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Book Chapter: An Higher-order Markov Chain Model for Prediction of Categorical Data Sequences
Title | An Higher-order Markov Chain Model for Prediction of Categorical Data Sequences |
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Authors | |
Issue Date | 2002 |
Publisher | World Scientific. |
Citation | An Higher-order Markov Chain Model for Prediction of Categorical Data Sequences. In Ching, WK, Ng, MK (Eds.), Advances in Data Mining and Modeling, p. 129-141. Singapore: World Scientific, 2003 How to Cite? |
Abstract | In this paper we propose an higher-order Markov chain model for modeling categorical data sequences. We also propose an efficient estimation method based on solving a linear programming problem for the model parameters. Data sequences such as DNA and sales demand are used to illustrate the predicting power of our proposed models. |
Persistent Identifier | http://hdl.handle.net/10722/123613 |
ISBN |
DC Field | Value | Language |
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dc.contributor.author | Ching, WK | en_HK |
dc.contributor.author | Ng, KP | en_HK |
dc.contributor.author | Fung, SL | en_HK |
dc.date.accessioned | 2010-09-26T12:15:56Z | - |
dc.date.available | 2010-09-26T12:15:56Z | - |
dc.date.issued | 2002 | en_HK |
dc.identifier.citation | An Higher-order Markov Chain Model for Prediction of Categorical Data Sequences. In Ching, WK, Ng, MK (Eds.), Advances in Data Mining and Modeling, p. 129-141. Singapore: World Scientific, 2003 | en_HK |
dc.identifier.isbn | 9789812383549 | - |
dc.identifier.uri | http://hdl.handle.net/10722/123613 | - |
dc.description.abstract | In this paper we propose an higher-order Markov chain model for modeling categorical data sequences. We also propose an efficient estimation method based on solving a linear programming problem for the model parameters. Data sequences such as DNA and sales demand are used to illustrate the predicting power of our proposed models. | - |
dc.language | eng | en_HK |
dc.publisher | World Scientific. | en_HK |
dc.relation.ispartof | Advances in Data Mining and Modeling | en_HK |
dc.title | An Higher-order Markov Chain Model for Prediction of Categorical Data Sequences | en_HK |
dc.type | Book_Chapter | en_HK |
dc.identifier.email | Ching, WK: wching@HKUCC.hku.hk | en_HK |
dc.identifier.email | Ng, KP: kkpong@hkusua.hku.hk | en_HK |
dc.identifier.authority | Ching, WK=rp00679 | en_HK |
dc.description.nature | link_to_subscribed_fulltext | - |
dc.identifier.doi | 10.1142/9789812704955_0011 | - |
dc.identifier.hkuros | 76506 | en_HK |
dc.identifier.spage | 129 | en_HK |
dc.identifier.epage | 141 | en_HK |