Representational models: A common framework for understanding encoding, pattern-component, and representational-similarity analysis
Jörn Diedrichsen, Nikolaus Kriegeskorte
The paper develops a unified mathematical framework for encoding analysis, pattern-component modeling, and representational similarity analysis, showing they all evaluate the second moment of activity profiles and are complementary tools for understanding neural representations.