Scholarlink

<p>The problem of individualized prediction can be addressed using variants of conformal prediction, obtaining the intervals to which the actual values of the variables of interest belong. We present a method based on detecting the observations that may be relevant to a given question and then, based on them, generating simulated controls to yield intervals for the predicted values. This method is shown to be adaptive and able to detect the presence of latent relevant variables.</p>

错误：搜索内容不能为空，请输入英文关键词
错误：关键词超出字数限制，请精简
高级检索

Individualized conformal prediction: using synthetic data as relevant controls

  • 期刊论文

  • 发表日期：

    2025年7月15日

查看全文
  • Fernando Delbianco,
  • Fernando Tohmé

摘要

The problem of individualized prediction can be addressed using variants of conformal prediction, obtaining the intervals to which the actual values of the variables of interest belong. We present a method based on detecting the observations that may be relevant to a given question and then, based on them, generating simulated controls to yield intervals for the predicted values. This method is shown to be adaptive and able to detect the presence of latent relevant variables.