mziana nachkebia

Doctor of Science

Muskhelishvili Institute of Computational Mathematics

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Forecasting the real estate market using a Bayesian modelL. Bezhanishvili, M. Nachkebia, G. DevnozashviliarticlePublishing House "Technical University"/Transactionns Automated Control Systems, 2022/№ 1(33), 106-113--- ---- GeorgianState Targeted Program
Big Data Analysis Technologies in E-Learning SystemM. Nachkebia, L. BezhanishviliarticlePublishing House "Technical University"/ Transactionns Automated Control Systems, 2020 / № 2(31), 19-25---- ---- GeorgianState Targeted Program
Cryptographic System of high StabilityD.Ugulava, T.Chantladze, Z.Kipshidze,M.NachkebiaarticleComp. Sciences and Telecommunications, 2017/No.2(52), 46-52--- --- EnglishState Targeted Program
Work in MS SQL Server environmentM. Nachkebia, L. Bejanishvili, E. Abesadze, N. Tavberidzetextbook"Universal", 2017/124 p.---- ---- ----GeorgianState Targeted Program
Search for objects in the areaM. NachkebiaarticleGEN - Georgian Engineering News, 2015/№3, 9-14---- ----- RussianState Targeted Program
An optimal object search model for flat tasksJ. Giorgobiani, M. Nachkebia, N. CiskarishviliarticlePublishing House "Technical University", Proceedings of the International Conference "Information and Computer Technologies, Modeling, Management", 2015/ 465-468--- --- RussianState Targeted Program
Tasks of decision-making theory and operations researchM. Nachkebia, G. Beltadze, N. MchedlishvilitextbookPublishing House "Technical University", 2011/258 p.--- --- GeorgianState Targeted Program
Dynamic Model of Smoothing Problem in Water Power SystemsJ. Giorgobiani, M. Nachkebia, W. A. Lodwick article Denver University press (USA) , 2008/4p.---- --- EnglishState Targeted Program
A stochastic model of the ecological pollution processM. Nachkebia, M.TutberidzearticleLEPL ArchilEliashvili Institute of Control Systems/Proceedings of Archil Eliashvili Institute of Control Systems, 2007/№11, 138-141--- ----- RussianState Targeted Program
Cooperative game modeling for a single market taskM. NachkebiaarticlePublishing House "Innovation"/ International Scientific and Practical Journal "Social Economy", 2004/№4, 116-121WoS ------ GeorgianState Targeted Program
Optimization of the subway underground routeM. NachkebiaarticleGeorgian Engineering News, 2005/ №3, 137-141WoS ----- RussianState Targeted Program
Optimal management of water and fuel supplies in the energy systemJ. Giorgobiani, M. Nachkebia, M.Gegechkoriconference proceedingsProceedings of the IMP of the Academy of Sciences of Georgia 2005/9, 132-137WoS-0 --- RussianState Targeted Program
Mathematical model of optimization of long-term operation of complex energy systemJ. Giorgobiani, M. Nachkebiaconference proceedingsReports of the International scientific conference - "Problems of management and energy", 2004/ 8, 533-536Wos ---- RussianState Targeted Program
Mathematical model of energy system developmentJ. Giorgobiani, M. NachkebiaarticleInteleqti 2002/ 2(13), 11-13WoS-0 ----- GeorgianState Targeted Program
Basics of building databasesM. Nachkebia, T. Djvaniatextbook"Universali", 2013/140გვ.WoS-0 ------- GeorgianState Targeted Program
One Approach to the Regime Optimiza­tion of Water-Power SystemJ. Giorgobiani, M. Nachkebia, G. GiorgobianiarticleGESJ: Computer Science and Telecommunications. , 2013/No.2(38). p. 120- 124Wos ISSN: 1512-1232 EnglishState Targeted Program
Markov decision process for the long-term control of hydro station with reservoirJ. Giorgobiani, M. Nachkebia, G. Giorgobianiconference proceedingsGeorgian Technical University. 2012/p. 444 - 447Wos ISBN: 978-1-61324-870-6 EnglishState Targeted Program
A decision-making Markov process for a flow control problemJ. Giorgobiani, M. Nachkebia, G. GiorgobianiarticleGeorgian Engineering News, 2012/ N 1, 17-20WoS-0 ISSN: 1512-0287 RussianState Targeted Program
Game-Theoretic Models of Dynamic DuopolyJ. Giorgobiani, M. Nachkebia, G. GiorgobianiarticleGESJ: Computer Sciences and Telecom. 2012/No. 2(34), 34-38Wos ISSN: 1512-1232 EnglishState Targeted Program
Mathematical models of ecological pollution processesJ. Giorgobiani, M. Nachkebia, G. GiorgobianiarticleGESJ, Computer Sciences and Telecom, 2011/No 1(30), 78-86 Wos ISSN: 1512-1232 EnglishState Targeted Program
Optimization of long-term control of hydropower stationsM. Nachkebia, J. Giorgobianiconference proceedingsProceedings of the A.Eliashvili Institute of Control Systems, 2009/#13, 136-140WoS-0 ISSN 0135-0765 EnglishState Targeted Program
Mathematical model of one process of environmental pollutionJ. Giorgobiani, M. Nachkebia, G. GiorgobianiarticleGeorgian Engineering News. 2009 /N1, 90 – 92Wos ISSN: 1512-0287 GeorgianState Targeted Program
Mathematical Models of Some Control Problems of Power EngineeringM. Nachkebia, J. GiorgobianiarticleBulletin of Georgian National Academy of Sciences, 2008/ v.2, no.2, 34-37Wos ISSN - 0132 - 1447 EnglishState Targeted Program
Mathematical Model of optimal Long-term Functioning of the energy SystemJ. Giorgobiani, M. Nachkebia, A. Toronjadzeconference proceedingsAMIM V.5,N1, 28 - 34, 2001WoS-0 ISSN 1512-0074 EnglishState Targeted Program

