Litcius/Paper detail

Production of Mobile English Language Teaching Application Based on Text Interface Using Deep Learning

Yunsik Cho, Jinmo Kim

2021Electronics21 citationsDOIOpen Access PDF

Abstract

This paper proposes a novel text interface using deep learning in a mobile platform environment and presents the English language teaching applications created based on our interface. First, an interface for handwriting texts is designed with a simple structure based on a touch-based input method of mobile platform applications. This input method is easier and more convenient than the existing graphical user interface (GUI), in which menu items such as buttons are selected repeatedly or step by step. Next, an interaction that intuitively facilitates a behavior and decision making from the input text is proposed. We propose an interaction technique that recognizes a text handwritten on the text interface through the Extended Modified National Institute of Standards and Technology (EMNIST) dataset and a convolutional neural network (CNN) model and connects the text to a behavior. Finally, using the proposed interface, we create English language teaching applications that can effectively facilitate learning alphabet writing and words using handwriting. Then, the satisfaction regarding the interface during the educational process is analyzed and verified through a survey experiment with users.

Topics & Concepts

Computer scienceHandwritingInterface (matter)Human–computer interactionProcess (computing)Mobile deviceConvolutional neural networkHandwriting recognitionGraphical user interfaceUser interfaceDeep learningInput methodAlphabetArtificial intelligenceMultimediaNatural language processingProgramming languageWorld Wide WebFeature extractionBubbleMaximum bubble pressure methodParallel computingPhilosophyLinguisticsHand Gesture Recognition SystemsRobotics and Automated SystemsSubtitles and Audiovisual Media
Production of Mobile English Language Teaching Application Based on Text Interface Using Deep Learning | Litcius