載入...

Classifier Design Given an Uncertainty Class of Feature Distributions via Regularized Maximum Likelihood and the Incorporation of Biological Pathway Knowledge in Steady-State Phenotype Classification

Contemporary high-throughput technologies provide measurements of very large numbers of variables but often with very small sample sizes. This paper proposes an optimization-based paradigm for utilizing prior knowledge to design better performing classifiers when sample sizes are limited. We derive...

全面介紹

Na minha lista:
書目詳細資料
發表在:Pattern Recognit
Main Authors: Esfahani, Mohammad Shahrokh, Knight, Jason, Zollanvari, Amin, Yoon, Byung-Jun, Dougherty, Edward R.
格式: Artigo
語言:Inglês
出版: 2013
主題:
在線閱讀:https://ncbi.nlm.nih.gov/pmc/articles/PMC4535735/
https://ncbi.nlm.nih.gov/pubmed/26279589
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.patcog.2013.02.017
標簽: 添加標簽
沒有標簽, 成為第一個標記此記錄!