Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

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Interactive Visual Text Analytics (IVTA): Development of novel user-driven text mining and visualization methods for large text corpora exploration

2013/09/B/ST6/01549

Keywords:

data visualization text analytics user-driven data exploration machine learning,

Descriptors:

  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)
  • ST6_8: Computer graphics, image processing, computer vision, multimedia, computer games
  • ST6_6: Algorithms, parallel, distributed and network algorithms, algorithmic game theory

Panel:

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

Host institution :

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie, Wydział Informatyki, Elektroniki i Telekomunikacji

woj. małopolskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

prof. Witold Dzwinel 

Number of co-investigators in the project: 9

Call: OPUS 5 - announced on 2013-03-15

Amount awarded: 761 033 PLN

Project start date (Y-m-d): 2014-02-20

Project end date (Y-m-d): 2017-12-19

Project duration:: 46 months (the same as in the proposal)

Project status: Project settled

Information in the final report

  • Publication in academic press/journals (11)
  • Articles in post-conference publications (15)
  • Book publications / chapters in book publications (2)
  1. Encouraging orthogonality between weight vectors in pretrained deep neural networks
    Authors:
    Karol Grzegorczyk, Marcin Kurdziel, Piotr Iwo Wojcik
    Academic press:
    Neurocomputing (rok: 2016, tom: 202, strony: 84–90), Wydawca: Neurocomputing
    Status:
    Published
    DOI:
    10.1016/j.neucom.2016.03.044 - link to the publication
  2. Solving classification problems by knowledge sets
    Authors:
    Marcin Orchel
    Academic press:
    Neurocomputing (rok: 2015, tom: 149, strony: 1109-1124), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2014.07.022 - link to the publication
  3. Training neural networks on high-dimensional data using random projection
    Authors:
    Wójcik PI., Kurdziel, M.
    Academic press:
    Pattern Analysis and Applications (rok: 2017, tom: 22, strony: 1221–1231), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s10044-018-0697-0 - link to the publication
  4. Distributed computing of distance-based graph invariants for analysis and visualization of complex networks
    Authors:
    Czech, W., Mielczarek, W., Dzwinel, W.
    Academic press:
    Concurrency and Computation: Practice and Experience (rok: 2017, tom: 29(9), strony: e4054, 1-21), Wydawca: Wiley
    Status:
    Published
    DOI:
    10.1002/cpe.4054 - link to the publication
  5. Studying Positive Speech on Twitter. Tweets classification using complex features based on distributed word representations
    Authors:
    Sazonova, V., Matwin, S., Sokolova, M., et al.
    Academic press:
    arXiv preprint arXiv:1702.08866 (rok: 2015, tom: 1702,08866, strony: 45313), Wydawca: Cornell University Library, arXiv.ord
    Status:
    Published
    DOI:
    brak - link to the publication
  6. ivga: A fast force-directed method for interactive visualization of complex networks
    Authors:
    Dzwinel, W., Wcisło, R., Czech, W.,
    Academic press:
    Journal of Computational Science (rok: 2017, tom: 21, strony: 448-459), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.jocs.2016.09.001 - link to the publication
  7. Effects of sparce initialization in deep belief networks
    Authors:
    Grzegorczyk Karol, Kurdziel Marcin, Wójcik Piotr Iwo
    Academic press:
    Computer Science (rok: 2015, tom: 16 (4), strony: 313–327), Wydawca: AGH - Uczelniane Wydawnictwa Naukowo-Dydaktyczne
    Status:
    Published
    DOI:
    10.7494/csci.2015.16.4.313 - link to the publication
  8. simDEF: definition-based semantic similarity measure of gene ontology terms for functional similarity analysis of genes
    Authors:
    A. Pesaranghader, S. Matwin, M. Sokolova, R. G. Beiko
    Academic press:
    Bioinformatics (rok: 2016, tom: 32 (9), strony: 1380-1387), Wydawca: Oxford University Press
    Status:
    Published
    DOI:
    10.1093/bioinformatics/btv755 - link to the publication
  9. Ensembles of label noise filters: a ranking approach.
    Authors:
    Garcia, L. P., Lorena, A. C., Matwin, S., & de Carvalho, A. C.
    Academic press:
    Data Mining and Knowledge Discovery (rok: 2016, tom: 30 (5), strony: 1192-1216), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s10618-016-0475-9 - link to the publication
  10. Identification of biomarker genes for resistance to a pathogen by a novel method for meta-analysis of single-channel microarray datasets.
    Authors:
    Wójcik P., Quellet T., Balcerzak M. Dzwinel, W.,
    Academic press:
    Journal of Bioinformatics and Computational Biology (rok: 2015, tom: 1, strony: 45314), Wydawca: IMPERIAL COLLEGE PRESS
    Status:
    Published
    DOI:
    10.1142/S0219720015500134 - link to the publication
  11. ivhd: A fast and simple algorithm for embedding large and high-dimensional data
    Authors:
    Witold Dzwinel, Rafał Wcisło, Stan Matwin
    Academic press:
    ResearchGate (rok: 2018, tom: 1, strony: 45301), Wydawca: Research Gate
    Status:
    Published
    DOI:
    brak - link to the publication
  1. A novel linear-time and memory saving approach for visual exploratory data analysis: Data embedding and graph visualization
