MARKOV_CHAIN

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Pitman-Yor process mixture model for community structure exploration considering latent interaction patterns
《Chinese Physics B》2021年第12期308-320,共13页Jing Wang Kan Li 
Project supported by Beijing Natural Science Foundation,China(Grant Nos.L181010 and 4172054);the National Key R&D Program of China(Grant No.2016YFB0801100);the National Basic Research Program of China(Grant No.2013CB329605)。
The statistical model for community detection is a promising research area in network analysis.Most existing statistical models of community detection are designed for networks with a known type of community structure...
关键词：community detection interaction pattern Pitman-Yor process Markov chain Monte-Carlo 
Spectral Gap for Open Jackson Networks被引量：1
《Acta Mathematica Sinica,English Series》2015年第12期1879-1894,共16页Yong Hua MAO Liang Hui XIA 
Supported in part by 985 Project;973 Project(Grant No.2011CB808000);NSFC(Grant No.11131003);SRFDP(Grant No.20100003110005);the Fundamental Research Funds for the Central Universities
We generalize the decomposition method of the finite Markov chains for Poincare inequality in Jerrum et al.（Ann.Appl.Probab.,14,1741-1765（2004）） to the reversible continuous-time Markov chains.And inductively,we g...
关键词：Jackson networks REVERSIBILITY decomposition of Markov chain spectral gap SYMMETRIZATION 
Generalization Bounds of ERM Algorithm with Markov Chain Samples
《Acta Mathematicae Applicatae Sinica》2014年第1期223-238,共16页Bin ZOU Zong-ben XU Jie XU 
Supported by National 973 project(No.2013CB329404);Key Project of NSF of China(No.11131006);National Natural Science Foundation of China(No.61075054,61370000)
One of the main goals of machine learning is to study the generalization performance of learning algorithms. The previous main results describing the generalization ability of learning algorithms are usually based on ...
关键词：generalization bounds ERM algorithm relative uniform convergence uniformly ergodic Markovchain learning theory 
The learning performance of support vector machine classification based on Markov sampling被引量：9
《Science China(Information Sciences)》2013年第3期103-118,共16页ZOU Bin PENG ZhiMing XU ZongBen 
supported by National Basic Research Program of China(Grant No.2007CB311002);State Key Program of National Natural Science of China(Grant No.70501030);National Natural Science Foundation of China(Grant No.61070225);China Postdoctoral Science Foundation(Grant Nos.20080440190,200902592);Foundation of Hubei Educational Committee(Grant No.Q20091003)
The previously known frameworks describing the consistency of support vector machine classifica- tion （SVMC） algorithm are usually based on the assumption of independent and identically distributed （i.i.d.） sample...
关键词：SVMC uniformly ergodic Markov chain learning performance Markov sampling linear predictionmodels 
Consensus protocol for heterogeneous multi-agent systems: A Markov chain approach被引量：1
《Chinese Physics B》2013年第1期569-573,共5页朱善迎 陈彩莲 关新平 
Project supported by the National Basic Research Program of China (Grant No. 2010CB731803);the National Natural Science Foundation of China (Grant Nos. 60934003, 60974123, 61172064, and 61273181);the Science and Technology Commission of Shanghai Municipality, China (Grant No. 11511501202);the Chenguang Program, China (Grant No. 09CG06)
This paper deals with the consensus problem for heterogeneous multi-agent systems. Different from most existing consensus protocols, we consider the consensus seeking of two types of agents, namely, active agents and ...
关键词：heterogeneous multi-agent system consensus protocol Markov chain 
QoS-based MAC protocol for cognitive radio networks被引量：2
《Journal of Southeast University(English Edition)》2012年第4期375-379,共5页胡静 沈连丰 宋铁成 
The National Science and Technology Major Project( No. 2010ZX03006-002-01 );the National Basic Research Program of China ( 973 Program) ( No. 2011CB302905);the Science and Technology Support Program of Jiangsu Province ( No. BE2011177)
In order to improve the throughput performance of the secondary users （SUs） in the cognitive radio （CR） environment, a quality of service （QoS） based media access control （MAC） protocol is proposed. In this pr...
关键词：quality of service （QoS） cognitive radio media access control （MAC） channel map Markov chain 
Ether net Ring Protection for ITU-T G.8032
《China Communications》2012年第11期87-97,共11页Wang Bin Wang Wennai 
supported partially by National Science and Technology Major Project of the Ministry of Science and Technology of China under Grant No.2011ZX03005-004-03; a Project Funded by the Priority Academic Program Development of Jiangsu Higher Education Institutions-Information and Communication Engineering,Natural Science Foundation of the Higher Education Institutions of Jiangsu Province,China under Grant No.10KJA510037; Open Research Fund of Key Lab of Broadband Wireless Communication and Sensor Network Technology（Nanjing University of Posts and Telecommunications）,Ministry of Education under Grant No.NYKL201108; Natural Science Foundation of Nanjing University of Posts and Telecommunications under Grant No.NY209002
Ethernet Ring Protection (ERP) introduced by ITU-T G.8032 Recommendation is a new type of packet-switched network protection technology, which can provide ring automatic protection switch. However, the Filtering Datab...
关键词：carrier ethernet ERP FDB flush markov chain 
MARKOV-MODULATED MEAN-VARIANCE PROBLEM FOR AN INSURER被引量：2
《Acta Mathematica Scientia》2011年第3期1051-1061,共11页王伟 毕俊娜 
supported by National Basic Research Program of China(973 Program)(2007CB814905);the National Natural Science Foundation of China(10871102);the Research Fund for the Doctorial Program of Higher Education
In this paper, we consider an insurance company which has the option of investing in a risky asset and a risk-free asset, whose price parameters are driven by a finite state Markov chain. The risk process of the insur...
关键词：Markov chain MEAN-VARIANCE efficient strategy efficient frontier Lagrange multiplier 
基于MLP-ANN与Markov Chain的土地利用变化预测方法——以锡林郭勒盟为例被引量：8
《生态环境学报》2010年第10期2386-2392,共7页徐广才 康慕谊 李亚飞 
国家重点基础研究发展计划(973)项目(2007CB106807)
以北方草地典型地区—内蒙古锡林郭勒盟为案例区,在1995年到2000年的土地利用变化与驱动力分析的基础上,利用土地利用转换类型和驱动力模型,采用多层感知人工神经网络模型分析了各种土地利用类型未来的转换潜力;利用马尔可夫链模型,预测...
关键词：土地利用与覆被变化 模拟 多层感知人工神经网络模型 马尔可夫链 锡林郭勒盟 
Utility water supply forecast via a GM (1,1) weighted Markov chain被引量：3
《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》2010年第9期677-682,共6页Yi-mei TIAN Hai-liang SHEN Li ZHANG Xiang-rui LV 
Project supported by the National Natural Science Foundation of China (No. 50778121);the National Basic Research Program of China (No. 2007CB407306-1);the National Water Pollution Control and Management of Science and Technology Project of China (No. 2008ZX07317-005)
This paper describes the procedure of using the GM (1,1) weighted Markov chain (GMWMC) to forecast the utility water supply, a quantity that usually has significant temporal variability. The GMWMC is formulated into f...
关键词：Dynamic adjustment interval （DAI） FORECAST GM （1 1） Markov chain Water supply 
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