Supervised Hierarchical Classification for Student Answer Scoring

July 13, 2015 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Itziar Aldabe, Oier Lopez de Lacalle, Iรฑigo Lopez-Gazpio, Montse Maritxalar arXiv ID 1507.03462 Category cs.CL: Computation & Language Citations 3 Venue arXiv.org Last Checked 5 months ago
Abstract
This paper describes a hierarchical system that predicts one label at a time for automated student response analysis. For the task, we build a classification binary tree that delays more easily confused labels to later stages using hierarchical processes. In particular, the paper describes how the hierarchical classifier has been built and how the classification task has been broken down into binary subtasks. It finally discusses the motivations and fundamentals of such an approach.
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