Occams Razor Sampling of Program Spaces (Langdon) Definitions Assumptions Proof Further Work Context Occams Razor 3
Occams Razor says has been adopted by the machine learning community to mean; Given two hypotheses which agree with the observed data, pick the simplest, as this is more likely to make the correct predictions Definitions 4 Program
Hypothesis Size Function Set of predictions (concept) Complexity 5 6 Langdon 1 (Foundation of Genetic Programming) 1. The limiting distribution of functions is independent of program size! There is a correlation between the frequency in the limiting distribution and the complexity of a function.
P is the hypothesis space (i.e. a set of programs). |P| is the size of the space (i.e. the cardinality of the set of programs). F is the concept space (i.e. a set of functions represented by the programs in P). |F| is the size of the space (i.e. the cardinality of the set of functions). If two programs pi and pj map to the same function (i.e. they are interpreted as the same function, I(pi)=f=I(pj)), they belong to the same equivalence class (i.e. pi is in [pj] I(pi)=I(pj)). The notation [p] denotes the equivalence class which contains the program p (i.e. given I(pi)=I(pj), [pi]=[pj]). The size
of an equivalence class [p] is denoted by |[p]|. Two assumptions 10 1. 2. Uniformly sample the hypothesis space, probability of sampling a given program is 1/|P|. There are fewer hypotheses that represent
complex functions |[p1]|>|[p2]|c(f1)
starting from a statement of the assumption |[p1]|>|[p2]| c(f1)< c(f2) Dividing the left hand side by |P|, |[p1]|/|P|>|[p2]|/|P| c(f1)< c(f2) As |[p1]|/|P| = p(I(p1)) =p(f1), we can rewrite as p(f1)>p(f2) c(f1)< c(f2) a mathematical statement of Occams razor. 12
Restatement of Occams Razor Often stated as prefer the shortest consistent hypothesis Restatement of Occams Razor: The preferred function is the one that is represented most frequently. The equivalence class which contains the shortest program is represented most frequently. Summary 13
Occams razor states pick the simplest hypothesis consistent with data We agree, but for a different reason. Restatement. Pick the function that is represented most frequently (i.e. belongs to the largest equivalence class). Occams razor is concerned with probability, and we present a simple counting
argument. Unlike many interpretations of Occams razor we do not throw out more complex hypotheses we count them in [p]. We offer no reason to believe the world is simple, our razor only gives a reason to predict using the simplest hypothesis. 14 further work To prove Assumption 2
there are fewer hypotheses that represent complex functions: |[p1]|>|[p2]| c(f1)
Further work -> to prove out assumptions. Does it depend on the primitive set??? How are the primitive linked together (e.g. tree, lists, directed acyclic graphs) How does nature compute? 16
Heuristics such as Occams razor need not be explicitly present as rules. Random searches of an agents generating capacity may implicitly carry heuristics. Axiomatic reasoning probably comes late. Thanks & Questions? 17 1)
2) 3) 4) 5) 6) 7) Thomas M. Cover and Joy A. Thomas. Elements of information theory. John Wiley and Sons 1991. Michael J. Kearns and Umesh V. Vazirani. An introduction to computational learning theory. MIT Press, 1994. William B. Langdon. Scaling of program fitness spaces. Evolutionary Computation, 7(4):399-428,1999. Tom M. Mitchell. Machine Learning. McGraw-Hill 1997.
S. Russell and P. Norvig. Artificial Intelligence: A modern approach. Prentice Hall, 1995. G. I. Webb. Generality is more significant than complexity: Toward an alternative to occams razor. In 7th Australian Joint Conference on Artificial Intelligence Artificial Intelligence: Sowing the Seeds for the Future, 6067, Singapore, 1994, World Scientific. Ming Li and Paul Vitanyi . An Introduction to Kolmogorov Complexity and Its Applications (2nd Ed.). Springer Verlag.
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