Research

 

Books: 

  • Na talia Markovich “Nonparametric Analysis of Univariate Heavy-Tailed data: Research and Practice”, Wiley, 2007

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    Selected Publications in Books::

  • Natalia Markovich “Nonparametric Analysis of Univariate Heavy-Tailed data: Research and Practice”, Wiley, 2007
  • N. M. Markovich and U. R. Krieger, Statistical Inspection and Analysis Techniques for Traffic Data Arising from the Internet, Chapter 2, Traffic and Performance Engineering for Heterogeneous Networks, D.D. Kouvatsos (Ed.), ISBN 978-87-92329-16-5, River Publishers Series in Information Science and Technology - Vol. 1, pp. 41-60, 2009.
  • N. M. Markovich and U. R. Krieger, Statistical Analysis and Modeling of Peer-to-Peer Multimedia Traffic, In: Performance Handbook SPIN 12440030, LNCS 5233, ISBN 978-3-642-02741-3, Series: Lecture Notes in Computer Science, Next Generation Internet: Performance Evaluation \& Applications, Springer, 2011, p. 70-97. $http://www.springer.com/computer/book/978-3-642-02741-3$ DOI 10.1007/978-3-642-02742-0_4
  • Markovich N.M., Biernacki A., Eittenberger P., Krieger U.R., Integrated Measurement and Analysis of Peer-to-Peer Traffic, Eighth International Conference on Wired/Wireless Internet Communications, June 1-3, Lulea, Sweden, WWIC 2010 In : E. Osipov et al. (Eds.), Proc. WWIC2010, Lecture Notes in Computer Sciences LNCS 6074, pp. 302-314, Springer, Heidelberg, 2010. ISBN 978-3-642-13314-5 DOI 10.1007/978-3-642-13315-2_25
  • N. M. Markovich and U. R. Krieger, Analysis of Packet Transmission Processes in Peer-to-Peer Networks by Statistical Inference Methods . : Ernst Biersack, Christian Callegari, Maja Matijasevic (Eds.): Data Traffic Monitoring and Analysis From Measurement, Classification, and Anomaly Detection to Quality of Experience, LNCS 7754, pp. 104–119, Springer-Verlag, Berlin, Heidelberg, 2013. ISBN: 978-3-642-36783-0 (Print) 978-3-642-36784-7 (Online) $http://www.springeronline.com/978-3-642-36783-0$ DOI 10.1007/978-3-642-36784-7_5
  • N. M. Markovich and U. R. Krieger, Modeling of Loss Processes Arising from Packet Flows at Bottleneck Links, K. Fischbach and U.R. Krieger (Eds.): MMB \& DFT 2014, LNCS 8376, pp. 16–28, 2014. Springer International Publishing Switzerland 2014 DOI 10.1007/978-3-319-05359-2_2
  • N. M. Markovich, Distributions of Clusters of Exceedances and Their Applications in Telecommunication Networks, Series: Springer Proceedings in Mathematics and Statistics New York 2014, Akritas, Michael G., Lahiri, S. N., Politis, Dimitris N. (Eds.), Topics in Nonparametric Statistics, Springer Proceedings in Mathematics \& Statistics Vol. 74, ISBN 978-1-4939-0569-0, DOI 10.1007/978-1-4939-0569-0--15, pp 167-176, 2014
  • N. M. Markovich, Nonparametric Estimation of Heavy-Tailed Density by the Discrepancy Method, Springer International Publishing Switzerland R. Cao et al. (eds.), Nonparametric Statistics, Springer Proceedings in Mathematics \& Statistics 175, DOI 10.1007/978-3-319-41582-6_8 2016 pp. 103-116
  • Markovich N. M., Vai{\v c}iulis M. Modification of Moment-Based Tail Index Estimator: Sums versus Maxima, Springer International Publishing Switzerland, Patrice Bertail, Delphine Blanke, Pierre-Andre Cornillon, Eric Matzner-Lober (Eds.) Springer Proceedings in Mathematics and Statistics, Vol., pp. 85-102 ISBN 978-3-319-96941-1 2018
  • Markovich N.M. The Discrepancy Method for Extremal Index Estimation. In: La Rocca M., Liseo B., Salmaso L. (eds) Nonparametric Statistics. ISNPS 2018. Springer Proceedings in Mathematics \& Statistics, vol 339. pp. 341-356 Springer, Cham 2020
  • Krieger U.R., Markovich N.M. Reliability Analysis of a Multipath Transport System in Fog Computing. In: Gaj P., Guminski W., Kwiecien A. (eds) Computer Networks. CN 2020. Communications in Computer and Information Science, vol 1231, pp.101-116. Springer, Cham. 2020
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    Selected Publications in Journals::

  • PhD thesis "Non-parametric estimation of probability density function by stochastical regularization method"
  • Habilitation thesis "Estimation of characteristics of heavy-tailed random variables by limited samples"
  • Markovich N.M. "Mathematical Concepts" in the book: N.M.Morgenstern W., Ivanov V.K.,Michalski A.I., A.F.Tsyb, G.Schettler "Mathematical modelling with Chernobyl Registry Data" Springer-Verlag 1995
  • Markovich N.M. "Experimental analysis of nonparametric probability density estimates and of methods for smoothing them" Automation and Remote Control. Vol.50, No.7, Part 2, July, 1989.
