Research on Humanized Design and Implementation of Computer Software User Interface Based on Visual Data Mining
DOI: 10.23977/jeis.2024.090220 | Downloads: 1 | Views: 38
Author(s)
Yang Luo 1, Quan Huang 1, Hao Liu 1
Affiliation(s)
1 Department of Information Science and Engineering, Hunan University of Humanities, Science and Technology, Loudi, 417000, China
Corresponding Author
Quan HuangABSTRACT
With the rapid development of the Internet and the continuous increase of users, computer software increasingly needs to consider humanized design when designing. Previous User Interface (UI) had issues such as insufficient consistency and slow response time in humanized design. This article applied visual Data Mining (DM) to the user-friendly design of computer software UI. The article compared the UI humanization design effects of neural network method and decision tree method. The experimental results showed that the average consistency of UI humanization design based on neural network method and decision tree method was 95.2% and 88.4%, respectively, for data after one month of UI upgrade. Based on the data from two months after the UI upgrade, the average consistency of UI humanization design based on neural network method and decision tree method was 96.3% and 92.0%, respectively. From this, it could be concluded that applying neural network method to humanized design of UI could effectively improve the consistency of humanized design of UI.
KEYWORDS
User Interface; Visual Data Mining; Computer Software; Humanized DesignCITE THIS PAPER
Yang Luo, Quan Huang, Hao Liu, Research on Humanized Design and Implementation of Computer Software User Interface Based on Visual Data Mining. Journal of Electronics and Information Science (2024) Vol. 9: 157-168. DOI: http://dx.doi.org/10.23977/10.23977/jeis.2024.090220.
REFERENCES
[1] Fisher, Stuart. "Daiquiri: a web‐based user interface framework for beamline control and data acquisition." Journal of Synchrotron Radiation 28.6 (2021): 1996-2002.
[2] Osorio‐Olvera, Luis. "ntbox: An r package with graphical user interface for modelling and evaluating multidimensional ecological niches." Methods in Ecology and Evolution 11.10 (2020): 1199-1206.
[3] Fadzlah, Amalina Farhi Ahmad. "Development of A Preliminary Usability Guidelines of Mobile Game Applications for Children: From the User Interface Perspectives." J. Softw. 15.5 (2020): 123-129.
[4] Shi, Xiaohong. "Automatic recommendation of user interface examples for mobile app development." International Journal of Computational Science and Engineering 23.2 (2020): 194-204.
[5] Sunhare, Priyank, Rameez R. Chowdhary, and Manju K. Chattopadhyay. "Internet of things and data mining: An application oriented survey." Journal of King Saud University-Computer and Information Sciences 34.6 (2022): 3569-3590.
[6] Yu, Bowen, and Claudio T. Silva. "FlowSense: A natural language interface for visual data exploration within a dataflow system." IEEE transactions on visualization and computer graphics 26.1 (2019): 1-11.
[7] Cui, Zhe. "Datasite: Proactive visual data exploration with computation of insight-based recommendations." Information Visualization 18.2 (2019): 251-267.
[8] Salih, Sinan Q. "River suspended sediment load prediction based on river discharge information: application of newly developed data mining models." Hydrological Sciences Journal 65.4 (2020): 624-637.
[9] Xue Jing.Characteristics of computer software user interface and its application [J].Microcomputer Applications 35.1 (2019): 110-112
[10] Jylha, Henrietta, and Juho Hamari. "Development of measurement instrument for visual qualities of graphical user interface elements (VISQUAL): a test in the context of mobile game icons." User Modeling and User-Adapted Interaction 30.5 (2020): 949-982.
[11] Meirmans, Patrick G. "genodive version 3.0: Easy‐to‐use software for the analysis of genetic data of diploids and polyploids." Molecular Ecology Resources 20.4 (2020): 1126-1131.
[12] Campos, Jose Creissac. "Supporting the analysis of safety critical user interfaces: an exploration of three formal tools." ACM Transactions on Computer-Human Interaction (TOCHI) 27.5 (2020): 1-48.
[13] Liu Wei, Ai Kun, Tang Yiwen, Tang Qin, Lei Huan.Research on the law of acupuncture and moxibustion in the treatment of stroke in the second half of the body based on information visualization and data mining from the Sui, Tang and Qing Dynasties to the Ming and Qing Dynasties [J].Journal of Hunan University of Traditional Chinese Medicine 40.8 (2020): 1027-1032
[14] Yim, Annie. "mitoXplorer, a visual data mining platform to systematically analyze and visualize mitochondrial expression dynamics and mutations." Nucleic acids research 48.2 (2020): 605-632.
[15] Kannan, Rangasayee. "Data Mining and Visualization of High-Dimensional ICME Data for Additive Manufacturing." Integrating Materials and Manufacturing Innovation 11.1 (2022): 57-70.
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