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2017 | Supplement | Buchkapitel

ASR in Classroom Today: Automatic Visualization of Conceptual Network in Science Classrooms

verfasst von : Daniela Caballero, Roberto Araya, Hanna Kronholm, Jouni Viiri, André Mansikkaniemi, Sami Lehesvuori, Tuomas Virtanen, Mikko Kurimo

Erschienen in: Data Driven Approaches in Digital Education

Verlag: Springer International Publishing

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Abstract

Automatic Speech Recognition (ASR) field has improved substantially in the last years. We are in a point never saw before, where we can apply such algorithms in non-ideal conditions such as real classrooms. In these scenarios it is still not possible to reach perfect recognition rates, however we can already take advantage of these improvements. This paper shows preliminary results using ASR in Chilean and Finnish middle and high school to automatically provide teachers a visualization of the structure of concepts present in their discourse in science classrooms. These visualizations are conceptual networks that relate key concepts used by the teacher. This is an interesting tool that gives feedback to the teacher about his/her pedagogical practice in classes. The result of initial comparisons shows great similarity between conceptual networks generated in a manual way with those generated automatically.

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Metadaten
Titel
ASR in Classroom Today: Automatic Visualization of Conceptual Network in Science Classrooms
verfasst von
Daniela Caballero
Roberto Araya
Hanna Kronholm
Jouni Viiri
André Mansikkaniemi
Sami Lehesvuori
Tuomas Virtanen
Mikko Kurimo
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-66610-5_58