Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

Delete all

Mining Data Streams with Concept Drift

2011/03/N/ST6/00360

Keywords:

data mining classification algorithms data streams

Descriptors:

  • 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 :

Politechnika Poznańska, Wydział Informatyki

woj. wielkopolskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

Dariusz Brzeziński 

Number of co-investigators in the project: 2

Call: PRELUDIUM 2 - announced on 2011-09-15

Amount awarded: 83 200 PLN

Project start date (Y-m-d): 2012-09-05

Project end date (Y-m-d): 2014-09-04

Project duration:: 24 months (the same as in the proposal)

Project status: Project settled

Information in the final report

  • Publication in academic press/journals (3)
  • Articles in post-conference publications (3)
  1. Reacting to Different Types of Concept Drift: The Accuracy Updated Ensemble Algorithm
    Authors:
    Dariusz Brzeziński, Jerzy Stefanowski
    Academic press:
    IEEE Transactions on Neural Networks and Learning Systems (rok: 2014, tom: 25, strony: 81-94), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TNNLS.2013.2251352 - link to the publication
  2. Open Challenges for Data Stream Mining Research
    Authors:
    Georg Krempl, Indre Zliobaite, Dariusz Brzezinski, Eyke Hullermeier, Mark Last, Vincent Lemaire, Tino Noack, Ammar Shaker, Sonja Sievi, Myra Spiliopoulou, Jerzy Stefanowski
    Academic press:
    SIGKDD Explorations (rok: 2014, tom: 16, strony: 45301), Wydawca: ACM
    Status:
    Published
    DOI:
    10.1145/2674026.2674028 - link to the publication
  3. Combining block-based and online methods in learning ensembles from concept drifting data streams
    Authors:
    Dariusz Brzeziński, Jerzy Stefanowski
    Academic press:
    Information Sciences (rok: 2014, tom: 265, strony: 50-67), Wydawca: Elsevier
    Status:
    Accepted for publication
    DOI:
    10.1016/j.ins.2013.12.011 - link to the publication
  1. From Block-based Ensembles to Online Learners In Changing Data Streams: If- and How-To
    Authors:
    Dariusz Brzeziński, Jerzy Stefanowski
    Conference:
    ECML PKDD 2012 Workshop on Instant Interactive Data Mining (rok: 2012, ), Wydawca: nie dotyczy
    Data:
    konferencja 24.09.2012
    Status:
    Published
    DOI:
    link to the publication
  2. Adaptive XML Stream Classification using Partial Tree-edit Distance
    Authors:
    Dariusz Brzeziński, Maciej Piernik
    Conference:
    21st International Symposium on Methodologies for Intelligent Systems, ISMIS 2014 (rok: 2014, ), Wydawca: Springer
    Data:
    konferencja 25-27.06.2014
    Status:
    Published
  3. Classifiers for Concept-drifting Data Streams: Evaluating Things That Really Matter
    Authors:
    Dariusz Brzeziński, Jerzy Stefanowski
    Conference:
    ECML PKDD 2013 Workshop on Real-World Challenges for Data Stream Mining (rok: 2013, ), Wydawca: Otto-von-Guericke University Magdeburg
    Data:
    konferencja 27.09.2013
    Status:
    Published
    DOI:
    link to the publication

O Narodowym Centrum Nauki

Finansowanie nauki

Współpraca zagraniczna

Centrum prasowe

Deklaracja dostępności
Przetwarzanie danych osobowych
Polityka cookies

Partnerzy