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Z. Volkovich, R. Avros, Model Selection and Stability in
Spectral Clustering,4-th International Conference on Knowledge Discovery and
Information Retrieval (KDIR 2012), Barcelona, October 4-7, 2012.
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D. Toledano Kitai, Z. Volkovich, R. Avros, Distance Learning
for Cluster Validation, Stochastic Modeling Techniques and Data Analysis
International Conference (SMTDA2012), Chania Crete Greece, June 5-8, 2012
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M. Morozkov; O. Granichin; Z. Volkovich and X. Zhang, Fast
Algorithm for Finding True Number of Clusters. Applications to Control
Systems, 24th Chinese Control and Decision Conference (2012 CCDC), Taiyuan,
China, May 23-25, 2012.
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O. N. Granichin, M. Morozkov and Z. Volkovich, Necessary
Conditions for the Confidence Level of the Randomized Algorithm of Finding the
True Number of Clusters, the 2011 IEEE Multi-conference on Systems and
Control, Denver, CO, USA on September 28-30, 2011
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Z. Volkovich, D. Toledano-Kitai and R. Avros, On Energy Based
Cluster Stability Criterion, Stochastic Modeling Techniques and Data Analysis
International Conference (SMTDA 2010), Chania Crete Greece, 8-11, June 2010.
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V. Olman, L. Morozensky, Y. Hu and Z. Volkovich, Testing
absence of clusters for one-dimensional observations, Stochastic Modeling
Techniques and Data Analysis International Conference (SMTDA 2010), Chania
Crete Greece, 8-11, June 2010.
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Z. Volkovich, Z. Barzily, D. Toledano-Kitai and R. Avros,
Probability metrics standpoint on the cluster stability problem, International
Symposium on Stochastic Models in Reliability Engineering, Life Science and
Operations Management, Beer Sheva, Israel, February 8-11, 2010.
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Z. Volkovich, G.-W. Weber and R. Avros, On an Adjacency
Cluster Merit, The third Global Conference on Power Control and Optimization
PCO 2010, Gold Coast, Australia, 2-4, February 2010.
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Z. Volkovich, Z. Barzily, R. Avros and D. Toledano-Kitai, On
application of the K-nearest neighbors approach for cluster validation, The
XIII International Conference Applied Stochastic Models and Data Analysis
(ASMDA 2009), Vilnius, 2009.
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A. Grusho, E. Timonina and Z. Volkovich, On consistent
criteria for not-consistent alternatives, The XIII International Conference
Applied Stochastic Models and Data Analysis (ASMDA 2009), Vilnius, 2009.
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Z. Volkovich, Z. Barzily, G.-W. Weber and D. Toledano-Kitai,
Cluster Stability Estimation Based on a Minimal Spanning Trees Approach, The
Second Global Conference on Power and Optimization (PCO2009), Bali, Indonesia,
2009.
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P. Soreanu, Z. Volkovich and Z. Barzily, Energy-Efficient
Predictive Jamming Holes Detection Protocol for Wireless Sensor Networks,
Sensor Technologies and Applications, SENSORCOMM '08, Second International
Conference, 306- 311, 2008.
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Z. Barzily, Z. Volkovich, B. Akteke-Ozturk and G.-W. Weber,
Cluster, Stability Using Minimal Spanning Trees, Proceedings of 20th Mini
Conference "Continuous Optimization and Knowledge-Based Technologies", EurOPT'
2008, Lithuania, 248-253, 2008.
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V. Volkovich, Remarks on proofs of the Levy-Khintchine
formulas from the point of view of the generalized functions, Journal of
Mathematical Sciences (Proceedings of the Seminar on Stability Problems for
Stochastic Models, Jurmala, Latvia, 2004), 146(4), 6054-6058, 2007.
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Y. Lumelskii and Z. Volkovich, On comparison of non-parametric
and parametric approximate confidence bounds for the probability P(XZ.
Volkovich, and Z. Barzily, On application of probability metrics in the
cluster stability problem, 1st European Conference on Data Mining (ECDM’07),
Lisbon, Portugal, July 5-7, 2007.
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Z. Volkovich, and Z. Barzily, On application of
probability metrics in the cluster stability problem, 1st European Conference
on Data Mining (ECDM’07), Lisbon, Portugal, July 5-7, 2007.
