瓦斯斯坦距离可以解释:对数据集转移和运输现象的洞察
IEEE transactions on pattern analysis and machine intelligence
|January 22, 2026
概括
可解释的人工智能为更好地理解数据组件赋予瓦瑟斯坦距离. 这种方法准确地识别了导致不同数据集间距离变化的因素.
科学领域:
- 计算统计的计算统计.
- 机器学习是机器学习.
- 数据分析数据分析
背景情况:
- 瓦斯斯坦距离对于比较数据分布和分析时间过程或数据不均性至关重要.
- 目前分析瓦斯斯坦距离和运输计划的方法缺乏足够的细节来确定有助于因素.
- 了解瓦瑟斯坦距离的驱动因素对于有效的数据解释至关重要.
研究的目的:
- 开发一种基于可解释人工智能 (XAI) 的新方法来归因瓦瑟斯坦距离.
- 为了使Wasserstein距离能够高效准确地归因于特定的数据组件.
- 为了提高瓦瑟斯坦距离计算的解释性.
主要方法:
- 提出了一个新的可解释AI (XAI) 框架.
- 开发了将瓦瑟斯坦距离归因于数据子组,输入特征和可解释子空间的方法.
- 在不同的数据集和瓦瑟斯坦距离规范中验证了方法.
主要成果:
- 在赋值瓦瑟斯坦距离方面取得了高精度.
- 证明了该方法在识别距离变化的关键因素方面的有效性.
- 在三个实际用例中成功应用了该方法.
结论:
- 拟议的XAI方法提供了一种有效和准确的方法来归因瓦瑟斯坦距离.
- 这种方法显著提高了对影响数据分布比较的因素的理解.
- 该方法在各种数据分析场景中具有实际实用性.
相关概念视频
Short-distance Transport of Resources
17.6K
Short-distance transport refers to transport that occurs over a distance of just 2-3 cells, crossing the plasma membrane in the process. Small uncharged molecules, such as oxygen, carbon dioxide, and water, can diffuse across the plasma membrane on their own. In contrast, ions and larger molecules require the assistance of transport proteins due to their charge or size. Transport across membranes also occurs within individual cells, playing a variety of essential roles for the plant as a whole.
17.6K
Distance Problem
52
When an object's velocity changes over time, the total distance traveled can be determined by summing small displacement intervals over short increments. This approach approximates the true distance through numerical summation and the use of integral calculus. An estimate of the total displacement can be obtained by measuring velocity at regular intervals and multiplying each value by the corresponding time step.If a runner accelerates over the first three seconds of a race, speed measurements...
52
Distance Corrections
285
To achieve precise distance measurements, especially in surveying and construction, certain corrections must be applied to account for potential sources of error like the standardization errors, temperature variations, and slope adjustments.Standardization error emerges when measurement equipment undergoes changes, such as wear, repairs, or weather impacts. To address this, surveyors compare the equipment’s readings to a standard. This process identifies any deviation that might lead to...
285
The Distance Formula
600
In geometry, measuring the direct distance between two points on a plane is essential in various practical and theoretical applications. Whether in navigation, engineering, or computer graphics, determining the shortest path between two locations involves using the distance formula. This formula is derived from the Pythagorean Theorem, which relates the lengths of the sides of a right triangle. On a coordinate plane, the horizontal and vertical distances between two points serve as the legs of...
600
Drug Abuse and Addiction: Pharmacological Phenomena
1.2K
Drug dependence, abuse, and addiction are complex phenomena that can precipitate various abnormal states. Physical dependence refers to a state of pharmacological adaptation to a drug. This adaptation often results in tolerance—a reduced response to the drug after repeated administrations. When the drug use is abruptly stopped, withdrawal symptoms occur due to the body's need to readjust from the pharmacologically induced imbalance. However, tolerance and withdrawal symptoms do not...
1.2K
Secondary Active Transport
137.4K
One example of how cells use the energy contained in electrochemical gradients is demonstrated by glucose transport into cells. The ion vital to this process is sodium (Na+), which is typically present in higher concentrations extracellularly than in the cytosol. Such a concentration difference is due, in part, to the action of an enzyme “pump” embedded in the cellular membrane that actively expels Na+ from a cell. Importantly, as this pump contributes to the high concentration of...
137.4K


