This paper describes the issues and challenges for real-time knowledge discovery and then discusses approaches and challenges for real-time data mining and stream mining. Our goal is to extract accurate information to support the emergency responder, the war fighter, as well as the intelligence analyst in a timely manner. 							
						
							
					 															
					Bhavani M. Thuraisingham, Latifur Khan, Murat Kant