Home ›
Entities
› academia
› Prediction Is a Balancing Act: Importance of Sampling Methods to Balance Sensitivity and Specificity of Predictive Models Based on Imbalanced Chemical Data Sets
Prediction Is a Balancing Act: Importance of Sampling Methods to Balance Sensitivity and Specificity of Predictive Models Based on Imbalanced Chemical Data Sets
Research article (Frontiers in Chemistry, 2018) · cited 193× · AI/ML
Prediction Is a Balancing Act: Importance of Sampling Methods to Balance Sensitivity and Specificity of Predictive Models Based on Imbalanced Chemical Data Sets
Summary
Prediction Is a Balancing Act: Importance of Sampling Methods to Balance Sensitivity and Specificity of Predictive Models Based on Imbalanced Chemical Data Sets is a scholarly article[1].
Key Facts
Prediction Is a Balancing Act: Importance of Sampling Methods to Balance Sensitivity and Specificity of Predictive Models Based on Imbalanced Chemical Data Sets's instance of is recorded as scholarly article[2].
References
Programmatic citations — every numbered marker resolves to a verifiable graph row below.
Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.
APA4ort.xyz Knowledge Graph. (2026). Prediction Is a Balancing Act: Importance of Sampling Methods to Balance Sensitivity and Specificity of Predictive Models Based on Imbalanced Chemical Data Sets. Retrieved May 24, 2026, from https://4ort.xyz/entity/prediction-is-a-balancing-act-importance-of-sampling-methods-to-balance-sensitivity-and-specificity-of-predictive-models
MLA“Prediction Is a Balancing Act: Importance of Sampling Methods to Balance Sensitivity and Specificity of Predictive Models Based on Imbalanced Chemical Data Sets.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/prediction-is-a-balancing-act-importance-of-sampling-methods-to-balance-sensitivity-and-specificity-of-predictive-models.
BibTeX@misc{4ortxyz_prediction-is-a-balancing-act-importance-of-sampling-methods-to-balance-sensitivity-and-specificity-of-predictive-models_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Prediction Is a Balancing Act: Importance of Sampling Methods to Balance Sensitivity and Specificity of Predictive Models Based on Imbalanced Chemical Data Sets}}, year = {2026}, url = {https://4ort.xyz/entity/prediction-is-a-balancing-act-importance-of-sampling-methods-to-balance-sensitivity-and-specificity-of-predictive-models}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Prediction Is a Balancing Act: Importance of Sampling Methods to Balance Sensitivity and Specificity of Predictive Models Based on Imbalanced Chemical Data Sets — https://4ort.xyz/entity/prediction-is-a-balancing-act-importance-of-sampling-methods-to-balance-sensitivity-and-specificity-of-predictive-models (retrieved 2026-05-24)