Yahoo Web Search

Search results

  1. A Statistical Approach to Machine Translation. This chapter contains sections titled: Introduction, The Language Model, The Translation Model, Searching, Parameter Estimation, Two Pilot Experiments, Plans, R.

    • Sign In

      A Statistical Approach to Machine Translation. This chapter...

    • Contact & Support

      This question is for testing whether you are a human visitor...

    • Help

      This question is for testing whether you are a human visitor...

  2. Aug 13, 2008 · Statistical machine translation (SMT) treats the translation of natural language as a machine learning problem. By examining many samples of human-produced translation, SMT algorithms automatically learn how to translate.

    • Adam Lopez
    • 2008
  3. People also ask

  4. We have broken up the book into three main parts: Foundations (Chapters 1–3), which provides essential background for novice readers, Core Methods (Chapters 4–8), which covers the principles of statistical machine translation in detail, and Advanced Topics (Chapters 9–11), which discusses more recent advances. Chapter 1: Introduction.

  5. Statistical Approaches (1) Idea: translation via machine learning 1. Design a language-independent model that describes how to translate from one language to another and assign a probability/cost to each possible translation. 2. A model has a large number of parameters. These are learned from bilingual data (parallel corpora). → ” Training ...

  6. Statistical Machine Translation SMT is basically an application of Bayes and other probabilistic models to estimate the relative frequency with which a given phrase in the source language has been translated into the target language.

  7. This introductory text to statistical machine translation (SMT) provides all of the theories and methods needed to build a statistical machine translator, such as Google Language Tools and Babelfish.

  8. In this paper, we present a statistical approach to machine translation. We describe the application of our approach to translation from French to English and give preliminary results.

  1. People also search for