通过期望确认理论和深度学习,探索朝圣者对酒店服务的满意度
Marwan Albahar1, Foziah Gazzawe1, Mohammed Thanoon1
1Department of Computer Science, Umm Al Qura University, P.O. Box 715, Mecca, Saudi Arabia.
Heliyon
|November 30, 2023
概括
这项研究引入了一个深度学习模型来预测朝圣者对酒店服务的满意度. 该模型实现了97%的准确性,提供了增强朝圣者体验的见解.
科学领域:
- 酒店酒店管理的管理.
- 旅游业中的人工智能
- 服务评估中的心理理论.
背景情况:
- 哈吉朝圣吸引了全球数以百万计的穆斯林,使朝圣者对酒店服务的满意度至关重要.
- 近年来,由于COVID-19大流行,朝圣参与减少,强调需要了解朝圣者的经历.
- 心理理论和高级分析越来越多地用于评估酒店服务质量.
研究的目的:
- 开发和验证一种新的深度学习模型,用于评估朝圣者对酒店服务的满意度.
- 在机器学习框架中应用预期确认理论来分析朝圣者反.
- 为改善朝期间的酒店服务提供可操作的见解.
主要方法:
- 开发一种新的深度学习模型,集成期望确认理论.
- 培训和测试模型,使用酒店评价数据,特别是来自朝背景的数据.
- 利用大数据分析和人工智能进行心理理论评估.
主要成果:
- 提出的深度学习模型表现出高的预测准确性,实现97%的哈吉朝圣者满意度.
- 该模型有效地利用预期确认理论来分析情绪并预测满意度水平.
- 这些发现提供了一种数据驱动的方法来理解朝圣者的经历.
结论:
- 深度学习模型提供了一种准确的方法来评估朝圣者对酒店的满意度.
- 获得的洞察力可以指导服务改进,以提高哈吉朝圣者的整体体验.
- 这项研究表明了AI在将心理理论应用于酒店业方面的潜力.
更多相关视频
06:19Integration of Animal Behavioral Assessment and Convolutional Neural Network to Study Wasabi-Alcohol Taste-Smell Interaction
Published on: August 16, 2024
444
05:41A Step-by-Step Implementation of DeepBehavior, Deep Learning Toolbox for Automated Behavior Analysis
Published on: February 6, 2020
9.4K
相关概念视频
Stereotype Content Model
14.7K
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...
14.7K
Humanistic Psychology
1.1K
Humanistic psychology emerged in the mid-20th century as a response to the deterministic and pessimistic nature of behaviorism and psychoanalysis. While behaviorism focused on observable behaviors influenced by the environment and psychoanalysis delved into unconscious motivations, both theories suggested that human actions lacked free will. In contrast, humanistic psychology offers a perspective that emphasizes the innate potential for goodness and growth within every individual.
This approach...
This approach...
1.1K
Confirmation Biases
5.5K
The confirmation bias is the tendency to focus on information that confirms our existing beliefs and ignore information that is inconsistent with our expectations. For example, if you think that your professor is not very nice, you notice all of the instances of rude behavior exhibited by the professor while ignoring the countless pleasant interactions he is involved in on a daily basis. Have you ever fallen prey to the confirmation bias, either as the source or target of such bias?
5.5K
Maslow's Theory of Basic Human Needs
2.0K
Maslow's hierarchy is described with the help of a pyramidal shape. The most fundamental needs, physiological needs, are at the bottom of the pyramid.
Physiological needs such as hunger, thirst, sex, physical comfort, and survival are at the bottom of the pyramid. These are the components that are necessary to sustain life. Once the first level of needs has been met, the second level arises.
Safety needs include stability and predictability. Protection and freedom from danger are all a part...
Physiological needs such as hunger, thirst, sex, physical comfort, and survival are at the bottom of the pyramid. These are the components that are necessary to sustain life. Once the first level of needs has been met, the second level arises.
Safety needs include stability and predictability. Protection and freedom from danger are all a part...
2.0K
Documentation in Long-Term and Home Healthcare Setting
894
Documentation in long-term care facilities and home healthcare settings is crucial for ensuring continuous, coordinated, and comprehensive care for patients. Each setting has its specific documentation processes and tools:
Long-Term Care Facilities
Long-Term Care Facilities
894
Stereotype Threat and Self-fulfilling Prophecies
37.6K
When we hold a stereotype about a person, we have expectations that he or she will fulfill that stereotype. A self-fulfilling prophecy is an expectation held by a person that alters his or her behavior in a way that tends to make it true. When we hold stereotypes about a person, we tend to treat the person according to our expectations. This treatment can influence the person to act according to our stereotypic expectations, thus confirming our stereotypic beliefs. Research by Rosenthal and...
37.6K
