Concise comparative summaries (CCS) of large text corpora with a human experiment

ANNALS OF APPLIED STATISTICS, pp. 499-529, 2014.

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Keywords:
Text summarizationhigh-dimensional analysissparse modelingLassoL1 regularized logistic regressionMore(3+)

Abstract:

In this paper we propose a general framework for topic-specific summarization of large text corpora and illustrate how it can be used for the analysis of news databases. Our framework, concise comparative summarization (CCS), is built on sparse classification methods. CCS is a lightweight and flexible tool that offers a compromise between...More

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