Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

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Semantic tensor networks for large data sets analysis

2014/15/B/ST6/05204

Keywords:

multilinear algebra tensor methods numerical methods

Descriptors:

  • ST6_5: Cryptography, security, privacy, quantum computing
  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Instytut Informatyki Teoretycznej i Stosowanej PAN

woj. śląskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr hab. Piotr Gawron 

Number of co-investigators in the project: 6

Call: OPUS 8 - announced on 2014-09-15

Amount awarded: 589 104 PLN

Project start date (Y-m-d): 2015-09-30

Project end date (Y-m-d): 2019-03-29

Project duration:: 42 months (the same as in the proposal)

Project status: Project settled

Information in the final report

  • Publication in academic press/journals (13)
  • Book publications / chapters in book publications (3)
  1. Geometrical versus time-series representation of data in learning quantum control
    Authors:
    M. Ostaszewski, J.A. Miszczak, P. Sadowski
    Academic press:
    Journal of Physics A: Mathematical and Theoretical (rok: 2020, tom: 53, strony: 195301), Wydawca: IoP
    Status:
    Published
    DOI:
    10.1088/1751-8121/ab8244 - link to the publication
  2. Multivariate cumulants in outlier detection for financial data analysis
    Authors:
    Krzysztof Domino
    Academic press:
    Physica A (rok: 2020, tom: 558, strony: 124995), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.physa.2020.124995 - link to the publication
  3. Quantum hidden Markov models based on transition operation matrices
    Authors:
    Cholewa M, Gawron P, Głomb P, Kurzyk D
    Academic press:
    Quantum Information Processing (rok: 2017, tom: 16, strony: 101), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s11128-017-1544-8 - link to the publication
  4. Unified approach to geometric and positive-map-based nonlinear entanglement identifiers
    Authors:
    Marcin Markiewicz, Adrian Kołodziejski, Zbigniew Puchała, Adam Rutkowski, Tomasz Tylec, Wiesław Laskowski
    Academic press:
    Physical Review A (rok: 2018, tom: 97, strony: 42339), Wydawca: APS
    Status:
    Published
    DOI:
    10.1103/PhysRevA.97.042339 - link to the publication
  5. An algorithm for arbitrary–order cumulant tensor calculation in a sliding window of data streams
    Authors:
    Krzysztof Domino, Piotr Gawron
    Academic press:
    International Journal of Applied Mathematics and Computer Science (rok: 2019, tom: 29, strony: 195), Wydawca: UNIV ZIELONA GORA PRESS
    Status:
    Published
    DOI:
    10.2478/amcs-2019-0015 - link to the publication
  6. An application of higher order multivariate cumulants in modelling of myoelectrical activity of porcine uterus during early pregnancy
    Authors:
    Malgorzata Domino, Krzysztof Domino, Zdzislaw Gajewski
    Academic press:
    Biosystems (rok: 2019, tom: 175, strony: 30), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.019 - link to the publication
  7. Efficient computation of higher-order cumulant tensors
    Authors:
    Domino K, Gawron P, Pawela Ł
    Academic press:
    SIAM: SIAM Journal on Scientific Computing (rok: 2018, tom: 40, strony: 1590), Wydawca: Society for Industrial and Applied Mathematics, Philadelphia USA
    Status:
    Published
    DOI:
    10.1137/17M1149365 - link to the publication
  8. Properties of quantum stochastic walks from the asymptotic scaling exponent
    Authors:
    Domino K, Glos A, Ostaszewski M, Pawela Ł, Sadowski P
    Academic press:
    Quantum Information & Computation (rok: 2018, tom: 18, strony: 0181-0199), Wydawca: Rinton Press (Princeton, New Jersey)
    Status:
    Published
    DOI:
    10.26421/QIC18.3-4 - link to the publication
  9. QuantumInformation.jl—A Julia package for numerical computation in quantum information theory
    Authors:
    Piotr Gawron, Dariusz Kurzyk, Łukasz Pawela
    Academic press:
    PLoS One (rok: 2018, tom: 13, strony: e0209358), Wydawca: PUBLIC LIBRARY SCIENCE
    Status:
    Published
    DOI:
    10.1371/journal.pone.0209358 - link to the publication
  10. Superdiffusive quantum stochastic walk definable on arbitrary directed graph
    Authors:
    Domino K, Glos A, Ostaszewski M
    Academic press:
    Quantum Information & Computation (rok: 2018, tom: 17, strony: 0973-0986), Wydawca: Rinton Press (Princeton, New Jersey)
    Status:
    Published
    DOI:
    10.26421/QIC17.11-12 - link to the publication
  11. Approximation of quantum control correction scheme using deep neural networks
    Authors:
    M. Ostaszewski, J.A. Miszczak, P. Sadowski, L. Banchi
    Academic press:
    Quantum Information Processing (rok: 2019, tom: 18, strony: 126), Wydawca: SPRINGER
    Status:
    Published
    DOI:
    10.1007/s11128-019-2240-7 - link to the publication
  12. Impact of global and local interaction on quantum spatial search on chimera graph
    Authors:
    Adam Glos, Tomasz Januszek
    Academic press:
    International Journal of Quantum Information (rok: 2019, tom: 17, strony: 1950040-1--11), Wydawca: World Scientific
    Status:
    Published
    DOI:
    10.1142/S0219749919500400 - link to the publication
  13. The use of the multi-cumulant tensor analysis for the algorithmic optimisation of investment portfolios
    Authors:
    Domino K
    Academic press:
    Physica A: Statistical Mechanics and its Applications (rok: 2016, tom: 467, strony: 267), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.042 - link to the publication
  1. Application of continuous time quantum walks to image segmentation
    Authors:
    Michal Krok, Katarzyna Rycerz, Marian Bubak
    Book:
    Computational Science – ICCS 2019 (rok: 2019, tom: 11537, strony: 17-30), Wydawca: Springer
    Status:
    Published
    DOI:
    link to the publication
  2. Band selection with Higher Order Multivariate Cumulants for small target detection in hyperspectral images
    Authors:
    Przemysław Głomb, Krzysztof Domino, Michał Romaszewski, Michał Cholewa
    Book:
    Proceedings of the 2nd Conference "Polskie Porozumienie na Rzecz Rozowju Sztucznej Inteligencji" PP-RAI 2019 (rok: 2019, tom: n/d, strony: 121-126), Wydawca: Department of Systems and Computer Networks, Faculty of Electronics, Wroclaw University of Science and Technology
    Status:
    Published
    DOI:
    link to the publication
  3. Support for high-level quantum Bayesian inference
    Authors:
    Marcin Przewięźlikowski, Michał Grabowski, Dariusz Kurzyk, Katarzyna Rycerz
    Book:
    Computational Science – ICCS 2019 (rok: 2019, tom: 11540, strony: 764-770), Wydawca: Springer
    Status:
    Published
    DOI:
    link to the publication

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