  • Vapnik V.N., Markovich N.M., Stefanyuk A.R. "Rate of Convergence in L2 of the Projection Estimator of the Distribution Density" Automation and Remote Control. Vol.53, No.5, Part 1, May, 1992.
  • Markovich N.M., Michalski A.I. "Estimation of Health Indicates from Data on Revealed Morbidity" Automation and Remote Control, Vol.56, No.7, Part 2, July, 1995.
  • Markovich N.M. "Regularization of some linear integral equations of population analysis". Automation and Remote Control Vol.59, No.3,1998, pp.418-431.
  • Markovich N.M., Michalski A.I. and W. Morgenstern . "Evaluating of emidemiological indicators of the morbidity by indirect data." Automation and Remote Control No.6, 1998.
  • Markovich N.M. "Detection of Hormesis by Empirical Data as an Ill-Posed Problem." Automation and Remote Control, Vol.61, No.1, Part 2, 2000, pp.133-143.
  • Nonparametric estimation of long-tailed density functions and its application to the analysis of World Wide Web traffic, Performance Evaluation, 42 (2000) 205-222, with U.Krieger (ps)
  • Markovitch N.M., U.R.Krieger."The estimation of heavy-tailed probability density functions and their mixtures" In: J.Moreira de Souza et al., eds., Teletraffic engineering in the Internet Era, Teletraffic Science and Engineering, vol.4, 1113-1126, Elsevier, Amsterdam, 2001.
  • Estimating Basic Characterestics of Arrival Processes in Telecommunication Network by Empirical Data. Telecommunication Systems 20:1,2,11-31, 2002. , with U.Krieger (ps)
  • The estimation of heavy-tailed probability density functions, their mixtures and quantiles". Computer Networks, Vol. 40, Issue 3, 459-474, 2002. , with U.Krieger (ps)
  • Transformed Estimates of Densities of Heavy-Tailed Distributions and Classification. Automation and Remote Control, Vol.63, No.4, 2002, pp.627-640. , russian version (ps)
  • High Quantiles of Heavy-Tailed Distributions: Their Estimation. Automation and Remote Control, Vol.63, No.8, 2002, pp.1263-1279. , russian version (ps)
  • Estimation of heavy-tailed probability density function with application to Web data. Computational Statistics, 2004, 19:569-592., (ps) with R.E.Maiboroda
  • (2004). Nonparametric renewal function estimation and smoothing by empirical data. Preprint ETH, Zuerich. (ps)
  • The accuracy of transformed kernel density estimates for a heavy-tailed distribution, Automation and Remote Control, Vol. 66, No. 2, pp. 217-232, 2005. russian version (ps)
  • Markovich N.M. High quantile estimation for heavy-tailed distributions, Performance Evaluation, ,vol.62, Issues 1-4, October 2005, 217-232.
  • Markovich N.M., Krieger, U.R., Nonparametric estimation of the renewal function by empirical data, Stochastic Models, 22:175-199, 2006.
