Description: Analyzing Discourse and Text Complexity for Learning and Collaborating : A Cognitive Approach Based on Natural Language Processing, Paperback by Dascalu, Mihai, ISBN 3319353233, ISBN-13 9783319353234, Brand New, Free shipping in the US With the advent and increasing popularity of Computer Supported Collaborative Learning (CSCL) and e-learning technologies, the need of automatic assessment and of teacher/tutor support for the two tightly intertwined activities of comprehension of reading materials and of collaboration among peers has grown significantly. In this context, a polyphonic model of discourse derived from Bakhtin’s work as a paradigm is used for analyzing both general texts and CSCL conversations in a unique framework focused on different facets of textual cohesion. As specificity of our analysis, the individual learning perspective is focused on the identification of reading strategies and on providing a multi-dimensional textual complexity model, whereas the collaborative learning dimension is centered on the evaluation of participants’ involvement, as well as on collaboration assessment. Our approach based on advanced Natural Language Processing techniques provides a qualitative estimation of the learning process and enhances understanding as a “mediator of learning” by providing automated feedback to both learners and teachers or tutors. The main benefits are its flexibility, extensibility and nevertheless specificity for covering multiple stages, starting from reading classroom materials, to discussing on specific topics in a collaborative manner and finishing the feedback loop by verbalizing metacognitive thoughts.
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Book Title: Analyzing Discourse and Text Complexity for Learning and Collabor
Number of Pages: Xiv, 279 Pages
Language: English
Publication Name: Analyzing Discourse and Text Complexity for Learning and Collaborating : A Cognitive Approach Based on Natural Language Processing
Publisher: Springer International Publishing A&G
Subject: Computers & Technology, Engineering (General), Intelligence (Ai) & Semantics, Natural Language Processing, Speech & Audio Processing
Publication Year: 2016
Item Height: 0.6 in
Type: Textbook
Item Weight: 159.1 Oz
Subject Area: Computers, Technology & Engineering, Education
Author: Mihai Dasc Lu
Item Length: 9.2 in
Series: Studies in Computational Intelligence Ser.
Item Width: 6.1 in
Format: Trade Paperback