基于文本视图和交互视图的服务推方法
Ting Yu1, Yaqi Wang2, Fangying Cheng2
1School of Information Engineering, Jiaxing Nanhu University, Jiaxing, People's Republic of China. yuting@jxnhu.edu.cn.
本研究引入了一种新的服务推方法 (SRTI),以帮助软件开发人员更有效地找到合适的Web服务. 通过分析文本要求和用户交互数据,SRTI提高了准确性,克服了现有系统的局限性.
科学领域:
- 软件工程 软件工程 软件工程
- 人工智能的人工智能
- 数据挖掘 数据挖掘
背景情况:
- 在软件开发中,为了成本效益和功能,网络服务的重复使用非常普遍.
- 开发人员面临的挑战是从共享平台上的众多选项中选择合适的Web服务.
- 现有的推系统在随意的用户输入和稀疏的交互数据方面扎.
研究的目的:
- 提出一种新的服务推方法,SRTI,解决当前网络服务发现的局限性.
- 通过整合多个数据视角来提高网络服务建议的准确性.
主要方法:
- 利用图形神经网络从历史应用程序和服务交互数据中提取功能和偏好.
- 采用了用于分析开发需求的变压器模型和用于匹配候选服务的完全连接的神经网络.
- 整合文本和交互视图以生成最终排名的推服务列表.
主要成果:
- 拟议的SRTI方法在网络服务推中表现出优越的性能,与最先进的方法相比.
- 在真实世界数据集上进行了广泛的实验,验证了SRTI在改善服务发现方面的有效性.
结论:
- 在服务推中,SRTI有效地解决了任意用户输入和稀疏交互数据的挑战.
- 对于寻求Web服务的软件开发人员来说,SRTI的综合方法提供了更强大,更准确的解决方案.
更多相关视频
06:37Author Spotlight: Addressing Technical and Subjective Challenges in Measuring Classroom Attention
Published on: December 15, 2023
06:13A Tool to Automatically Create Stable and Reproducible Cell-free Gaps for Improving the Reliability of Cell Wound Healing Assay
Published on: October 4, 2024
相关概念视频
Design Example: Resistive Touchscreen
When a user touches the screen, the two layers make contact at a specific point known as the touchpoint. This contact reduces the resistance between...
Techniques of therapeutic communication I: Active Listening, Sharing Observations, Validation, and Using Touch
Therapeutic communication is not the same as social interaction. Social interaction has no goal or purpose and consists of casual information sharing, whereas therapeutic communication has a plan or purpose for the conversation. Therapeutic...
SBAR II: Application of SBAR
SBAR Report from a Nurse to a Health Care Provider
S: "Hello, Dr. Smith. This is Jane, RN, from the Med Surg unit. I am calling to tell you about Ms. White in Room 210, who is experiencing increased pain and redness at her incision site. Her recent...
Design Consideration
The factor of safety is another key...
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
Contact-dependent Signaling
Gap Junctions
In animal cells, gap junctions are formed...