  • Markovich N.M., Krieger, U.R., Statistical Inspection and Analysis Techniques for Traffic Data Arising from the Internet, HETNETs'04 special journal issue on "Convergent Multi-Service Networks and Next Generation Internet: Performance Modelling and Evaluation", pp.72/1-72/9, 2006.
  • Markovich N.M., Kilpi,J., Bivariate statistical analysis of TCP-flow sizes and durations, Annals of Operations Research, 2009, Vol.170, 1, 199-216.
  • Markovich N.M., Undheim U., Emstad P. Classification of Slice-Based VBR Video Traffic and Estimation of Link Loss by Exceedance. Computer Networks. 2009, Vol.53, 1137-1153.
  • Markovich N.M., Krieger U.R. Statistical Inspection and Analysis Techniques For Traffic Data Arising From The Internet. HET-NETs International Working Conferences on the Performance Modelling and Evaluation of Heterogeneous Networks, Vol.1., 2009, ‘Traffic andPerformance Engineering for Heterogeneous Networks’ River Publishers .
  • Markovich N.M., Kilpi,J., Bivariate statistical analysis of TCP-flow sizes and durations, Annals of Operations Research, 2009, Vol.170, 1, 199-216.
  • Markovich N.M., Undheim U., Emstad P., Classification of Slice-Based VBR Video Traffic and Estimation of Link Loss by Exceedance. Computer Networks. 2009, Vol.53, 1137-1153.
  • Markovich N.M., Krieger, U.R., Statistical Analysis and Modeling of Skype VoIP Flows. Computer Communications (COMCOM), Vol.31, Supplement 1, 2010.
  • Markovich N.M. Quality Assessment of the Packet Transport of Peer-to-Peer Video Traffic in High-Speed Networks. Performance Evaluation, 70 (2013) 28–44 doi>10.1016/j.peva.2012.10.001
  • Markovich N.M. Modeling clusters of extreme values, Extremes, March 2014, Volume 17, Issue 1, pp 97-125 DOI 10.1007/s10687-013-0176-3
  • Avrachenkov K., Markovich N. M., Sreedharan J.K. Distribution and Dependence of Extremes in Network Sampling Processes, Computational Social Networks, 2:12, p. 1-21, doi:10.1186/s40649-015-0018-3 2015
  • Markovich N.M. Erratum to: modeling clusters of extreme values, Extremes, 2016, 19(1):139–142 DOI 10.1007/s10687-015-0237-x
  • Markovich N.M. Clustering and Hitting Times of Threshold Exceedances and Applications. Int. J. Data Analysis Techniques and Strategies, Vol. 9, No. 4, 331- 347. 2017 https://doi.org/10.1504/IJDATS.2017.088360
  • Markovich N.M. Clusters of extremes: modeling and examples, 2017 Extremes DOI:10.1007/s10687-017-0285-5
  • Vaiciulis M., Markovich N.M. A Class of Semiparametric Tail Index Estimators and Its Applications // Automation and Remote Control, Vol. 80, No. 10 being dedicated to the 100th anniversary of the birth of Ya.Z. Tsypkin, 1803-1816, 2019 DOI 10.1134/S0005117919100035
  • Markovich N.M., Rodionov I.V. Maxima and sums of non-stationary random length sequences // Extremes, 23(3), 451-464, 2020 DOI: 10.1007/s10687-020-00372-5
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    Papers presented at conferences:

  • Markovich N.M., Michalski A.I., Morgenstern W. "Estimation of cardiovascular morbidity in risk groups" Proceedings of 2nd International Heart Health Conference Barcelona (Catalonia-Spain) May-June 1995
  • Markovich N.M., Morgenstern W., Michalski A.I. "Semi-Markov identification based on the small samples approach" Proceedings of the 1996 10th European Simulation Multiconference Budapest, Hungary, June 2-6, 1996.
  • Markovich N.M., Morgenstern W., Michalski A.I. "Nonparametric estimation of transition rate on empirical data" Proceedings of the 3rd International Conference on Applied Informatics Eger-Noszvaj, Hungary, August 25-28,1997.
  • Markovitch N.M. "Nonparametric estimation of the probability density and its functions by regularization method" Proceedings of the Conference "Inverse and ill-posed problems" Moscow University, June 16-17, 1998.