VIII Annual Int. Conf. of the Georgian Mathematical Union.Batumi, Georgia2017 8-12 სექტემბერიGeorgian Mathematicians UnionEnergy control issuesoral

A joint study with energy experts on some issues of energy control is presented. Practical implications are discussed based on real, existing data

http://gmu.gtu.ge/Batumi2017/
International Scientific Conference "Information and Computer Technology, Modeling and Control"Tbilisi, Georgia20153-5 ნოემბერიGeorgian Technical UniversityAn optimal object search model for flat tasks.oral

The tasks of area (region) search and search by call, which depend on the nature of the information about the location of the search object, are discussed.

http://www.gtu.ge/
International Scientific Conference dedicated to the 90-th anniversary of Georgian Technical UniversityTbilisi, Georgia201219-21 სექტემბერიGeorgian Technical UniversityA Markov decision process for managing a reservoir hydroelectric plantoral

The problem of river runoff management is discussed in terms of queue and stock management theories. A mathematical model in the framework of the Markov decision process is established

http://gesj.internet-academy.org.ge/conf_gtu90/en/index_en.php
International Scientific Conference "Information and computer technologies, modeling and management"Tbilisi, Georgia20101-4 ნოემბერიGeorgian Technical UniversityDynamic models of competitive economy.oral

One dynamic problem of mathematical economics is discussed, namely, competition with two suppliers and many small consumers (actually one consumer). The process is step-by-step - at each stage, producers bring a certain amount of products to the market from their limited resources, on which their profit depends. The total winnings are determined by the sum of the winnings in the stages. We describe the competition as a two-person multi-player game. Two approaches - antagonistic and cooperative - are discussed. In an antagonistic game, solutions are sought in pure strategies (the game is complete information); In the cooperative variant, Nash and Shapley solutions are sought. Numerical realization relies on mathematical and dynamic programming methods.

http://gesj.internet-academy.org.ge/conf/ge/index_ge.php
საერთაშორისო კონფერენცია „ინფორმაციული და გამოთვლითი ტექნოლოგიები“ (ეძღვნება პროფესორ ე. დეკანოსიძისა და მ. წულაძის ხსოვნას).Tbilisi, Georgia20102-6 მაისიNiko Muskhelishvili Institute of Computational Mathematics/Saint Andrew the First-Called Patriarchal University of GeorgiaDuopoly game type modelsoral

The dynamic task of a duopoly, i.e., a market served by two producers in stages, and the demand determined by many small or single consumers, is discussed. The product is uniform and the price is determined by the total quantity of goods imported at each stage.

