This paper is devoted to the study of noncommutative ergodic theorems for connected amenable locally compact groups. For a dynamical system , where is a von Neumann algebra with a normal faithful finite trace and is a connected amenable locally compact group with a well defined representation on , we try to find the largest noncommutative function spaces constructed from on which the individual ergodic theorems hold. By using the Emerson-Greenleaf’s structure theorem, we transfer the key question to proving the ergodic theorems for group actions. Splitting the actions problem in two cases according to different multi-parameter convergence types—cube convergence and unrestricted convergence, we can give maximal ergodic inequalities on and on noncommutative Orlicz space , each of which is deduced from the result already known in discrete case. Finally we give the individual ergodic theorems for acting on and on , where the ergodic averages are taken along certain sequences of measurable subsets of .

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