New Theory of Discriminant Analysis After R. Fisher

Advanced Research by the Feature Selection Method for Microarray Data

Autor*innen

• Shuichi Shinmura

Parameter

• 228 Seiten
• 8 Lesestunden

• Mathematik
• Sozialwissenschaften

Mehr zum Buch

The book uniquely compares eight linear discriminant functions (LDFs) across various datasets, including Fisher's iris data and medical data with collinearities. It introduces a 100-fold cross-validation method tailored for small samples and presents a straightforward model selection procedure to identify the optimal model based on minimum M2. The Revised IP-OLDF, evaluated using the MNM criterion, demonstrates superior performance compared to other M2s across the examined datasets, making it a significant contribution to statistical modeling and data analysis.

• Sprache: Englisch
• Erscheinungsdatum: 2017
• Einband: Hardcover