  • Markovitch N.M. "Estimation of heavy-tailed probability density and hazard rate functions and their application in teletraffic theory" Proceedings of the Workshop "Heavy tails and queues", Eurandom, the Netherlands, April 1999.
  • Markovitch N.M. "Nonparametric estimation of probability density: the restoration of heavy-tailed distribution" Proceedings of the International Conference on Control Problems Moscow, June,29- July,2, 1999.
  • Markovitch N.M. "Nonparametric probability density and hazard rate estimation by the regularization method" Proceedings of the 10th INFORMS Applied Probability Conference University of Ulm, July 26-28, 1999.
  • Markovitch N.M., U.R.Krieger. "Estimating Basic Characteristics of Arrival Processes in Advanced Packet-Switched Networks by Empirical Data" Proceedings of First IEEE/Popov Workshop on Internet Technologies and Services. October 25-28, 1999, Moscow, Russia.
  • Markovitch N.M., U.R.Krieger."Die Schaetzung von Verkehrscharakteristiken in Paketvermittlungsnetzen mit Hilfe von Verkehrsmessungen" Proceedings of Workshop IP Netzplanung, IP Netzmanagement und Optimierung. 20.-21. Juli 2000. Universitaet Wuerzburg.
  • Markovitch N.M., U.R.Krieger."Nonparametric estimation of long-tailed density functions and its application to the analysis of World Wide Web traffic" In Proceedings of the Workshop "Mathematical Modelling in Finance and Telecommunication",Nagu/Nauvo,Finland, 18-22 August 2000.
  • Markovitch N.M."Nonparametric estimation of long-tailed distribution density function" In Proceedings of the International Conference "System Identification and Control Problems" SICPRO'2000.Moscow,Russia, 26-28 September,2000.
  • Markovitch N.M., U.R.Krieger."Estimation Of The Renewal Function: A Bayesian Approach" In Proceedings ECUMN 2000, Colmar, October, 2000.
  • Markovitch N.M."Nonparametric estimation of a heavy-tailed probability density function" In Proceedings of International Symposium Extreme Value Analysis Theory and Practice" Leuven, August, 2001.
  • Retransformed heavy-tailed density estimates and classification problem. IFAC Workshop Preprints "Adaptation and Learning in Control and Signal Processing" Cernobbio-Como (Italy), 29,30,31 August 2001. , with U.Krieger (ps)
  • Markovitch N.M. "High quantile estimation for heavy-tailed distributions". In Proceedings of the International Gnedenko Conference, Kyiv June 3-7 2002.
  • Markovitch N.M. Measurements analysis in the case of heavy-tailed distributions, Proceeding of International Symposium Managing and analyzing data streams: towards unifying approaches from mathematical statistics and computer science 13-15 June 2002 Marburg Germany, p.37-38.
  • Markovitch N.M., U.R.Krieger."Statistical characterization of mobile user behavior and its application to resource management in next generation networks". In Proceedings of MASCOTS Workshop on Design and Performance Evaluation of 3G Internet Technologies 2002 ', Fort Worth, Texas, October 2002.
  • Markovitch N.M."Estimation principles of heavy-tailed distribution density function" In Proceedings of the II International Conference "System Identification and Control Problems" SICPRO'2003.Moscow, Russia, 29-31 January, 2003.
  • Markovitch N.M."Retransformed nonparametric density estimators with reduced bias" Proceedings of the International Summer Seminar Stochastic Dynamical Systems, May 30- June 7, 2003 Sudac, Crimea, Ukraine, p.54.
  • Markovitch N.M." Accuracy of retransformed kernel estimators for heavy-tailed densities" Proceedings of the International Conference Kolmogorov and Contemporary Mathematics, June, 2003, Moscow, p.494.
  • Markovitch N.M., U.R.Krieger."On-Line Estimation of Heavy-Tailed Traffic Characteristics in Web Data Mining". In: J. Charzinski, R. Lehnert, P. Tran-Gia, eds: Providing quality of Service in Heterogenous Environments, Teletraffic Science and Engineering, vol 5a+b, Elsevier Science, Amsterdam, 2003, p.571-580, vol.5a.