The task is presented as a two-person game. This is a multiplayer game with full information. Solutions are sought in pure strategies. Two approaches - antagonistic and cooperative - are discussed. In the cooperative variant, Nash and Shapley solutions are sought. Calculations are based on dynamic programming method.

http://micm.edu.ge/wp-content/uploads/2020/06/Abstracts_CONF_MICM_2010.pdf
V Congress of the Union of Mathematicians of GeorgiaBatumi-Kutaisi, Georgia20099-12 ოქტომბერიGeorgian Mathematicians UnionMathematical Model of One Process of Ecological Pollutionoral

The process of spreading oil pollution in the seas and oceans, taking into account the wind factor, is discussed. The process is described as a random stochastic linear motion when the wind speed and direction are stochastic.

http://www.rmi.ge/~gmu/
Extended sessions of seminars of Ilia Vekua Institute of Applied MathematiTbilisi, Georgia200922-24 აპრილიIlia Vekua Institute of Applied MathematicsTwo mathematical models of the sea pollution processoral

2 models of sea pollution are presented. One model is deterministic and is characterized by ordinary differential equations. The second model is stochastic. Formulas of pollution density and distribution under different conditions are obtained. Numerical solutions for specific examples are described.

http://www.viam.science.tsu.ge/geo/enlrg
IV Congress of the Union of Mathematicians of GeorgiaTbilisi, Georgia200514-16 ნოემბერიGeorgian Mathematicians UnionA Cooperative Game Model for a Market Single Taskoral

"We consider a one-product market with infinitely divisible production and n participants, of which n-1 participant is a seller, and one n-th participant is a buyer. Each seller has xi (i=1,2,..., n-1) quantity production, the buyer's demand is Y. Y is the maximum quantity of products that the buyer can purchase.

The task is how to conduct the trade and how to distribute the profit between the parties. We present this task in the form of a cooperative game: we have a set of players I=(1,2,...,n), of which the nth player has a special priority, it is the main player. If the main player does not enter the coalition K, the profit of this coalition will be zero, and if he enters, then the profit of the coalition K will be determined in proportion to the purchased products.

We used Shapley's principle of "fair distribution" to solve the obtained cooperative game. In different cases, the components of the Shapley vector - payoff for each player are calculated.


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International Scientific Conference "Management and Energy Problems - PCPE- 2004"Tbilisi, Georgia2004----A. Eliashvili Institute of Management Systems of the Georgian Academy of Sciences. Mathematical model of long-term performance optimization of complex energy systemoral

A mathematical model of the long-term optimal functioning of the energy system of the region is proposed. A mathematical programming type model. The minimum total annual costs or the minimum weighted sum of electricity shortages were taken as optimality criteria.


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III Congress of the Union of Mathematicians of GeorgiaTbilisi, Georgia2001----Georgian Mathematicians UnionOperations research methods in extreme tasks of energy economyoral

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Web of Science: 0
Scopus: 0
Google Scholar: 3

Doctoral Thesis Referee


Master Theses Supervisor


SQL Server Reporting ServicesGeorgian Technical University
Analysis of financial stability of the firmGeorgian Technical University
Information technologies and IP-telephonyGeorgian Technical University
Management organization in developing companies and tasks of information systemsGeorgian Technical University
Commercial bank management and bank asset managementGeorgian Technical University
Strategic management of the organizationGeorgian Technical University
Company management organization using new information technologiesGeorgian Technical University
Electronic management of medical institutionGeorgian Technical University
Strategic management and simulation gamesGeorgian Technical University
Clinic management information systemSukhumi State University

