We extend the lower bounds on the depth of algebraic decision trees
 to the case of {\em randomized} algebraic decision trees (with
 two-sided error) for languages being finite unions of hyperplanes
 and the intersections of halfspaces, solving a long standing open
 problem. As an application, among ...
                	
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We describe an explicit and simple subset of the discrete hypercube which cannot be exactly covered by fewer than exponentially many hyperplanes. The proof exploits a connection to communication complexity, and relies heavily on Razborov's lower bound for disjointness.
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