Wai Ki Ching (Mathematics, HKU) Title: Higher-order Markov Chain Models for Categorical Data Sequences Abstract: We proposed an higher-order Markov chain models for analyzing categorical data sequences. We develop an efficient estimation method for the model parameters. Applications of the model to data sequences such as DNA, sales demand and web data are given to demonstrate the effectiveness of our proposed model.