Outlier Boundary SImulation across ML Data Cleaning Techniques

NIAID Data Ecosystem2026-05-02 收录

异常值检测

数据清洗技术评估

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https://doi.org/10.7910/DVN/GB3EFB 数据链接链接失效反馈

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This is a demonstration of the outlier boundary set up across different ML data cleaning techniques.

创建时间：

2025-04-12

Multivariate Functional Data Visualization and Outlier Detection

功能可视化

异常值检测

This article proposes a new graphical tool, the magnitude-shape (MS) plot, for visualizing both the magnitude and shape outlyingness of multivariate functional data. The proposed tool builds on the re

DataCite Commons2020-08-29 更新130

Leave-One-Out Kernel Density Estimates for Outlier Detection

异常值检测

核密度估计

This article introduces lookout , a new approach to detect outliers using leave-one-out kernel density estimates and extreme value theory. Outlier detection methods that use kernel density estim

DataCite Commons2022-08-03 更新100

The test statistics values and the (10% upper level) critical values of discordancy tests for n = 23 and κ = 16.5789.

异常值检测

统计检验

The test statistics values and the (10% upper level) critical values of discordancy tests for n = 23 and κ = 16.5789.

Figshare2022-08-24 更新30

Guidelines for benchmarking and outlier detection in clinical quality registries - simulation and model build code

医疗数据分析

异常值检测

Contains the summary dataset, simulation Stata code and model build R code for the study titled "Benchmarking methods for detection of underperforming healthcare providers in clinical quality registri

DataCite Commons2025-03-26 更新110

Cellwise outlier detection in heterogeneous populations

异常值检测

数据聚类

Real-world applications may be affected by outlying values. In the model-based clustering literature, several methodologies have been proposed to detect units that deviate from the majority of the dat

DataCite Commons2025-06-30 更新40

Outlier Boundary SImulation across ML Data Cleaning Techniques

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