    Authors:
    Witold Dzwinel
    Conference:
    4th International Conference on Big Data Analysis And Data Mining (rok: 2017, ), Wydawca: SCI Technol
    Data:
    konferencja September 07-08, 2017
    Status:
    Published
  2. Binary Paragraph Vectors
    Authors:
    Grzegorczyk Karol, Marcin Kurdziel
    Conference:
    55th Annual Meeting of the Association for Computational Linguistics, 2nd Workshop on Representation Learning for NLP (rok: 2017, ), Wydawca: ACL Proceedings
    Data:
    konferencja July 30-August 4, 2017
    Status:
    Published
    DOI:
    link to the publication
  3. ivga: Visualization of the network of historical events
    Authors:
    Dzwinel, W., Wcisło, R., Strzoda, M.
    Conference:
    Conference on Internet of Things and Machine Learning, ICL 2017 (rok: 2017, ), Wydawca: ACM Conference Proceedings
    Data:
    konferencja July 15-20
    Status:
    Published
    DOI:
    link to the publication
  4. Clustering by Support Vector Manifold Learning
    Authors:
    Orchel Marcin
    Conference:
    The International Joint Conference on Neural Network (rok: 2017, ), Wydawca: ©2017 IEEE/ IEEE Xplore
    Data:
    konferencja 14-19 May
    Status:
    Published
  5. Comparison of Large Graphs Using Distance Information
    Authors:
    Wojciech Czech, Wojciech Mielczarek, Witold Dzwinel
    Conference:
    11th International Conference, PPAM 2015 (rok: 2015, ), Wydawca: Springer, Lecture Notes of Computer Science
    Data:
    konferencja 6-9 wrzesień 2015
    Status:
    Published
  6. Implementing deep learning algorithms on graphics processor units
    Authors:
    Karol Grzegorczyk, Marcin Kurdziel, Piotr Iwo Wojcik
    Conference:
    11th International Conference, PPAM 2015 (rok: 2015, ), Wydawca: Springer, Lecture Notes of Computer Science
    Data:
    konferencja 6-9 września 2015
    Status:
    Published
  7. Random projection initialization for deep neural networks
    Authors:
    Wójcik, P.I., Kurdziel, M.
    Conference:
    ESANN European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (rok: 2017, ), Wydawca: ESANN
    Data:
    konferencja 26-28 April
    Status:
    Published
  8. Balanced Support Vector Regression
    Authors:
    Orchel Marcin
    Conference:
    International Conference on Artificial Intelligence and Soft Computing (rok: 2015, ), Wydawca: Springer, Lecture Notes of Artificial Intelligence
    Data:
    konferencja 14-18 June
    Status:
    Published
  9. Cropping Input Image can Lead to a Better Training of Convolutional Neural Networks
    Authors:
    Konrad Zuchniak
    Conference:
    Cracow Grid Workshop CGW 2017 (rok: 2017, ), Wydawca: Academic Computer Centre CYFRONET AGH
    Data:
    konferencja Octobre 23-25
    Status:
    Published
  10. Interactive data exploration with multi-thread MIC computer architecture.
    Authors:
    Pawliczek Piotr, Dzwinel Witold, Yuen David
    Conference:
    International Conference on Artificial Intelligence and Soft Computing (rok: 2015, ), Wydawca: Springer, Lecture Notes of Artificial Intelligence
    Data:
    konferencja 14-18 June
    Status:
    Published
    DOI:
    link to the publication
  11. ivhd: A robust linear-time and memory efficient method for visual exploratory data analysis
    Authors:
    Dzwinel, W., Wcisło, R.
    Conference:
    13th Conference on Machine Learning and Data Mining, MLDM (rok: 2017, ), Wydawca: Springer, Lecture Notes of Artificial Intelligence
    Data:
    konferencja July 15-20
    Status:
    Published
  12. Multi-GPU k-Nearest Neighbor search in the context of data embedding
    Authors:
    Kłusek, A., Dzwinel. W.
    Conference:
    Parallel Computing Conference, ParCo 2017, Bologna, Italy, (rok: 2018, ), Wydawca: Advances in Parallel Computing, 32 (IOS Press)
    Data:
    konferencja 12-15 September 2017
    Status:
    Published
    DOI:
    link to the publication
  13. A method of analysis and visualization of structured datasets based on centrality information
    Authors:
    Wojciech Czech, Radosław Łazarz
    Conference:
    ICAISC 2016 (rok: 2016, ), Wydawca: Springer, Lecture Notes of Artificial Intelligence
    Data:
    konferencja 12-16 czerwiec 2016
    Status:
    Published
  14. From Argumentation Mining to Stance Classification
    Authors:
    Parinaz Sobhani, Diana Inkpen, Stan Matwin
    Conference:
    North American Chapter of the Association for Computational Linguistics (rok: 2015, ), Wydawca: Human Language Technologies (NAACL HLT 2015)
    Data:
    konferencja 31 maj - 5 czerwiec 2015
    Status:
    Published
  15. Very fast interactive visualization of large sets of high-dimensional data
    Authors:
    Dzwinel Witold, Wcisło Rafał
    Conference:
    International Conference of Computational Science, ICCS 2015 (rok: 2015, ), Wydawca: Elsevier, Procedia of Computer Science 51
    Data:
    konferencja 1-3 June
    Status:
    Published
  1. 1
    Authors:
    Karol Grzegorczyk
    Book:
    Vector representations of text data in deep learning, PhD thesis (rok: 2018, tom: 1, strony: 1-105), Wydawca: arXiv.org
    Status:
    Published
    DOI:
    link to the publication
  2. 1
    Authors:
    Piotr Wójcik
    Book:
    Random projection in training deep neural networks, PhD thesis (rok: 2018, tom: 1, strony: 1-128), Wydawca: arXiv.org
    Status:
    Published
    DOI:
    link to the publication

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