期刊文献+

二维隐马尔可夫模型的几个等价定义

Formal Definitions Equivalent for Two Dimensional Hidden Markov Models
下载PDF
导出
摘要 为了对一般二维隐马尔可夫模型建立严格的形式化定义,在参照低阶二维隐马尔可夫模型定义的基础上,通过对高阶模型进行分析,总结了一般二维隐马尔可夫模型的5个形式化定义,并证明了它们之间的等价性.这些等价性结果有助于加深对二维隐马尔可夫模型本质的理解,为进一步研究提供严格的形式化基础. In order tO build formal definitions for general Two-dimensional Hidden Markov Models (2-D HMM) and to facilitate their studies in theory and application, this paper summarizes five strict definitions of 2-D HMM with their equivalence proven by high-order cases on low-order ones. These equivalent results are helpful to understand the nature of 2-D HMM and to provide a strict basis of formalization for further research.
作者 李玉鑑
出处 《北京工业大学学报》 EI CAS CSCD 北大核心 2008年第6期652-657,共6页 Journal of Beijing University of Technology
基金 国家自然科学基金(60775010) 北京市属市管高等学校“中青年骨干教师培养计划”资助项目PHR (IHLB)
关键词 统计方法 马尔可夫过程 等价定义 statistical methods Markov processes equivalent definition
  • 相关文献

参考文献13

  • 1RABINER L R. A tutorial on hidden Markov models and selected applications in speech recognition[J ]. Proceedings of the IEEE, 1989, 77(2): 257-286.
  • 2RABINER L R, JUANG B H. Fundamentals of speech recognition[M]. New Jersey: Prentice Hail, 1993.
  • 3CHEN M Y, KUNDU A, ZHOU J. Off-line handwritten word recognition using a hidden Markov model type stochastic network[J]. IEEE Transactions on Pattern Recognition and Machine Intelligence, 1994, 16(5) : 481-496.
  • 4FENG Bing, DING Xiao-qing. Off-line handwritten Chinese character recognition with hidden Markov models [ C]// Proceedings of 5th International Conference on Signal Processing. Piscataway: IEEE, 2000, 3:1 542-1 545.
  • 5HE Yang, KUNDU Amlan. 2-D shape classification using hidden Markov model[J ]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1991, 13(11): 1 172-1 184.
  • 6DEVIJVER P A. Segmentation of binary images using third order Markov mesh image models [ C]//Proc 8th Int Conf Pattern Recogn. Washington, DC: IEEE Comput Soc Press, 1986: 259-261.
  • 7CHEN M Y, KUNDU A, ZHOU J. Off-line handwritten word recognition using a hidden Markov model type stochastic network[J]. IEEE Transactions on Pattern Recognition and Machine Intelligence, 1994, 16(5): 481-496.
  • 8PARK H S, LEE S W. A truly 2-D hidden Markov model for off-line handwritten character recognition [ J ]. Pattern Recogntion, 1998, 31(12): 1 894-1 864.
  • 9ABEND K, HARLEY T J, KANAL L N. Classification of binary random patterns[J]. IEEE Transactions on Information Theory, 1965, 11(4): 538-544.
  • 10PERRONNIN Florent, DUGELAY Jean-luc, ROES Ken. Iterative decoding of two-dimensional hidden Markov rnodds[C]//2003 IEEE International Conference on Aooustics, Speech, and Signal Processing. Piscataway: IEEE, 2003, 3: 329-332.

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部