The 50-year history of artificial intelligence -- Methodologies of AI -- On uncertainties of knowledge -- Mathematical foundation of AI with uncertainty -- Qualitative and quantitative transform model : cloud model -- Discovering knowledge with uncertainty through methodologies in physics -- Data mining for discovering knowledge with uncertainty -- Reasoning and control of qualitative knowledge -- A new direction for AI with uncertainty -- Research foundation support.