Clustering plasma concentration-time curves: applications ofunsupervised learning in pharmacogenomics

Author:

Lautier Jackson P.1ORCID,Grosser Stella2,Kim Jessica2,Kim Hyewon3,Kim Junghi2ORCID

Affiliation:

1. Department of Mathematical Sciences, Bentley University, Waltham, Massachusetts, USA

2. Office of Biostatistics, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, Maryland, USA

3. Office of Clinical Pharmacology, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, Maryland, USA

Funder

National Science Foundation

U.S. Food and Drug Administration

Publisher

Informa UK Limited

Reference41 articles.

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2. Berndt, D. J., and J. Clifford. 1994. Using dynamic time warping to find patterns in time series. In Proceedings of the 3rd International Conference on Knowledge Discovery and Data Mining, Seattle, Washington, USA, vol. 94, 359–370, AAAI Press.

3. Adaptive dissimilarity index for measuring time series proximity

4. Conover, W. 1971. Practical Nonparametric Statistics. (NY): John Wiley & Sons.

5. Mining Time Series Data: A Selective Survey

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