Confident Predictability: Identifying reliable gene expression patterns for individualized tumor classification using a local minimax kernel algorithm

• Main Authors: Berry Damon (Author), Rybnikov Konstantin (Author), Kheifets Alexander (Author), Zou Fei (Author), Jones Lee K (Author), Tan Aik (Author)
• Format: Book
• Published: BMC, 2011-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

<p>Abstract</p> <p>Background</p> <p>Molecular classification of tumors can be achieved by global gene expression profiling. Most machine learning classification algorithms furnish global error rates for the entire population. A few algorithms provide an estimate of pro...