  • Markovitch N.M." Estimation of heavy-tailed densities by a transformation" Proceedings of the Barcelona Conference on Asymptotic Statistics, 2-6 September, Barcelona, Bellaterra, p.35.
  • Markovich, N.M, U.R. Krieger."Statistical Inspection and Analysis Techniques for Traffic Data arising from the Internet." In: HET-NETs´04, 2nd International Working Conference on PERFORMANCE MODELLING AND EVALUATION OF HETEROGENEOUS NETWORKS, Ilkley, West Yorkshire, UK, 26th-28th July, 2004, P72/1-P72/9.
  • Markovich N.M. "On-line estimation of the tail index for heavy-tailed distributions with application to WWW-traffic" Proceedings of the 1st EuroNGI Conference on Next Generation Internet Networks Traffic Engineering, 18-20 April, 2005, Rome, Italy, CD.
  • Markovich N.M. "Smoothing of variable bandwidth kernel estimate of heavy-tailed density function". Proceedings of the 4th Conference on Extreme Value Analysis, Probabilistic and Statistical Models and their Applications, Gothenburg, August 15-19, 2005, p.60.
  • Markovich N.M. "Classification of heavy-tailed data as differentiation service tool" Proceedings of Workshop on QoS and Traffic Control. ENS,Paris, France, December 2005.
  • Markovich N.M., Estimation of heavy-tailed density functions with application to WWW-traffic, 2nd Conference on Next Generation Internet Design and Engineering NGI 2006" Valencia, April, 3-5, 2006, p.208-215.
  • Markovich N.M., Nonparametric Estimation of Heavy-Tailed Density by Dependent and Independent Data of WWW-Traffic. 6th Wurzburg Workshop on IP: Joint EuroNGI and ITG Workshop on “Visions of Future generation Networks” (EuroView2006), July, 31st-August, 1st 2006.
  • Markovich, N.M. Estimation of marginal density by dependent data. Proc. Stochastic Performance Models for Resource Allocation in Communication Systems, Amsterdam, 8-10 November 2006, p.77-80.
  • Markovich, N.M., Kilpi, J. Bivariate statistical analysis of TCP-flow sizes and durations. Proc. Stochastic Performance Models for Resource Allocation in Communication Systems, Amsterdam, 8-10 November 2006, p.47-50.
  • Markovich N.M. Renewal function estimation for regularly varying inter-arrival time distribution. Proceedings of the 5th Conference on Extreme Value Analysis, Bern, July 23-27, 2007, p.63.
  • Markovich N.M., Undheim U., Emstad P. “Slice-Based VBR Video Traffic-Estimation of Link Loss by Exceedance”. Proceedings of the 4th International Telecommunication NEtworking WorkShop on QoS in Multiservice IP Networks (QoS-IP 2008).
  • Markovich N.M., Statistic of extremes: a nonparametric approach. Proceedings of International conference “System identification and control problems” SICPRO-08, plenary talks. January 2008, p.38-51.
  • Markovich N.M. “Load control by arrivals of TCP connections”. Proceedings of International conference “System identification and control problems” SICPRO-08, CD, p.1-9, 2008.
  • Markovich N.M. “Nonparametric estimation of dependence and bivariate distribution with application to telecommunication data”. Poster on the Stochastic Networks Conference, June 23-28, 2008, Ecole Normale Superieure, Paris.
  • Markovich N.M. “Dependence detection in Internet data”. Proceedings of International Barcelona Conference on Asymptotic Statistics (BAS2008), Centre de Recerca Matematica (CRM), Bellaterra, Barcelona, September 1-5, 2008, p.84-85.
  • Markovich N.M., U.R.Krieger “Statistical Analysis of VoIP Flows Generated by Skype Users” IEEE International workshop on traffic management and traffic engineering for the future Internet, FITraMEn, p.1-6, 2008.
  • Markovich N.M. “Nonparametric estimation of copula with application to Web traffic data”. Proceedings of the VIII International conference “System identification and control problems” SICPRO-09, Selected papers, p.35-43, Moscow, January 26-30, 2009.
  • Маркович Н.М. “Анализ видео траффика: классификация и оценивание потерь передачи” В трудах VIII Международной конференции SICPRO-09, p.1035-1058, 2009.
