Related Experiment Video
Updated: Aug 10, 2025
12:55
Multimodal Protocol for Assessing Metacognition and Self-Regulation in Adults with Learning Difficulties
Published on: September 27, 2020
8.5K
UX Framework Including Imbalanced UX Dataset Reduction Method for Analyzing Interaction Trends of Agent Systems.
1Department of Multimedia Engineering, Graduate School, Dongguk University-Seoul, Seoul 04620, Republic of Korea.
Sensors (Basel, Switzerland)
|February 11, 2023
Summary
This study introduces a user experience (UX) framework using data reduction to personalize game AI agents. It minimizes data loss for individual users, enhancing their interaction and game experience.
Area of Science:
- Computer Science
- Human-Computer Interaction
- Artificial Intelligence
Background:
- Game AI performance influences user purchasing decisions.
- User experience (UX) technology analyzes user interface (UI) interactions to gauge game AI satisfaction.
- Traditional UX systems identify general user trends but struggle with individual user data analysis.
Purpose of the Study:
- To propose a novel UX framework for game agent systems.
- To enhance individual user interaction through personalized game agents.
- To minimize the loss of UX data features for each user.
Main Methods:
- Application of a UX data reduction method within the game agent framework.
- Maintaining non-trend data features in UX datasets to prevent overfitting.
- Developing personalized game agents by reflecting individual user interaction trends.
Main Results:
- The proposed UX framework was applied to the game "Freestyle".
- Minimized overfitting in an imbalanced UX dataset, creating a user-specific interaction trend dataset.
- Generated UX datasets enabled customized game agents for enhanced user interaction.
Conclusions:
- The proposed UX framework effectively personalizes game agents by minimizing UX data feature loss.
- The framework improves user interaction by reflecting individual trends and reducing overfitting.
- This research is expected to advance UX-based personalized services in gaming and beyond.
Related Concept Videos
01:16Response Surface Methodology
207
Response Surface Methodology (RSM) is a collection of statistical and mathematical techniques used to develop, improve, and optimize processes. It is particularly valuable when many input variables or factors potentially influence a response variable.
The process of RSM involves several key steps:
The process of RSM involves several key steps:
207
01:29Two-Dimensional Force System: Problem Solving
633
Solving problems related to two-dimensional force systems is an essential aspect of mechanics and engineering. By applying the principles of vector analysis and force equilibrium, one can determine the effect of multiple forces acting on an object in a two-dimensional space.
The first step to solving a two-dimensional force system problem is to draw a free-body diagram of the object under consideration. This diagram helps identify all the external forces acting on the object, including their...
The first step to solving a two-dimensional force system problem is to draw a free-body diagram of the object under consideration. This diagram helps identify all the external forces acting on the object, including their...
633
01:21Friedman Two-way Analysis of Variance by Ranks
269
Friedman's Two-Way Analysis of Variance by Ranks is a nonparametric test designed to identify differences across multiple test attempts when traditional assumptions of normality and equal variances do not apply. Unlike conventional ANOVA, which requires normally distributed data with equal variances, Friedman's test is ideal for ordinal or non-normally distributed data, making it particularly useful for analyzing dependent samples, such as matched subjects over time or repeated measures...
269
01:22Multi-input and Multi-variable systems
137
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
In the absence...
137
02:16Stereotype Content Model
14.8K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.8K
01:42Schemas
11.7K
A schema is a mental construct consisting of a cluster or collection of related concepts (Bartlett, 1932). There are many different types of schemata, and they all have one thing in common: schemata are a method of organizing information that allows the brain to work more efficiently. When a schema is activated, the brain makes immediate assumptions about the person or object being observed.
11.7K