嵌入式自然语言交互 (NLI):沉浸式分析中的语音输入模式
IEEE transactions on visualization and computer graphics
|December 4, 2025
概括
用户将嵌入式和非嵌入式语音混合在基于任务的沉浸式分析中. 了解这些语音模式可以改善数据分析中的自然语言交互 (NLI).
科学领域:
- 人与计算机的交互
- 数据可视化 数据可视化
- 自然语言处理自然语言处理.
背景情况:
- 沉浸式分析越来越多地使用自然语言交互 (NLI).
- 用户的语音模式和沉浸式数据分析中的体现线索未被充分探索.
- 弥合用户意图和沉浸式系统之间的差距需要理解语音数据相互作用.
研究的目的:
- 调查体现如何影响用户在沉浸式分析中口头表达意图.
- 在数据分析任务中识别语音模式及其与体现线索的关系.
- 提出在沉浸式环境中增强NLIs的设计影响.
主要方法:
- 用户研究与15名参与者使用奥兹魔法师方法.
- 从734个发言中对1,280个语音行为进行轴向编码,以分析体现和语言特征.
- 使用发言语语义的语音输入不确定性的测量.
主要成果:
- 根据任务,阶段和实施例依赖确定了五种不同的语音输入模式.
- 证明用户可以动态地混合体现和非体现的语音行为.
- 在语音模式和用户报告的语音交互挑战之间发现了对齐.
结论:
- 在沉浸式分析NLIs中,体现显著地塑造了口头意图表达.
- 了解语音模式和体现对于设计有效的沉浸式分析系统至关重要.
- 拟议的设计含义为未来在沉浸式数据可视化中的NLI开发提供了指导.
相关概念视频
Automatic Processing and Automatic Social Behavior
199
Automatic processing refers to the cognitive operations that occur without conscious intent or awareness, playing a fundamental role in shaping social cognition and behavior. These processes enable individuals to navigate complex social environments efficiently by relying on mental shortcuts and pre-existing knowledge structures known as schemas. One of the most influential mechanisms underlying automatic processing is priming, which subtly activates mental representations through exposure to...
199
Fixed Action Patterns
17.4K
A fixed action pattern (FAP) is a specific, hard-wired sequence of behaviors that occurs in response to an external stimulus, called a sign stimulus. The behavior is “fixed” because it is essentially unchangeable—proceeding similarly across individuals of a species every time it occurs.
17.4K
Nonconscious Mimicry
5.1K
Nonconscious mimicry occurs when individuals alter their mannerisms to match the behaviors and expressions of those nearby, without intention.
5.1K
Natural and Artificial Concepts
528
In psychology, concepts can be divided into two categories: natural and artificial. Natural concepts are formed through direct or indirect experiences. For example, consider the concept of snow. If you live in a place with regular snowfall, such as Essex Junction, Vermont, you know snow through direct experiences. You’ve seen it fall, touched it, shoveled it, and played in it. You recognize its texture, appearance, and even its smell. In contrast, if you live on an island like Saint...
528


