Zobrazeno 1 - 10
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pro vyhledávání: '"Konstantin Kutzkov"'
Autor:
George Tzougas, Konstantin Kutzkov
Publikováno v:
Algorithms, Vol 16, Iss 2, p 99 (2023)
We developed a methodology for the neural network boosting of logistic regression aimed at learning an additional model structure from the data. In particular, we constructed two classes of neural network-based models: shallow–dense neural networks
Externí odkaz:
https://doaj.org/article/71c8bd1930db49d4a1aec23533ccfa15
Publikováno v:
Anales del Instituto de Actuarios Españoles. :149-168
The aim of this paper is to implement, one of the most representative supervised learning approaches, the decision tree based ensemble method called gradient boosting for classifying the number of claims caused by storms in Greece using data from a m
Publikováno v:
WWW
Correlation clustering is arguably the most natural formulation of clustering. Given n objects and a pairwise similarity measure, the goal is to cluster the objects so that, to the best possible extent, similar objects are put in the same cluster and
Publikováno v:
Algorithmica
Algorithmica, Springer Verlag, 2016, 76 (1), pp.259-278. ⟨10.1007/s00453-015-0036-4⟩
Bulteau, L, Froese, V, Pagh, R & Kutzkov, K 2015, ' Triangle Counting in Dynamic Graph Streams ', Algorithmica . https://doi.org/10.1007/s00453-015-0036-4
Algorithmica, Springer Verlag, 2016, 76 (1), pp.259-278. ⟨10.1007/s00453-015-0036-4⟩
Bulteau, L, Froese, V, Pagh, R & Kutzkov, K 2015, ' Triangle Counting in Dynamic Graph Streams ', Algorithmica . https://doi.org/10.1007/s00453-015-0036-4
Estimating the number of triangles in graph streams using a limited amount of memory has become a popular topic in the last decade. Different variations of the problem have been studied, depending on whether the graph edges are provided in an arbitra
Autor:
Alexander Golovnev, Konstantin Kutzkov
Publikováno v:
Theoretical Computer Science. 526:18-27
Many optimization problems can be phrased in terms of constraint satisfaction. In particular MAX-2-SAT and MAX-2-CSP are known to generalize many hard combinatorial problems on graphs. Algorithms solving the problem exactly have been designed but the
Autor:
Konstantin Kutzkov
Publikováno v:
Information Processing Letters. 112:535-539
We present a simple exact algorithm for counting bicliques of given size in a bipartite graph on n vertices. We achieve running time of O(1.2491^n), improving upon known exact algorithms for finding and counting bipartite cliques.
Autor:
Konstantin Kutzkov
Publikováno v:
Information Processing Letters. 105:1-5
We present a new deterministic algorithm for the #3-SAT problem, based on the DPLL strategy. It uses a new approach for counting models of instances with low density. This allows us to assume the adding of more 2-clauses than in previous algorithms.
Publikováno v:
CIKM
Similarity computation between pairs of objects is often a bottleneck in many applications that have to deal with massive volumes of data. Motivated by applications such as collaborative filtering in large-scale recommender systems, and influence pro
Publikováno v:
Proceedings of the 2014 SIAM International Conference on Data Mining.
Autor:
Konstantin Kutzkov
Publikováno v:
Journal on Satisfiability, Boolean Modeling and Computation. 1:143-145
An independent set of variables is one in which no two variables occur in the same clause in a given k-SAT instance. Recently, independent sets have obtained more attention. Due to a simple observation we prove that a k-SAT instance over n variables