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Z. Volkovich, Z. Barzily, and L. Morozensky, A cluster
stability criteria based on the two-sample test concept, Proceedings of the
2nd Workshop on Algorithmic Techniques for Data Mining 2006 (ATDM 2006),
Ben-Gurion University of the Negev, Beer-Sheva, Israel, June 5-7, 329-338,
2006.
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L. Kozobay-Avraham, A. Bolshoy, and Z. Volkovich, On
prokaryotes’ clustering based on curvature distribution, Proceedings of the
2nd Workshop on Algorithmic Techniques for Data Mining 2006 (ATDM 2006),
Ben-Gurion University of the Negev, Beer-Sheva, Israel, June 5-7, 275-284,
2006.
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V. Vinokurov and V. Volkovich, On evaluation of strategies of
a return process. Journal of Mathematical Sciences (Proceedings of the Seminar
on Stability Problems for Stochastic Models, Jurmala, Latvia, 2004), 131(3),
5674-5681, 2005.
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Z. Volkovich, J. Kogan, L. Morozensky and C. Nicholas, On
simulation approaches for the selection of initial centroids for k-means like
clustering algorithms, Proceedings of the 5th St. Petersburg Workshop on
Simulation, St. Petersburg, Russia, June 26-July 2, 729-734, 2005.
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V. Volkovich, J. Kogan and C. Nicholas, Initialization for
iterative clustering algorithms. Proceedings of 5th International Conference
on Computer Sciences. Modeling, Computation and Optimization in Information
Systems and Management Sciences (MCO 2004), Metz, France, 635-644, July,
2004
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V. Volkovich, J. Kogan and C. Nicholas, K-means initialization
by sampling large datasets, Proceedings of 4th SIAM International Conference
on Data Mining (SDM 2004), Workshop on Clustering High Dimensional Data and
its Applications, Lake Buena Vista, FL, USA, April 2004.
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V. Volkovich, P. Soreanu and M. Mehler, Purpose-Driven
E-Learning Model: A New Paradigm, Proceedings of the 8th World
Multi-Conference on Systemic, Cybernetics and Informatics (SCI 2004), Orlando,
FL, USA, July 2004.
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J. Kogan, C. Nicholas and V. Volkovich, Text mining with
hybrid clustering schemes, Proceedings of the Workshop on Text Mining (held in
conjunction with 3rd SIAM International Conference on Data Mining),
Philadelphia, USA, 5-16, 2003.
- 25. P. D. Feigin, P. Lumelskii and V. Volkovich, Approximate
distribution-free confidence bounds for P(X Proceedings
of the International Conference on Advances in Statistical Inferential Methods
Theory and Applications, Almaty, Kazakhstan, 75-89, 2003.
- V. Volkovich, Homogeneous models of convolution on the line, Stability
problems for stochastic models, Journal of Mathematical Sciences, 69(4),
1134-1139, 1994.
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Yu. M. Denisov and V. Volkovich, The technique for the
construction of stochastically-determined models of the river runoff,
Proceedings of All-Union Research Institute for Systems Studies, 1992.
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V. Volkovich, Quasi-regular stochastic convolutions, Stability
problems for stochastic models. J. Soviet Math. 47 (1989), 5, 2685-2699,
1989.
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V. Volkovich, Infinitely divisible distributions in algebras
with stochastic convolution, Stability problems of stochastic models, J.
Soviet. Math. 40(4), 459-467, 1988.
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V. Volkovich, Multidimensional -stable distributions and
realizations of generalized convolutions, Stability problems for stochastic
models, 40-54, Proceedings of All-Union Research Institute for Systems
Studies, Moscow, 1984.
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V. Volkovich, Characterization of a Gaussian distribution by
stochastic properties of linear forms, Problems of stability of stochastic
models (Panevezhis, 1980), 15-23, Moscow, Proceedings of All-Union Research
Institute for Systems Studies, 1981.
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V .Volkovich, Normalized rings generated by generalized
convolutions, Processing of Seminal in Problems of the Stability of Stochastic
Models, Moscow, Proceedings of All-Union Research Institute for Systems
Studies, 12-16, 1980.