You would probably be better off will an artificial-ignorance[0] kind of approach where you frequently measure what's running on your computer in order to establish a baseline, and after that compare against the baseline to look for outliers in terms of memory/cpu usage. You will also want to use other tools to look at network and filesystem usage.
0 - http://www.ranum.com/security/computer_security/papers/ai/