Doctoral Thesis Supervisor/Co-supervisor


Scientific editor of monographs in foreign languages


Scientific editor of a monograph in Georgian


Editor-in-Chief of a peer-reviewed or professional journal / proceedings


Review of a scientific professional journal / proceedings


Member of the editorial board of a peer-reviewed scientific or professional journal / proceedings


Participation in a project / grant funded by an international organization


Cadastre of small hydropower technical potential of Georgian rivers.Innovative Scientific Research and International Scientific-Technical Center (SSTC) საქართველო 2004-2006performer

Participation in a project / grant funded from the state budget


Dynamic models of socio-economic problems.Gtu Niko Muskhelishvili Institute of Computational Mathematics 2011main performer
Development of numerical methods for solving problems of some classes of operations research and mathematical economics.Georgian Academy of Sciences 2004 – 2006main performer
Deterministic and stochastic task of operations researchGeorgian Academy of Sciences 2002-2004main performer
Development of efficient computational methods for solving stochastic and ill-conditioned operations research problems.Georgian Academy of Sciences 2000-2002main performer
Development of computing methods for solving extreme problems.Georgian Academy of Sciences 1998-2000main performer

Patent authorship


Membership of the Georgian National Academy of Science or Georgian Academy of Agricultural Sciences


Membership of an international professional organization


Membership of the Conference Organizing / Program Committee


National Award / Sectoral Award, Order, Medal, etc.


Honorary title


Monograph


Handbook


Problems of decision theory and operations research, „Technical University“, pp.258, 2011State Target Program


Work in MS SQL Server environment, "Universal", p.124, 2017State Target Program


Research articles in high impact factor and local Scientific Journals


Mathematical Model of optimal Long-term Functioning of the energy System, AMIM V.5,N1, 28 - 34, 2001State Target Program

A mathematical model of optimal longterm functioning of the energy system of the region is suggested. The model is of a mathematical programming type. The minimum of total annual expenditures or the minimum of the weighted sum of the shortages of the electric energy is taken as a criterion of optimum.

http://www.viam.science.tsu.ge/Ami/2000_1/giorgobiani.pdf
Dynamic Model of Smoothing Problem in Water Power Systems, Denver University press (USA) , 4p., 2008State Target Program

In this paper the problem of optimal performance of a power system is considered. The problem is posed in various aspects within the frames of the theory of optimal control of stores. Mathematical models are presented by means of the recurrent equations of a dynamic programming. In the general case a new method is presented which avoids the "curse of dimensionality.

https://arxiv.org/abs/0807.0641
Mathematical Models of Some Control Problems of Power Engineering, Bulletin of Georgian National Academy of Sciences, v.2, no.2, 34-37, 2008State Target Program

In this paper the problem of optimal performance of a power system is considered. Mathematical models are presented by means of the recurrent equations of a dynamic programming. In general case the method of disposal from the "Damnation dimension" is offered.

http://science.org.ge/old/moambe/2-2/Giorgobiani.pdf
Mathematical models of ecological pollution processes, GESJ, Computer Sciences and Te­le­com, No 1(30), 78-86, 2011 State Target Program

In this work two mathematical models of sea pollution are described. The first model is deterministic and is characterized by ordinary linear differential equations. The second model is stochastic. Under various assumptions the formulas of distribution and density of pollution substance are given. Models are numerically realized by specific examples. The results of computations show that suggested methods are easy to implement.

http://gesj.internet-academy.org.ge/en/list_aut_artic_en.php?b_sec=comp&list_aut=2088
Game-Theoretic Models of Dynamic Duopoly, GESJ: Computer Sciences and Telecom. No. 2(34), pp. 34-38, 2012. State Target Program