  • Markovich N.M., U.R.Krieger Statistical Characterization of QoS Aspects Arising From the Transport of Skype VoIP Flows. Inforware 2009, August 23-29, 2009, Cannes/French Riviera.
  • Markovich N.M. Modeling of Dependence in a Peer-to-Peer Video Application, The 6th International Wireless Communications & Mobile Computing Conference (IWCMC 2010 TRAC), pp. 1-6, Caen, France 28.06-2.07.2010
  • Markovich N.M. Estimating the Quality of Packet Transmission in Peer-to-Peer Applications, International Symposium on Business and Industrial Statistics (ISBIS-2010), p.1, Portoroz, Slovenia, July 6 - 9, 2010
  • Eittenberger P., Krieger U.R., Biernacki A., Markovich N.M. Integrated Measurement and Analysis of P2P Streaming Traffic by the Java Tool Atheris, 10th IEEE International Conference on Peer-to-Peer Computing 2010, p.1-3, Delft, Netherland, 2010.
  • Markovich N.M. Modeling of dependence by moderate samples, International Conference "Modern Stochastics: Theory and Applications II" (MSTA II) Kiev, Ukraina, 7-11 September, 2010, p.90.
  • Маркович Н.М. Мониторинг качества передачи информации в Интернете. 4-ая Международная конференция “Управление развитием крупномасштабными систем” MLSD’2010 (ИПУ РАН, 4-6 октября 2010), Москва.
  • Markovich N.M. Statistical Quality Estimation of Packet Traffic with Application to Peer-to-Peer Video Data. International Workshop in Recent Achievements on the Study of Extreme Events (VW-Workshop), 27-29 September, 2010, Potsdam, Germany, poster.
  • Markovich N.M., Krieger U.R. Estimation of Heavy-Tailed Density Functions and Their Quantiles. International Workshop in Recent Achievements on the Study of Extreme Events (VW-Workshop), 27-29 September, 2010, Potsdam, Germany, poster.
  • Markovich N.M. Quality Control of Packet Transmission with Application to Peer-to-Peer Video Data. Workshop COST Action ICO703, 2011, 26-27.01, 2011, Zagreb, Croatia, invited talk
  • Markovich N.M., Krieger U.R. Analyzing Measurements from Data with Underlying Dependences and heavy-tailed Distributions. 2nd ACM/SPEC International Conference on Performance Engineering ICPE 2011, Karlsruhe, Germany, March 14-16, tutorial, p.425-436.
  • Markovich N.M. Nonparametric estimation of a heavy-tailed density. World statistics congress ISI 2011, Dublin, August 21-26, 2011, p. 1-10
  • Markovich N.M. A statistical analysis of clusters of extreme values and its application. Proceedings of the IX International conference “System identification and control problems” SICPRO-2012 Moscow January 30 – February 2, 2012 V.A. Trapeznikov Institute of Control Sciences p.1024-1034
  • Markovich N.M., Krieger U.R. Data Analysis of Measurements Governed by Immanent Dependences and Heavy-Tailed Distributions. Tutorial at the 16th International GI/ITG Conference on Measurement, Modelling and Evaluation of Computing Systems and Dependability and Fault Tollerance MMB\& DFT 2012 Kaiserslautern, Germany, March 19-21, 2012 http://www.mmb2012.de/tutorials
  • Markovich N.M. Distributions of Clusters of Exceedances and Their Applications in Peer-to-Peer Overlay Networks. First conference of international society of nonparametric statistics ISNPS 2012 Halkidiki, Greece, p. 182 %http://www.isnpstat.org/web/index.php?option=com_contentview=article&id=...
  • Markovich N.M. Distributions of clusters of extreme values. International Conference "PROBABILITY THEORY and its APPLICATIONS" (Moscow, June 26-30, 2012,p.169-170.
  • Markovich N.M. Extremes of Time Series with Application to Peer-to-Peer Overlay Networks. The 8th World Congress in Probability and Statistics, Istanbul July 9-14, 2012 Abstract:0190, p. 159 %http://www.worldcong2012.org/?p=program_abstracts
  • Маркович Н.М. Статистические методы анализа передачи видео в пир-ту-пир сетях. Конференция «Управление в технических, эргатических, организационных и сетевых системах» УТЭОСС-2012 Санкт-Петербург, 9-11 октября 2012, стр. 297-300.
