine translation Phraseme Rule-based machine translation Speech translation Stochastic parsing Word alignment (linguistics) Text corpora Syntax (linguistics) Bayes Theorem Parallel corpora Syntactic categories dbr:GIZA++
Link from a Wikipage to an external page	http://www.statmt.org/moses/ http://www.statmt.org/ http://www.garuda.dikti.go.id/jurnal/detil/id/0:168667/q/pengarang:Tanuwijaya%20hansel/offset/0/limit/15 https://turkceingilizce.gen.tr/ http://www-nlp.stanford.edu/links/statnlp.html
sameAs	Statistical machine translation Statistical machine translation Statistical machine translation Statistical machine translation Statistical machine translation Statistical machine translation Statistical machine translation Statistical machine translation Statistical machine translation Statistical machine translation Statistical machine translation Statistical machine translation

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