Nonidentifiability of the Two-State BMAP

被引:0
|
作者
Joanna Rodríguez
Rosa E. Lillo
Pepa Ramírez-Cobo
机构
[1] Universidad Carlos III,Departamento de Estadística
[2] Universidad Carlos III,Departamento de Estadística
[3] Universidad de Cádiz,Departamento de Estadística e Investigación Operativa
关键词
Batch Markovian Arrival Process (; ); Identifiability problems; Hidden Markov models; Redundant representations; 60G55; 60J25;
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学科分类号
摘要
The capability of modeling non-exponentially distributed and dependent inter-arrival times as well as correlated batches makes the Batch Markovian Arrival Processes (BMAP) suitable in different real-life settings as teletraffic, queueing theory or actuarial contexts. An issue to be taken into account for estimation purposes is the identifiability of the process. This paper explores the identifiability of the stationary two-state BMAP noted as BMAP2 (k), where k is the maximum batch arrival size, under the assumptions that both the interarrival times and batches sizes are observed. It is proven that for k ≥ 2 the process cannot be identified. The proof is based on the construction of an equivalent BMAP2(k) to a given one, and on the decomposition of a BMAP2 (k) into kBMAP2 (2)s.
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页码:81 / 106
页数:25
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