You may use tcptrace to extract the connection oriented feature from pcap data. But this is not sufficient to apply a machine learning algorithm for analysis.
What is the type of your CAIDA, is it for DDOS attack 2007 ... if so, you can use this article to choose the feature Joint Entropy Analysis Model for DDoS Attack Detection