Search Results for author: Wenge Guo

Found 5 papers, 3 papers with code

Informativeness of Weighted Conformal Prediction

no code implementations10 May 2024 Mufang Ying, Wenge Guo, Koulik Khamaru, Ying Hung

Weighted conformal prediction (WCP), a recently proposed framework, provides uncertainty quantification with the flexibility to accommodate different covariate distributions between training and test data.

Conformal Prediction Informativeness +2

Conformal Risk Control for Ordinal Classification

1 code implementation1 May 2024 Yunpeng Xu, Wenge Guo, Zhi Wei

As a natural extension to the standard conformal prediction method, several conformal risk control methods have been recently developed and applied to various learning problems.

Classification Conformal Prediction +2

Conformal Ranked Retrieval

1 code implementation27 Apr 2024 Yunpeng Xu, Wenge Guo, Zhi Wei

Given the wide adoption of ranked retrieval techniques in various information systems that significantly impact our daily lives, there is an increasing need to assess and address the uncertainty inherent in their predictions.

Retrieval

Conformalized Ordinal Classification with Marginal and Conditional Coverage

no code implementations25 Apr 2024 Subhrasish Chakraborty, Chhavi Tyagi, Haiyan Qiao, Wenge Guo

Newer conformal prediction methods are developed for constructing contiguous and non-contiguous prediction sets based on marginal and conditional (class-specific) conformal $p$-values, respectively.

Classification Conformal Prediction +2

Familywise Error Rate Controlling Procedures for Discrete Data

1 code implementation22 Nov 2017 Yalin Zhu, Wenge Guo

In applications such as clinical safety analysis, the data of the experiments usually consists of frequency counts.

Methodology

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