Non-Visual Interfaces for Visual Learners: Multisensory Learning of Graphic Primitives

被引:0
作者
Doore, Stacy A. [1 ]
Brown, Justin R. [2 ]
Imai, Saki [1 ,3 ]
Dimmel, Justin K. [4 ]
Giudice, Nicholas A. [2 ,5 ]
机构
[1] Colby Coll, Dept Comp Sci, INSITE Lab, Waterville, ME 04901 USA
[2] Univ Maine, VEMI Lab, Orono, ME 04469 USA
[3] Northeastern Univ, Khoury Coll Comp Sci, Boston, ME 02115 USA
[4] Univ Maine, Sch Learning & Teaching, IMRE Lab, Orono, ME 04469 USA
[5] Univ Maine, Sch Comp & Informat Sci, Spatial Comp Program, Orono, ME 04469 USA
基金
美国国家科学基金会;
关键词
Visualization; Natural languages; STEM; Accuracy; Learning systems; Force feedback; Vibrations; Touch sensitive screens; Complexity theory; Usability; Education and learning interfaces; multimodal interfaces; interaction design; multisensory information; non-visual information access; MULTIMODAL INTERACTION; COGNITIVE LOAD; 3-D SOUND; REPRESENTATIONS; EXPLORATION; LANGUAGE;
D O I
10.1109/ACCESS.2024.3513712
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Multimodal learning systems have been found to be effective in studies investigating cognitive theory of multimedia learning. Yet this research is rarely put into practice in Science, Technology, Engineering, and Math (STEM) learning environments, which are dominated by visual graphics. Introducing multimodal learning systems into STEM settings and allowing students to access dual channel cues beyond visual perception may help more students process information in their preferred modality. The purpose of this study was to investigate the usability, effectiveness, and design of multimodal interfaces for enhancing access to graphical representations. We used existing theories of multisensory information processing to study how sighted participants could learn and interpret spatial primitives and graphical concepts presented via three non-visual conditions: natural language (NL) descriptions, haptic renderings, and a NL-Haptic combination. The results showed that access to haptic-only renderings produced the least accurate responses, whereas NL descriptions with and without haptics led to similar performance by participants when learning graphical content without vision. Performance was also impacted by the complexity of the graphical content, with the highest level of accuracy observed for closed forms, compared to paired line segments and line/polygon intersections. We argue that universally designed, multimodal learning environments can transcend traditional, visual diagrams by utilizing non-visual channels and commercial hardware to support learners with different sensory abilities, preferences, and processing needs. Findings contribute to extending theoretical insights of non-visual information processing to better understand multisensory learning in sighted individuals.
引用
收藏
页码:189926 / 189940
页数:15
相关论文
共 63 条
[1]   Functional equivalence of spatial representations derived from vision and language: Evidence from allocentric judgments [J].
Avraamides, MN ;
Loomis, JM ;
Klatzky, RL ;
Golledge, RG .
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-LEARNING MEMORY AND COGNITION, 2004, 30 (04) :801-814
[2]   Planning Your Journey in Audio: Design and Evaluation of Auditory Route Overviews [J].
Aziz, Nida ;
Stockman, Tony ;
Stewart, Rebecca .
ACM TRANSACTIONS ON ACCESSIBLE COMPUTING, 2022, 15 (04)
[3]  
Aziz Nida, 2019, P 25 INT C AUD DISPL, P12, DOI 10.21785/icad2019.029
[4]  
Brewster S, 2007, CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, VOLS 1 AND 2, P159
[5]   Comparing Natural Language and Vibro-Audio Modalities for Inclusive STEM Learning with Blind and Low Vision Users [J].
Brown, Justin R. ;
Doore, Stacy A. ;
Dimmel, Justin K. ;
Giudice, Norbert ;
Giudice, Nicholas A. .
PROCEEDINGS OF THE 25TH INTERNATIONAL ACM SIGACCESS CONFERENCE ON COMPUTERS AND ACCESSIBILITY, ASSETS 2023, 2023,
[6]  
Charmaz K., 2021, Developing grounded theory: The second generation revisited, V2nd, P153, DOI [10.4324/9781315169170, DOI 10.4324/9781315169170]
[7]  
Charmaz K., 2006, Constructing grounded theory: a practical guide through qualitative analysis
[8]   Description and performance of track and primary-vertex reconstruction with the CMS tracker [J].
Chatrchyan, S. ;
Khachatryan, V. ;
Sirunyan, A. M. ;
Tumasyan, A. ;
Adam, W. ;
Bergauer, T. ;
Dragicevic, M. ;
Eroe, J. ;
Fabjan, C. ;
Friedl, M. ;
Fruehwirth, R. ;
Ghete, V. M. ;
Hartl, C. ;
Hoermann, N. ;
Hrubec, J. ;
Jeitler, M. ;
Kiesenhofer, W. ;
Knuenz, V. ;
Krammer, M. ;
Kraetschmer, I. ;
Liko, D. ;
Mikulec, I. ;
Rabady, D. ;
Rahbaran, B. ;
Rohringer, H. ;
Schoefbeck, R. ;
Strauss, J. ;
Taurok, A. ;
Treberer-Treberspurg, W. ;
Waltenberger, W. ;
Wulz, C. -E. ;
Mossolov, V. ;
Shumeiko, N. ;
Gonzalez, J. Suarez ;
Alderweireldt, S. ;
Bansal, M. ;
Bansal, S. ;
Beaumont, W. ;
Cornelis, T. ;
De Wolf, E. A. ;
Janssen, X. ;
Knutsson, A. ;
Luyckx, S. ;
Mucibello, L. ;
Ochesanu, S. ;
Roland, B. ;
Rougny, R. ;
Van Haevermaet, H. ;
Van Mechelen, P. ;
Van Remortel, N. .
JOURNAL OF INSTRUMENTATION, 2014, 9
[9]   Informing the design of a multisensory learning environment for elementary mathematics learning [J].
Cuturi, Luigi F. ;
Cappagli, Giulia ;
Yiannoutsou, Nikoleta ;
Price, Sara ;
Gori, Monica .
JOURNAL ON MULTIMODAL USER INTERFACES, 2022, 16 (02) :155-171
[10]   The Semiotic Structure of Geometry Diagrams: How Textbook Diagrams Convey Meaning [J].
Dimmel, Justin K. ;
Herbst, Patricio G. .
JOURNAL FOR RESEARCH IN MATHEMATICS EDUCATION, 2015, 46 (02) :147-195