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Statistical Analysis of Big Data Based on Parsimonious Models of High-Order Markov Chains

机译：基于高阶马尔可夫链贴花模型的大数据统计分析

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摘要

The paper is devoted to construction of parsimonious (small-parametric) models of high-order Markov chains and to computer algorithms for statistical inferences on parameters of these models.

机译：本文致力于构建高阶马尔可夫链的帕斯莫（小参数）模型和对这些模型参数的统计推断的计算机算法。

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《International Conference on Analytical and Computational Methods in Probability Theory 》|2018年|540p|共12页
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作者
Yu. S. Kharin;
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原文格式 PDF
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中图分类 TP3-53;
关键词
High-Order Markov chain; Parsimonious model Statistical analysis; Big data; Computer algorithms;

机译：高阶马尔可夫链;解析模型统计分析;大数据;计算机算法;

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1. On two statistics of chi-square type based on frequencies of tuples of states of a high-order Markov chain [J] . M. I. Tikhomirova, V. P. Chistyakov Discrete mathematics and applications . 2003 ,第3期

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2. Statistical significance approximation in local trend analysis of high-throughput time-series data using the theory of Markov chains [J] . Li C Xia, Dongmei Ai, Jacob A Cram, BMC Bioinformatics . 2015 ,第1期

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3. Two-State Imprecise Markov Chains for Statistical Modelling of Two-State Non-Markovian Processes [J] . Matthias Troffaes, Thomas Krak, Henna Bains JMLR: Workshop and Conference Proceedings . 2019 ,第2期

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4. Statistical Analysis of Big Data Based on Parsimonious Models of High-Order Markov Chains [C] . Yu. S. Kharin International Conference on Analytical and Computational Methods in Probability Theory . 2018

机译：基于高阶马尔可夫链贴花模型的大数据统计分析
5. Statistical Modeling and Markov Chain Monte Carlo Inference of the MAJORRANA DEMONSTRATOR Background Data [D] . Gilliss, Thomas F. 2019

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6. Statistical significance approximation in local trend analysis of high-throughput time-series data using the theory of Markov chains [O] . Li C. Xia, Dongmei Ai, Jacob A. Cram, 2015

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7. High-order Vector Markov Chain with Partial Connections in Data Analysis [O] . Yuriy Kharin, Michail Maltsew 2017

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Statistical Analysis of Big Data Based on Parsimonious Models of High-Order Markov Chains

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