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Topic

Context (language use)

About: Context (language use) is a(n) research topic. Over the lifetime, 324754 publication(s) have been published within this topic receiving 5535275 citation(s).


Papers
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01 Jan 2005
Abstract: The problem of selecting one of a number of models of different dimensions is treated by finding its Bayes solution, and evaluating the leading terms of its asymptotic expansion. These terms are a valid large-sample criterion beyond the Bayesian context, since they do not depend on the a priori distribution.

33,801 citations

Book
01 Jan 2008
Abstract: Introduction -- Practical considerations -- Prelude to analysis -- Strategies for qualitative data analysis -- Introduction to context, process and theoretical integration -- Memos and diagrams -- Theoretical sampling -- Analyzing data for concepts -- Elaborating the analysis -- Analyzing data for context -- Bringing process into the analysis -- Integrating around a concept -- Writing theses, monographs, and giving talks -- Criterion for evaluation -- Student questions and answers to these.

31,251 citations

Proceedings ArticleDOI
01 Oct 2014
TL;DR: A new global logbilinear regression model that combines the advantages of the two major model families in the literature: global matrix factorization and local context window methods and produces a vector space with meaningful substructure.
Abstract: Recent methods for learning vector space representations of words have succeeded in capturing fine-grained semantic and syntactic regularities using vector arithmetic, but the origin of these regularities has remained opaque. We analyze and make explicit the model properties needed for such regularities to emerge in word vectors. The result is a new global logbilinear regression model that combines the advantages of the two major model families in the literature: global matrix factorization and local context window methods. Our model efficiently leverages statistical information by training only on the nonzero elements in a word-word cooccurrence matrix, rather than on the entire sparse matrix or on individual context windows in a large corpus. The model produces a vector space with meaningful substructure, as evidenced by its performance of 75% on a recent word analogy task. It also outperforms related models on similarity tasks and named entity recognition.

23,307 citations

Book
01 Jan 1980
Abstract: Part One: The Context Of Educational Research Part Two: Planning Educational Research Part Three: Styles Of Educational Research Part Four: Strategies And Instruments For Data Collection And Researching Part Five: Data Analysis

20,255 citations

Book
01 Jan 1995
TL;DR: Welcome aboard navigation as computation the implementation of contemporary pilotage the organization of team performances communication navigation as a context for learning learning in context organizational learning cultural cognition.
Abstract: Welcome aboard navigation as computation the implementation of contemporary pilotage the organization of team performances communication navigation as a context for learning learning in context organizational learning cultural cognition.

7,699 citations


Performance
Metrics
No. of papers in the topic in previous years
YearPapers
2022373
202120,874
202022,836
201921,390
201820,052
201717,750