For Java, your main concern is not about memory leak (with the exception of objects added in some custom containers)... you need to worry more on other kind of resources like connections and mutexes.

GC based program, it is hard to notice a pattern that denotes a memory leak. GC sweeping are indeterministic. It might go up for sometime and suddenly the program jerk a little, and memory usage is back to normal.