  • Eittenberger P., Krieger U.R., Markovich N.M. TELETRAFFIC MODELING OF PEER-TO-PEER TRAFFIC. Proceedings of the 2012 Winter Simulation Conference, C. Laroque, J. Himmelspach, R. Pasupathy, O. Rose, and A. M. Uhrmacher, eds. P. 1-12 $978-1-4673-4780-8/12/$31.00 ©2012 IEEE $http://dl.acm.org/citation.cfm?id=2430314$
  • Markovich N.M. Analysis of Packet Transmission in Peer-to-Peer Overlay Networks. Preprints of the International IFAC conference on Manufacturing Modelling, Management, and Control, MIM' 2013 , Saint-Petersburg, Russia, June 19–21, 2013., pp.956-961.
  • Markovich N.M., Stehlik M. On relationship between score functions and extremal index. Preprints of the International IFAC conference on Manufacturing Modelling, Management, and Control, MIM' 2013, Saint-Petersburg, Russia, June 19–21, 2013, pp.967-972.
  • Markovich N.M. Distributions of Clusters of Exceedances and Their Applications in Telecommunication Networks.  Proceedings of the first ISNPS Conf.  2013
  • Markovich N.M. Risk Evaluation of Transmission Processes in Overlay Networks. Proceedings of ISI Satellite meeting August 23/24, 2013 on Statistics in Business, Industry and Risk Management, Hong Kong, China
  • Markovich N.M. Modeling Clusters of Extreme Values in Time Series. Proceedings of 59th ISI World statistics congress 25-30 August 2013 Hong Kong, China
  • Markovich N.M. Moments of cluster characteristics of time series, Proceedings of the Workshop Extremes in Vimeiro Today (EVT 2013) – in honour of Ivette Gomes, 8-11 September 2013, Vimeiro, Portugal, pp.97-101, ISBN: 978-989-733-023-0.
  • Markovich N.M. Analysis of Packet Transmission Processes Governed by Immanent Dependences and Heavy-Tailed Distributions, (invited talk) Seventh international conference Performance \& Security Modelling and Evaluation of Cooperative Heterogeneous Networks IFIP HET-NETs 2013, ILkley, UK, 11-13 November 2013.
  • Markovich N.M. Data-dependent smoothing of nonparametric estimates by discrepancy method II ISNPS Conference, Cadiz, Spain, June 12-16, 2014
  • Маркович Н.М. Моделирование экстремумов случайных процессов и их применение. Труды XII Всероссийского совещания по проблемам управления (ВСПУ-2014), 1178-1183, 2014.
  • Markovich N.M. Clusters of extreme values: models and estimation. 11th International Vilnius Conference on Probability Theory and Mathematical Statistics, Proceedings of 30th June-4th July, 2014, Vilnius, Lithuania, p. 36.
  • Markovich N.M. Clustering in times series and its models. Conference Extreme Value Theory and Laws of Rare Events, CIRM, Marseille, France 14 July to 18 July 2014 Conference on Extreme Value Theory and Laws of Rare Events
  • Avrachenkov, K., Markovich, N. and Sreedharan, J. K. Distribution and Dependence of Extremes in Network Sampling Processes, Research report, no.\ 8578, INRIA, 2014, Aug., Available at http://hal.inria.fr/hal-01054929
  • K. Avrachenkov, N. M. Markovich and J. K. Sreedharan. Distribution and Dependence of Extremes in Network Sampling Processes. Workshop on Complex Networks and their Applications at the 10th IEEE International Conference on Signal-Image Technology and Internet-Based Systems (SITIS 2014) November 23-27, 2014, Marrakech, Morocco, p.331-338.
