GameMentor: Customized Tutorial for Video Games

被引:0
|
作者
Jouibari, Zahra Ebrahimi [1 ]
Moakhkhar, Hosein Navaei [1 ]
Reformat, Marek Z. [1 ,2 ]
机构
[1] Univ Alberta, Elect & Comp Engn Dept, Edmonton, AB, Canada
[2] Univ Social Sci, Lodz, Italy
关键词
Video games; Deep reinforcement learning; Customized tutorial; Human system interaction;
D O I
10.1109/HSI61632.2024.10613541
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Video game tutorials are crucial because they shape a player's initial experience with a game. The design of these tutorials poses a significant challenge as they can influence the continuous engagement of players. Existing tutorials often employ a one-size-fits-all approach, failing to account for individual skill variations among players. This paper introduces GameMentor, a creative Al-driven tutorial system that personalizes the learning experience for each player. GameMentor employs a deep reinforcement learning AI agent trained in gameplay to analyse gameplay data and identify player's mistakes and behaviour at critical moments. This information is then used to create customized tutorials. They allow players to practice by recreating the scenarios where they initially struggled, thereby enhancing their learning pace and overall performance. The results of our study demonstrate significant benefits of the GameMentor compared with traditional tutorials. GameMentor offers a more tailored and effective learning experience.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] A Tutorial on Mean-payoff and Energy Games
    Raskin, Jean-Francois
    DEPENDABLE SOFTWARE SYSTEMS ENGINEERING, 2016, 45 : 179 - 201
  • [32] VIDEO DISK TECHNOLOGY - TUTORIAL SURVEY
    CASTRIGNANO, RA
    JOURNAL OF APPLIED PHOTOGRAPHIC ENGINEERING, 1978, 4 (01): : 1 - 8
  • [33] INCIDENTAL FINDINGS ON CYSTOSCOPY: A VIDEO TUTORIAL
    Lenherr, S. M.
    Crosby, E.
    Cameron, A. Pelletier
    INTERNATIONAL UROGYNECOLOGY JOURNAL, 2014, 25 : S67 - S67
  • [34] AUDIO-VIDEO TUTORIAL PROGRAM
    SYROCKI, J
    THOMAS, CS
    FAIRCHILD, GC
    AMERICAN BIOLOGY TEACHER, 1969, 31 (02): : 91 - +
  • [35] Customized Facial Expression Analysis in Video
    Rufenacht D.
    Shaji A.
    SMPTE Motion Imaging Journal, 2022, 131 (03): : 17 - 24
  • [36] Making Software Tutorial Video Responsive
    Cuong Nguyen
    Liu, Feng
    CHI 2015: PROCEEDINGS OF THE 33RD ANNUAL CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, 2015, : 1565 - 1568
  • [37] CORONARY ARTERIOGRAPHIC ANATOMY - A VIDEO TUTORIAL
    BUILTEMAN, JL
    FERRIS, EJ
    WHITESIDE, JA
    DINER, WJ
    SEIDENSCHWARZ, D
    INVESTIGATIVE RADIOLOGY, 1988, 23 (09) : S37 - S37
  • [38] Young People and Video Games: Perspectives on the Consumption of Video Games in Colombia
    Agudelo, Ricardo Andres Becerra
    Montoya, Angela Garces
    MEDIA & JORNALISMO, 2024, 24 (45)
  • [39] On the automatic creation of customized video content
    Pedro, JS
    Denis, N
    Domínguez, S
    IMAGE ANALYSIS AND RECOGNITION, PT 1, PROCEEDINGS, 2004, 3211 : 318 - 326
  • [40] A Tutorial on Immersive Video Delivery: From Omnidirectional Video to Holography
    van der Hooft, Jeroen
    Amirpour, Hadi
    Vega, Maria Torres
    Sanchez, Yago
    Schatz, Raimund
    Schierl, Thomas
    Timmerer, Christian
    IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2023, 25 (02): : 1336 - 1375