concept
active
concept:occam-s-principleOccam's Principle
Principle that simpler models generalizing evidence are preferred; implemented via complexity minimization in free energy
Neighborhood — ranked by edge-count
Frameworks (1)
framework
- Free Energy Principleassociated_withA foundational variational principle from statistical physics that formalizes how self-organizing systems maintain structural integrity and adapt to their environment by minimizing free energy—a mathematical bound on surprise or prediction error. Originally developed by Karl Friston, the framework unifies action, perception, and learning as processes of active inference, where systems both update internal models of the world and act upon it to reduce the divergence between predictions and observations.
Quotes (1)
quote
- Einstein's assertion invoked to explain why BMR preserves accuracy while reducing complexity
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- The philosophical principle of parsimony, used as an analogy for the drive to simplicity in living process.
- The idea that gravitational constant is a function of all matter in the universe; cited as an example of wholeness in cosmology.
- Threshold-based policy pruning to reduce computational cost of planning.
- Technique for describing a concept through an archetypal scenario that explains how the concept fulfills its purpose
- Any statement about a poset P yields a dual statement about P^∂ by interchanging ≤ and ≥; permits proof of one statement to establish its dual.
- Decision principle emphasizing caution under uncertainty; mentioned as term of art and in ordinary sense.
- Physical principle used to model tracer effect and traveling wave construction of space in consciousness.
- Cao & Yamins principle: solution set for an easy goal is large, for a challenging goal comparatively smaller; cited as theoretical basis for multitask scaling hypothesis