Poster Open Access

PIMKL: Pathway Induced Multiple Kernel Learning

Manica Matteo; Cadow Joris; Mathis Roland; Rodriguez Martinez Maria

What

• Accurate phenotype classification
• Biological interpretability
• Robustness to noise
• Handling curse of dimensionality

How

Exploit prior knowledge from biological
networks
• Apply multiple kernel learning for
feature encoding
• Use pathway annotations to enable
interpretability

Files (2.1 MB)
Name Size
pimkl_ismbeccb19.pdf
md5:8d6129058f095e2964dadac4d46de871
2.1 MB Download
44
18
views
downloads
All versions This version
Views 4444
Downloads 1818
Data volume 38.2 MB38.2 MB
Unique views 4343
Unique downloads 1717

Share

Cite as