Obiekt
Tytuł: A dynamic model of classifier competence based on the local fuzzy confusion matrix and the random reference classifier
Współtwórca:
Korbicz, Józef (1951- ) - red. ; Uciński, Dariusz - red.
Tytuł publikacji grupowej:
Abstract:
Nowadays, multiclassifier systems (MCSs) are being widely applied in various machine learning problems and in many different domains. Over the last two decades, a variety of ensemble systems have been developed, but there is still room for improvement. This paper focuses on developing competence and interclass cross-competence measures which can be applied as a method for classifiers combination. ; The cross-competence measure allows an ensemble to harness pieces of information obtained from incompetent classifiers instead of removing them from the ensemble. The cross-competence measure originally determined on the basis of a validation set (static mode) can be further easily updated using additional feedback information on correct/incorrect classification during the recognition process (dynamic mode). The analysis of computational and storage complexity of the proposed method is presented. ; The performance of the MCS with the proposed cross-competence function was experimentally compared against five reference MCSs and one reference MCS for static and dynamic modes, respectively. Results for the static mode show that the proposed technique is comparable with the reference methods in terms of classification accuracy. For the dynamic mode, the system developed achieves the highest classification accuracy, demonstrating the potential of the MCS for practical applications when feedback information is available.
Wydawca:
Zielona Góra: Uniwersytet Zielonogórski
Identyfikator zasobu:
DOI:
Strony:
Źródło:
AMCS, volume 26, number 1 (2016) ; kliknij tutaj, żeby przejść
Jezyk:
Prawa do dysponowania publikacją:
Biblioteka Uniwersytetu Zielonogórskiego
Kolekcje, do których przypisany jest obiekt:
- Zielonogórska Biblioteka Cyfrowa > Repozytorium > Jednostki organizacyjne > Wydział Informatyki, Elektrotechniki i Automatyki
- Zielonogórska Biblioteka Cyfrowa > Repozytorium > Typy utworów > Artykuły
- Zielonogórska Biblioteka Cyfrowa > Repozytorium > Czasopisma naukowe i serie wydawnicze UZ > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2016)
Data ostatniej modyfikacji:
2024-11-05
Data dodania obiektu:
2024-05-09
Liczba wyświetleń treści obiektu:
29
Wszystkie dostępne wersje tego obiektu:
https://zbc.uz.zgora.pl/publication/88949
Wyświetl opis w formacie RDF:
Wyświetl opis w formacie OAI-PMH:
-
International Journal of Applied Mathematics and Computer Science (AMCS)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 26 (2016)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 26, number 1 (2016)
- Positivity and stability of fractional descriptor time-varying discrete-time linear systems
- An integrodifferential approach to modeling, control, state estimation and optimization for heat transfer systems
- Nonlinear analysis of vehicle control actuations based on controlled invariant sets
- Robust fault detection of singular LPV systems with multiple time-varying delays
- Efficient RGB-D data processing for feature-based self-localization of mobile robots
- RGB-D terrain perception and dense mapping for legged robots
- Efficient generation of 3D surfel maps using RGB-D sensors
- Connections between object classification criteria using an ultrasonic bi-sonar system
- Stability analysis and H[the sign of infinity] control of discrete T-S fuzzy hyperbolic systems
- A mathematical model for file fragment diffusion and a neural predictor to manage priority queues over BitTorrent
- Adaptive predictions of the euro/złoty currency exchange rate using state space wavelet networks and forecast combinations
- A dynamic model of classifier competence based on the local fuzzy confusion matrix and the random reference classifier
- Using the one-versus-rest strategy with samples balancing to improve pairwise coupling classification
- Note onset detection in musical signals via neural-network-based multi-ODF fusion
- The performance profile: A multi-criteria performance evaluation method for test-based problems
- Simultaneous routing and flow rate optimization in energy-aware computer networks
- Modelling DNA and RNA secondary structures using matrix insertion-deletion systems
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 26, number 2 (2016)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 26, number 3 (2016)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 26, number 4 (2016)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 26, number 1 (2016)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 25 (2015)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24 (2014)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 23 (2013)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22 (2012)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 21 (2011)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 20 (2010)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 19 (2009)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 18 (2008)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 17 (2007)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 16 (2006)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 15 (2005)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 13 (2003)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 12 (2002)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 11 (2001)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 10 (2000)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 9 (1999)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 8 (1998)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 7 (1997)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 6 (1996)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 5 (1995)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 4 (1994)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 3 (1993)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 2 (1992)
-
International Journal of Applied Mathematics and Computer Science (AMCS),volume 1 (1991)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 26 (2016)
| Nazwa wydania | Data |
|---|---|
| A dynamic model of classifier competence based on the local fuzzy confusion matrix and the random reference classifier | 2024-11-05 |