  • Markovich N.M. Nonparametric estimation of extremal index using discrepancy method. Proceedings of the X International conference “System identification and control problems” SICPRO-2015 Moscow January 26-29 , 2015 V.A. Trapeznikov Institute of Control Sciences p.160-168, ISBN 978-5-91450-162-1
  • Markovich N.M. Distribution and dependence of extremes in pagerank-type processes. Proceedings of the X International conference “System identification and control problems” SICPRO-2015 Moscow January 26-29 , 2015 V.A. Trapeznikov Institute of Control Sciences p.1229-1238, ISBN 978-5-91450-162-1
  • Markovich N.M. Hitting times of threshold exceedances and their distributions, in Proceedings Current Topics on Risk Analysis: ICRA6 and Risk 2015 Conference, FUNDACI\'{O}N MAPFRE, Madrid, eds M. Guill\'{e}n, \'{A}ngel A. Juan, H. Ramalhinho, I. Serra, C. Serrat, Barcelona 26-29 May 2015, p. 507-514, ISBN: 978-84-9844-496-4
  • Markovich N.M. Extremes control of complex systems with applications to social networks, 15th IFAC/IEEE/IFIP/IFORS Symposium on Information Control Problems in Manufacturing INCOM 2015, Ottawa, Canada May 11-13, Volume 48, Issue 3, Edited by Alexandre Dolgui, Jurek Sasiadek and Marek Zaremba, pp 1296-1301 2015 doi:10.1016/j.ifacol.2015.06.264 ISSN 2405-8969 http://www.sciencedirect.com/science/journal/24058963/48/3
  • Markovich N.M. Statistical Analysis of Stochastic Processes in Social Networks, 60th World Statistics Congress - ISI 2015, 26-31 July 2015 Proceedings of the 60th World Statistics Congress of the International Statistical Institute, ISI2015. Published by the International Statistical Institute, The Hague, The Netherlands, December 2015. ISBN - 978-90-73592-35-3 © ISI 2015, www.isi-web.org
  • Markovich N.M. A cluster caching rule in next generation networks. Proceedings of the 18th international scientific conference Distributed computer and communication networks: control, computation, communications %(DCCN-2015) p. 127-135 Moscow 2015 ISBN 978-5-91450-170-6 Springer International Publishing Switzerland 2016 V. Vishnevsky and D. Kozyrev (Eds.): DCCN 2015, CCIS 601, pp. 305–313, 2016. DOI: 10.1007/978-3-319-30843-2 32 Материалы 18ой междунар. науч. конфер., 19-22 октября 2015 г. Москва/Институт проблем управления им В.А.Трапезникова РАН, под общ. ред. В.М. Вишневского - М.: ИПУ РАН, 2015 - 656 с.
  • Markovich N.M. Clustering of extremes in large-scale networks and its nonparametric analysis. Proceedings of the Third conference of the international society for nonparametric statistics (ISNPS) AVIGNON, PALACE OF THE POPES, 11-16 JUNE 2016, p. 57-58 % http://www.isnpstat.org/images/ISNPS3/ISNPS_2016-Book_of_Abstracts.pdf
  • Markovich N.M., Khrenov V., Krieger U.R. Modeling and analysis of caching rules based on the popularity of objects. Proceedings of the IEEE 19th international scientific conference Distributed computer and communication networks: control, computation, communications (DCCN-2016) Moscow November 2016
  • Markovich N.M., Krieger U.R. A Caching Policy Driven by Clusters of High Popularity. Proceedings of the IEEE 7th International Workshop on TRaffic Analysis and Characterization, TRAC2016 September 5-9, 2016 Paphos, Cyprus, p.363-368
  • Krieger U.R., Markovich N.M. Analysis of LRU Cache Trees with a Power Law Reference Distribution. Proceedings of the 15th International Conference named after A. F. Terpugov INFORMATION TECHNOLOGIES AND MATHEMATICAL MODELLING (ITMM2016) Tomsk, Russia, 12-16 September 2016 Springer International Publishing Switzerland 2016 In book: Information Technologies and Mathematical Modelling - Queueing Theory and Applications A. Dudin et al. (Eds.): ITMM 2016, CCIS 638, pp. 1–6, 2016. DOI: 10.1007/978-3-319-44615-8 14 ISBN: 978-3-319-25860-7
  • Markovich N.M., Khrenov V., Krieger U.R. Modeling and Performance Comparison of Caching Strategies for Popular Contents in Internet, Springer International Publishing Switzerland 2016 V. Vishnevsky and D. Kozyrev (Eds.): DCCN 2016, CCIS 678, pp. – , 2016.

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