Modeling a Peer Assessment Framework by Means of a Lazy Learning Approach

Peer-assessment entails, for students, a very beneficial learning activity, from a pedagogical point of view. The peer-evaluation can be performed over a variety of peer-produced resources, the principle being that the more articulated such resource is, the better. Here we focus, in particular, on the automated support to grading open answers, via a peer-evaluation-based approach, which is mediated by the (partial) grading work of the teacher, and produces a (partial, as well) automated grading. We propose to support such automated grading by means of a method based on the K-NN technique. This method is an alternative to a previously studied and implemented one, based on Bayesian Networks. Here we describe the new approach and provide the reader with a preliminary evaluation.

[1]  Carla Limongelli,et al.  A Teacher Model to Speed Up the Process of Building Courses , 2013, HCI.

[2]  P. Sadler,et al.  The Impact of Self- and Peer-Grading on Student Learning , 2006 .

[3]  J. Metcalfe,et al.  Metacognition : knowing about knowing , 1994 .

[4]  Li Bin,et al.  Automated Essay Scoring Using the KNN Algorithm , 2008, 2008 International Conference on Computer Science and Software Engineering.

[5]  Rafael Valencia-García,et al.  Semantic Web Technologies for supporting learning assessment , 2011, Inf. Sci..

[6]  Kevin Palmer,et al.  On-line assessment and free-response input – a pedagogic and technical model for squaring the circle , 2003 .

[7]  Benjamin S. Bloom,et al.  Taxonomy of Educational Objectives: The Classification of Educational Goals. , 1957 .

[8]  Hiroshi Nakagawa,et al.  A Real-Time Multiple-Choice Question Generation For Language Testing: A Preliminary Study , 2005 .

[9]  Cristina Conati,et al.  Using Bayesian Networks to Manage Uncertainty in Student Modeling , 2002, User Modeling and User-Adapted Interaction.

[10]  Carla Limongelli,et al.  A recommendation module to help teachers build courses through the Moodle Learning Management System , 2016, New Rev. Hypermedia Multim..

[11]  Hang Li,et al.  Mining Open Answers in Questionnaire Data , 2001, IEEE Intell. Syst..

[12]  Maria De Marsico,et al.  Supporting Mediated Peer-Evaluation to Grade Answers to Open-Ended Questions , 2017 .

[13]  Naïma El-Kechaï,et al.  Evaluating the Performance of a Diagnosis System in School Algebra , 2011, ICWL.