Based on the analysis of complex data characteristics due to the process characteristics or the data collection and storage problem, the developments of theory the researches on complex industry process multivariate statistical monitoring are reviewed. The advantages, development, applicable domain of the data-based and knowledge-based diagnosis methods are discussed. And the possibility of these two types of methods’ combination are studied. Finally, some problems and their research tendencies in this field are presented.