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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Development and analysis of Random Forest generalisations

2011/01/N/ST6/07035

Keywords:

machine learning Random Forest kernel methods

Descriptors:

  • ST6_8: Computer graphics, image processing, computer vision, multimedia, computer games

Panel:

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

Host institution :

Uniwersytet Warszawski, Interdyscyplinarne Centrum Modelowania Matematycznego i Komputerowego

woj. mazowieckie

Other projects carried out by the institution 

Principal investigator (from the host institution):

Miron Kursa 

Number of co-investigators in the project: 2

Call: PRELUDIUM 1 - announced on 2011-03-15

Amount awarded: 92 300 PLN

Project start date (Y-m-d): 2011-12-07

Project end date (Y-m-d): 2014-12-06

Project duration:: 36 months (the same as in the proposal)

Project status: Project settled

Information in the final report

  • Publication in academic press/journals (3)
  • Book publications / chapters in book publications (2)
  1. Robustness of Random Forest-based gene selection methods
    Authors:
    Miron Bartosz Kursa
    Academic press:
    BMC Bioinformatics (rok: 2014, tom: 0,630555555555556, strony: 45299), Wydawca: BioMed Central Ltd
    Status:
    Published
    DOI:
    10.1186/1471-2105-15-8 - link to the publication
  2. rFerns: An Implementation of the Random Ferns Method for General-Purpose Machine Learning
    Authors:
    Miron B. Kursa
    Academic press:
    Journal of Statistical Software (rok: 2014, tom: 61(10), strony: 45304), Wydawca: American Statistical Association
    Status:
    Published
    DOI:
    brak - link to the publication
  3. A Benchmark for Evaluation of Algorithms for Identification of Cellular Correlates of Clinical Outcomes
    Authors:
    Nima Aghaeepour, Pratip Chattopadhyay, Maria Chikinap, Tom Dhaeneg, Sofie Van Gasseng, Miron Kursa, Bart N. Lambrechti, Mehrnoush Malek, Yu Qian, Peng Qiu, Yvan Saeys, Rick Stanton, Dong Tong, Celine Vensi, Sławomir Walkowiak, Sam Wang, Greg Finak, Raphael Gottardo, Tim Mosmann, Garry Nolan,Richard H. Scheuermann, Ryan R. Brinkman
    Academic press:
    Cytometry A (rok: 2015, tom: -, strony: -), Wydawca: Wiley
    Status:
    Submitted
    DOI:
    brak - link to the publication
  1. A Comparison of Random Forests and Ferns on Recognition of Instruments in Jazz Recordings
    Authors:
    Alicja A. Wieczorkowska, Miron B. Kursa
    Book:
    Foundations of Intelligent Systems, Lecture Notes in Computer Science (rok: 2012, tom: 7661, strony: 208-217), Wydawca: Springer
    Status:
    Published
    DOI:
    link to the publication
  2. Multi-label Ferns for Efficient Recognition of Musical Instruments in Recordings
    Authors:
    Miron B. Kursa, Alicja A. Wieczorkowska
    Book:
    Foundations of Intelligent Systems, Lecture Notes in Computer Science (rok: 2014, tom: 8502, strony: 214-223), Wydawca: Springer
    Status:
    Published
    DOI:
    link to the publication

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