One Dynamic problem of Mathematical Economics - competition with two sellers and one buyer - is considered. The process consists of stages and the resources of the producers are limited. On each stage the producers deliver to the market some quantity of goods and gain appropriate profit. The total profit is defined by the sum of the profits on each stage. The competition is described in the frames of the Game Theory. Two approaches are considered – antagonistic (the buyer is the “essential player”) and cooperative (with two or three players). Antagonistic game is a multistage game with complete information and the solutions are obtained by means of pure strategies. In the cooperative game we seek for Nash and Shapley solutions. Numerical realization is mainly based on the method of Dynamic Programming.

http://gesj.internet-academy.org.ge/en/list_aut_artic_en.php?b_sec=comp&list_aut=2088
Markovian Decision Process for one Flow Control Problem, Georgian Engineering News. N 1, 17-20, 2012 (Russian)State Target Program


https://gen.techinformi.ge/inf54.htm
One Approach to the Regime Optimiza­tion of Water-Power System, GESJ: Computer Science and Telecommunications. 2013|No.2(38). p. 120- 124. State Target Program

Paper deals with the problem of long-term control of Hydro Power System. Actually, this is the problem of optimization of the regimes of Hydro Power Plants (HPP) with reservoirs, aiming to achieve the maximal economic effect. The problem is dynamic with traditional constraints. The model is based on the method of Markov decision process. The matrices of transition probabilities and the corresponding recurrent inequalities are composed. One practical idea is also suggested to avoid the dimension problem in the case of a large number of HPPs.

http://gesj.internet-academy.org.ge/en/list_aut_artic_en.php?b_sec=comp&list_aut=2088
Basics of building databases, "Universal", p.140, 2013State Target Program


Search of objects in the area, GEN - GeorgianEngineeringNews№3, 9-14, 2015State Target Program


Cryptographic System of high Stability, Comp. Sciences and Telecommunications, No.2(52), 46-52, 2017State Target Program

A symmetric algorithm of high stability of information encryption is considered, in which the best properties of American standards DES and RINDAEL are used. On the positive side, we note the complete identity of the processes of encryption and decryption. Relevant fragments of practical implementation of algorithm in the medium of MATLAB is given.


http://gesj.internet-academy.org.ge/en/list_aut_artic_en.php?b_sec=comp&list_aut=3568
Big data analysis technologies in e-learning system, Transactions Automated Control Systems № 2(29), 146-149, 2019 State Target Program

The issues of the use of big data technologies in the field of electronic education are considered, in particular, the possibility of solving problems of financial planning, monitoring, decision-making and other problems of the educational process using the Data Mining tool. The article proposes clustering of scientific works and personal accounts of students/teachers on the example of implementation the FRiS algorithm. 

https://gtu.ge/Journals/mas/Referat/ASU-2019(2_29)/ASU-2019(2_29).pdf
Adaptive e-learning based on precedents Transactions Automated Control Systems № 2(31), 19-25, 2020State Target Program

Considered the possibility of implementing the ideas of adaptive learning in practice in e-learning systems, which implies the integration of information and pedagogical technologies, determines the interactivity of the interaction of educational subjects and the productivity of the student's educational activities. One of the possible methods based on the principles of adaptive learning based on precedents is proposed.

https://gtu.ge/Journals/mas/Referat/ASU-2020(2_31)/ASU-2020(2_31).pdf
Forecasting the real estate market using the Bayesian model, Transactions Automated Control Systems № 1(33), 106-113, 2022State Target Program

Real estate market prices are uncertain due to numerous factors that affect its price, there is a

high level of uncertainty and unpredictability of the course of certain processes, which is complicated

by the presence in this system of risk factors for the occurrence of unforeseen situations. Classical wellstudied methods of modeling and forecasting do not give reliable results. Bayesian theory offer

opportunity of improving the quality of the estimate for decision making by taking into account

additional information. The study uses the Bayesian model to predict the house prices in Georgia. The

result shows that Bayesian model enhances the prediction of prices. 

https://gtu.ge/Journals/mas/Referat/ASU-2021(1_33)/ASU-2021(1_33).pdf

Publication in Scientific Conference Proceedings Indexed in Web of Science and Scopus