We prove the first nontrivial (and superlinear) lower bounds on the de
pth of randomized algebraic decision trees (with two-sided error) for
problems being finite unions of hyperplanes and intersections of halfs
paces, solving a long standing open problem. As an application, among
other things, we derive, for the first time, an Omega(n(2)) randomized
lower bound for the Knapsack Problem, and an Omega(n log n) randomize
d lower bound for the Element Distinctness Problem which were previous
ly known only for deterministic algebraic decision trees. It is worth
noting that for the languages being finite unions of hyperplanes our p
roof method yields also a new elementary lower bound technique for det
erministic algebraic decision trees without making use of Milnor's bou
nd on Betti number of algebraic varieties.