Misunderstandings Regarding Sampling and the Role of Statistics in AI

Efforts in Artificial Intelligence (AI) to mimic human thinking often seem unbound. Therefore, creating proper guardrails in this context is the responsibility of the collective scientific community. Missteps in this process are inevitable. This Viewpoint is intended to correct two such missteps regarding the use of basic statistical methods and the role of statistics in AI. The criticality of statistics in the scientific enterprise encourages us to get it right.

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Publication Details

Journal
Journal of Chemical Information and Modeling
Published
2024-09-23
DOI
https://doi.org/10.1021/acs.jcim.4c01665
Primary Topic
Machine Learning and Data Classification
Type
article
Field-Weighted Citation Impact
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article

Misunderstandings Regarding Sampling and the Role of Statistics in AI

George Rodríguez
Journal of Chemical Information and Modeling
Machine Learning and Data Classification
article

Misunderstandings Regarding Sampling and the Role of Statistics in AI

George Rodríguez
article en

Abstract

Efforts in Artificial Intelligence (AI) to mimic human thinking often seem unbound. Therefore, creating proper guardrails in this context is the responsibility of the collective scientific community. Missteps in this process are inevitable. This Viewpoint is intended to correct two such missteps regarding the use of basic statistical methods and the role of statistics in AI. The criticality of statistics in the scientific enterprise encourages us to get it right.

Journal of Chemical Information and ModelingVol. 64(19)
ExxonMobil (United States) (US)
Zero hunger
Openalex Percentile: Top 86%
Machine Learning and Data Classification
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