Markov chain lumpability on fuzzy partitions

被引:0
作者
Gerontidis, Loannis I. [1 ]
Kontakos, Stavros P. [1 ]
机构
[1] Technol Educ Inst Kavala, Dept Informat Management, Kavala 65405, Greece
来源
2007 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-4 | 2007年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We consider a finite, irreducible, aperiodic, time homogenous Markov chain on a fuzzy partition and for the resulting aggregated process we study two aspects emerging from the classical theory on hard partitions. The first aspect is lumpability, a technique for recovering from the large state space of a stochastic system. We provide necessary and sufficient conditions for strong lumpability on the transition probabilities of the original chain for the lumped process to have the Markov property. The second aspect is the asymptotic behavior of the lumped chain. The results are compared with those existing in the classical theory of hard partitions.
引用
收藏
页码:326 / 331
页数:6
相关论文
共 50 条
  • [41] Applying I-Fuzzy Partitions to Represent Sets of Fuzzy Partitions
    Torra, Vicenc
    Min, Ji-Hee
    [J]. ARTIFICIAL INTELLIGENCE RESEARCH AND DEVELOPMENT, 2010, 220 : 201 - 206
  • [42] Coarsening of Fuzzy Partitions
    Bodjanova, Slavka
    Kalina, Martin
    [J]. IEEE 13TH INTERNATIONAL SYMPOSIUM ON INTELLIGENT SYSTEMS AND INFORMATICS (SISY), 2015, : 127 - 132
  • [43] Fuzzy equivalence relations and fuzzy partitions
    Mesiar, R
    Reusch, B
    Thiele, H
    [J]. JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING, 2006, 12 (1-2) : 167 - 181
  • [44] Fuzzy equivalence relations and fuzzy partitions
    Department of Mathematics, SvF, Slovak University of Technology, Radlinského 11, 813 68 Bratislava, Slovakia
    不详
    [J]. J. Mult.-Valued Logic Soft Comput., 2006, 1-2 (167-181):
  • [45] On the redundancy of fuzzy partitions
    Klement, EP
    Moser, B
    [J]. FUZZY SETS AND SYSTEMS, 1997, 85 (02) : 195 - 201
  • [46] Connectives for fuzzy partitions
    Iancu, I
    [J]. FUZZY SETS AND SYSTEMS, 1999, 101 (03) : 509 - 512
  • [47] Fuzzy objects in spaces with fuzzy partitions
    Mockor, Jiri
    Holcapek, Michal
    [J]. SOFT COMPUTING, 2017, 21 (24) : 7269 - 7284
  • [48] Fuzzy objects in spaces with fuzzy partitions
    Jiří Močkoř
    Michal Holčapek
    [J]. Soft Computing, 2017, 21 : 7269 - 7284
  • [49] Spaces with fuzzy partitions and fuzzy transform
    Mockor, Jiri
    [J]. SOFT COMPUTING, 2017, 21 (13) : 3479 - 3492
  • [50] THE FUZZINESS OF FUZZY PARTITIONS
    LOPEZALIGUE, FJ
    ACEVEDOSOTOCA, I
    JARMILLOMORAN, MA
    [J]. PATTERN RECOGNITION LETTERS, 1991, 12 (05) : 265 - 271