Obiekt
Tytuł: Cross-task code reuse in genetic programming applied to visual learning
Współtwórca:
Kowal, Marek - red. ; Korbicz, Józef - red.
Podtytuł:
Tytuł publikacji grupowej:
Abstract:
We propose a method that enables effective code reuse between evolutionary runs that solve a set of related visual learning tasks. We start with introducing a visual learning approach that uses genetic programming individuals to recognize objects. The process of recognition is generative, i.e., requires the learner to restore the shape of the processed object. This method is extended with a code reuse mechanism by introducing a crossbreeding operator that allows importing the genetic material from other evolutionary runs. ; In the experimental part, we compare the performance of the extended approach to the basic method on a real-world task of handwritten character recognition, and conclude that code reuse leads to better results in terms of fitness and recognition accuracy. Detailed analysis of the crossbred genetic material shows also that code reuse is most profitable when the recognized objects exhibit visual similarity.
Wydawca:
Zielona Góra: Uniwersytet Zielonogórski
Identyfikator zasobu:
DOI:
Strony:
Źródło:
AMCS, volume 24, number 1 (2014) ; kliknij tutaj, żeby przejść
Jezyk:
Prawa do dysponowania publikacją:
Biblioteka Uniwersytetu Zielonogórskiego
Kolekcje, do których przypisany jest obiekt:
- Repozytorium > Jednostki organizacyjne > Wydział Informatyki, Elektrotechniki i Automatyki
- Repozytorium > Typy utworów > Artykuły
- 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) (2014)
Data ostatniej modyfikacji:
2024-04-24
Data dodania obiektu:
2024-04-24
Liczba wyświetleń treści obiektu:
8
Wszystkie dostępne wersje tego obiektu:
https://zbc.uz.zgora.pl/repozytorium/publication/88737
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 25 (2015)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24 (2014)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 1 (2014)
- An analytical iterative statistical algorithm for image reconstruction from projections
- Nuclei segmentation for computer-aided diagnosis of breast cancer
- Recognition of atherosclerotic plaques and their extended dimensioning with computerized tomography angiography imaging
- From the slit-island method to the Ising model: Analysis of irregular grayscale objects
- Discretization of singular systems and error estimation
- On attaining the prescribed quality of a controlled fourth order system
- An optimal sliding mode congestion controller for connection-oriented communication networks with lossy links
- Approximation of a linear dynamic process model using the frequency approach and a non-quadratic measure of the model error
- A differential evolution approach to dimensionality reduction for classification needs
- An efficient eigenspace updating scheme for high-dimensional systems
- An algorithm for reducing the dimension and size of a sample for data exploration procedures
- Center-based l1-clustering method
- Approximation of phenol concentration using novel hybrid computational intelligence methods
- Cross-task code reuse in genetic programming applied to visual learning
- Survival analysis on data streams: Analyzing temporal events in dynamically changing environments
- A new lightweight method for security risk assessment based on fuzzy cognitive maps
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 2 (2014)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 3 (2014)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 4 (2014)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 1 (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 |
|---|---|
| Cross-task code reuse in genetic programming applied to visual learning | 2024-04-24 |
