经常发生事件数据的聚类
G Babykina1, V Vandewalle2, J Carretero-Bravo3,4
1ULR 2694 - METRICS - Évaluation des Technologies de Santé et des Pratiques Médicales, CHU Lille, Université de Lille, Lille, France.
Journal of applied statistics
|September 4, 2025
概括
这项研究引入了一种新的混合模型来分析反复发生的事件,有效地解决未观察到的异质性. 该模型使个人能够更深入地了解医疗保健和工业中的事件动态.
科学领域:
- 生物统计学
- 生存分析
- 机器学习
背景情况:
- 时间标记数据需要模拟超出总计数的反复事件动态.
- 像安德森-吉尔和考克斯这样的现有模型与未观察到的异质性作斗争.
- 应用包括医院再入院,疾病复发和工业失败.
研究的目的:
- 为反复发生的事件提出混合模型,以解释未观察到的异质性.
- 根据潜在的变量进行无监督分类 (聚类).
- 提供对不同集群中的反复事件过程的细粒度理解.
主要方法:
- 开发了一种复杂事件数据的混合模型.
- 包含的参数强度规范,对每个集群内的共变量进行调整.
- 通过预期-最大化 (EM) 算法使用最大概率估计.
- 使用贝叶斯信息标准 (BIC) 进行最佳集群编号选择.
主要成果:
- 使用模拟数据证明模型的可行性.
- 将模型应用于现实中老年人再入院的数据.
- 根据反复发生的事件模式,成功地识别和描述了不同个体群.
结论:
- 拟议的混合模型有效地处理反复事件数据中未观察到的异质性.
- 聚类为不同患者小组及其事件动态提供了有价值的见解.
- 该模型为分析各种领域复杂的反复事件数据提供了强大的工具.
相关概念视频
Cluster Sampling Method
12.7K
Appropriate sampling methods ensure that samples are drawn without bias and accurately represent the population. Because measuring the entire population in a study is not practical, researchers use samples to represent the population of interest.
To choose a cluster sample, divide the population into clusters (groups) and then randomly select some of the clusters. All the members from these clusters are in the cluster sample. For example, if you randomly sample four departments from your...
To choose a cluster sample, divide the population into clusters (groups) and then randomly select some of the clusters. All the members from these clusters are in the cluster sample. For example, if you randomly sample four departments from your...
12.7K
Time-Series Graph
4.5K
A time-series graph is a line graph with repeated measurements taken at successive intervals of time. It is also called a time series chart. To construct a time-series graph, one must look at both pieces of a paired data set. The horizontal axis is used to plot the time increments, and the vertical axis is used to plot the values of the variable that one is measuring. By using the axes in this way, each point on the graph will correspond to time and a measured quantity. The points on the graph...
4.5K
Relative Frequency Histogram
5.6K
The relative frequency depicts the proportion of data points that have each value. The frequency tells the number of data points that have each value. Like the histogram, a relative frequency histogram also has the same shape with a horizontal scale (the x-axis), but the vertical scale (the y-axis) is marked with relative frequencies (percentages of the whole) instead of actual frequencies. A relative frequency histogram is a graphical representation of a frequency distribution where the...
5.6K
Survival Tree
157
Survival trees are a non-parametric method used in survival analysis to model the relationship between a set of covariates and the time until an event of interest occurs, often referred to as the "time-to-event" or "survival time." This method is particularly useful when dealing with censored data, where the event has not occurred for some individuals by the end of the study period, or when the exact time of the event is unknown.
Building a Survival Tree
Constructing a...
Building a Survival Tree
Constructing a...
157
Probability Histograms
12.2K
A probability histogram is a visual representation of a probability distribution. Similar a typical histogram, the probability histogram consists of contiguous (adjoining) boxes. It has both a horizontal axis and a vertical axis. The horizontal axis is labeled with what the data represents. The vertical axis is labeled with probability. Each rectangular bar in the histogram is 1 unit wide, which suggests that the area under each bar equals the probability, P(x), where x is 1, 2, 3, and so on.
12.2K
Sequence Networks of Rotating Machines
140
A Y-connected synchronous generator, grounded through a neutral impedance, is designed to produce balanced internal phase voltages with only positive-sequence components. The generator's sequence networks include a source voltage that is exclusively in the positive-sequence network. The sequence components of line-to-ground voltages at the generator terminals illustrate this configuration.
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
140


