Low Influence Functions over Slices of the Boolean Hypercube Depend on Few Coordinates

One of the classic results in analysis of Boolean functions is a result of Friedgut~cite{Fri98} that states that Boolean functions over the hypercube of low influence are approximately juntas, functions which are determined by few coordinates. While this result has also been extended to product distributions, not much is known in the case of nonproduct distributions. We generalize this result to slices of the Boolean cube. A slice of the Boolean cube is the set of strings with some fixed Hamming weight. In this setting, we define the notion of influence and determine a natural orthogonal basis for functions over these domains. We essentially follow the proof for the uniform distribution case, but the set up in order to do so is highly nontrivial. The main techniques used are combinatorics of Young tableaux motivated by the representation theory of the symmetric group along with an application of hypercontractivity in slices of the Boolean hypercube due to O'Donnell and Wimmer OWimmer:[OW09].

[1]  S. Safra,et al.  On the hardness of approximating minimum vertex cover , 2005 .

[2]  Ryan O'Donnell,et al.  Learning monotone decision trees in polynomial time , 2006, 21st Annual IEEE Conference on Computational Complexity (CCC'06).

[3]  Subhash Khot,et al.  Vertex cover might be hard to approximate to within 2-/spl epsiv/ , 2003, 18th IEEE Annual Conference on Computational Complexity, 2003. Proceedings..

[4]  Ryan O'Donnell,et al.  KKL, Kruskal-Katona, and Monotone Nets , 2009, 2009 50th Annual IEEE Symposium on Foundations of Computer Science.

[5]  Ryan O'Donnell,et al.  Learning Monotone Decision Trees in Polynomial Time , 2007, SIAM J. Comput..

[6]  Ehud Friedgut,et al.  Boolean Functions With Low Average Sensitivity Depend On Few Coordinates , 1998, Comb..

[7]  L. Russo An approximate zero-one law , 1982 .

[8]  Yuval Filmus,et al.  A quasi-stability result for dictatorships in Sn , 2012, Comb..

[9]  Yuval Rabani,et al.  ON THE HARDNESS OF APPROXIMATING MULTICUT AND SPARSEST-CUT , 2005, 20th Annual IEEE Conference on Computational Complexity (CCC'05).

[10]  A. Vershik,et al.  A new approach to representation theory of symmetric groups , 1996 .

[11]  P. Diaconis,et al.  LOGARITHMIC SOBOLEV INEQUALITIES FOR FINITE MARKOV CHAINS , 1996 .

[12]  A. Vershik,et al.  A New Approach to the Representation Theory of the Symmetric Groups. II , 2005 .

[13]  David Ellis,et al.  A stability result for balanced dictatorships in Sn , 2012, Random Struct. Algorithms.

[14]  Tzong-Yow Lee,et al.  Logarithmic Sobolev inequality for some models of random walks , 1998 .

[15]  David Ellis,et al.  Stability for t-intersecting families of permutations , 2008, J. Comb. Theory, Ser. A.

[16]  R. O'Donnell,et al.  Sharpness of KKL on Schreier graphs , 2013 .

[17]  Madhur Tulsiani,et al.  Cuts in Cartesian Products of Graphs , 2011, ArXiv.

[18]  Leonidas J. Guibas,et al.  Fourier Theoretic Probabilistic Inference over Permutations , 2009, J. Mach. Learn. Res..

[19]  Hamed Hatami A structure theorem for Boolean functions with small total influences , 2010, 1008.1021.

[20]  John Langford,et al.  On learning monotone Boolean functions , 1998, Proceedings 39th Annual Symposium on Foundations of Computer Science (Cat. No.98CB36280).

[21]  Yuval Filmus,et al.  A quasi-stability result for low-degree Boolean functions on Sn , 2012 .

[22]  P. Diaconis Group representations in probability and statistics , 1988 .

[23]  L. Gross LOGARITHMIC SOBOLEV INEQUALITIES. , 1975 .

[24]  Nathan Linial,et al.  The influence of variables on Boolean functions , 1988, [Proceedings 1988] 29th Annual Symposium on Foundations of Computer Science.

[25]  M. Talagrand On Russo's Approximate Zero-One Law , 1994 .

[26]  W. Fulton Young Tableaux: With Applications to Representation Theory and Geometry , 1996 .