Scaling the Critics: Uncovering the Latent Dimensions of Movie Criticism With an Item Response Approach

Michael Peress; Arthur Spirling

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Scaling the Critics: Uncovering the Latent Dimensions of Movie Criticism With an Item Response Approach

机译：扩展评论家：通过项目响应方法发现电影评论的潜在维度

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摘要

We study the critical opinions of expert movie reviewers as an item response problem. Building on earlier "unfolding" models, we develop a framework that models an individual's decision to approve or disapprove of an item. Using this approach, we are able to recover the locations of movies and ideal points of critics in the same multidimensional space. We demonstrate that a three-dimensional model captures much of the variation in critical opinions. The first dimension signifies movie "quality" while the other two connote the nature and subject matter of the films. We then demonstrate that the dimensions uncovered from our "utility threshold model" are statistically significant predictors of a movie's success, and are particularly useful in predicting the success of independent films.

机译：我们研究电影评论专家作为项目反应问题的批评意见。在较早的“展开”模型的基础上，我们开发了一个框架，该框架对个人批准或不批准某项物品的决定进行建模。使用这种方法，我们可以在同一多维空间中恢复电影的位置和评论家的理想点。我们证明了三维模型可以捕捉批评意见中的大部分差异。第一个维度表示电影的“质量”，而其他两个维度则表示电影的性质和主题。然后，我们证明从“效用阈值模型”中发现的维度是电影成功的统计上重要的预测指标，并且在预测独立电影的成功方面特别有用。

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来源
《Journal of the American statistical association》 |2010年第489期|p.71-83|共13页
作者
Michael Peress; Arthur Spirling;
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作者单位

Department of Political Science, University of Rochester, Rochester, NY 14627;

Department of Government and Institute of Quantitative Social Science, Harvard University, 1737 Cambridge St. Cambridge, MA 02138;

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正文语种 eng
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关键词
film; ideal points; utility threshold model;

机译：电影;理想点效用阈值模型;

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7. Scaling the Critics: Uncovering the Latent Dimensions of Movie Criticism With an Item Response Approach [O] . Peress, Michael, Spirling, Arthur 2010

机译：扩展评论家：通过项目响应方法发现电影评论的潜在维度

Scaling the Critics: Uncovering the Latent Dimensions of Movie Criticism With an Item Response Approach

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