Obiekt
Tytuł: Graph-based generation of a meta-learning search space
Współtwórca:
Korbicz, Józef (1951- ) - red. ; Uciński, Dariusz - red.
Tytuł publikacji grupowej:
Abstract:
Meta-learning is becoming more and more important in current and future research concentrated around broadly defined data mining or computational intelligence. It can solve problems that cannot be solved by any single, specialized algorithm. The overall characteristic of each meta-learning algorithm mainly depends on two elements: the learning machine space and the supervisory procedure. ; The former restricts the space of all possible learning machines to a subspace to be browsed by a meta-learning algorithm. The latter determines the order of selected learning machines with a module responsible for machine complexity "evaluation", organizes tests and performs analysis of results. In this article we present a framework for meta-learning search that can be seen as a method of sophisticated description and evaluation of functional search spaces of learning machine configurations used in meta-learning ; Machine spaces will be defined by specially defined graphs where vertices are specialized machine configuration generators. By using such graphs the learning machine space may be modeled in a much more flexible way, depending on the characteristics of the problem considered and "a priori" knowledge. The presented method of search space description is used together with an advanced algorithm which orders test tasks according to their complexities.
Wydawca:
Zielona Góra: Uniwersytet Zielonogórski
Identyfikator zasobu:
DOI:
Strony:
Źródło:
AMCS, Volume 22, Number 3 (2012) ; 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)
- 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) (2012)
Data ostatniej modyfikacji:
2024-11-05
Data dodania obiektu:
2018-09-10
Liczba wyświetleń treści obiektu:
163
Wszystkie dostępne wersje tego obiektu:
https://zbc.uz.zgora.pl/publication/55127
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 23 (2013)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22 (2012)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22, number 1 (2012)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22, number 2 (2012)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22, number 3 (2012)
- International Journal of Applied Mathematics and Computer Science (AMCS), volume 22, number 3 (2012) - spis treści
- An approach to the analysis of observability and controllability in nonlinear systems via linear methods
- On the controllability of fractional dynamical systems
- Equivalent descriptions of a discrete-time fractional-order linear system and its stability domains
- A multi-model approach to Saint-Venant equations: a stability study by LMIs
- H[the sign of infinity] control of discrete-time linear systems constrained in state by equality constraints
- Enclosures for the solution set of parametric interval linear systems
- Variable Structure Observer design for a class of uncertain systems with a time-varying delay
- Bayesian reliability models of weibull systems: state of the art
- Modelling and control of an omnidirectional mobile manipulator
- A novel Fuzzy C-Regression Model algorithm using a new error measure and particle swarm optimization
- Optimal estimator of hypothesis probability for data mining problems with small samples
- Graph-based generation of a meta-learning search space
- Neural network segmentation of images from stained cucurbits leaves with colour symptoms of biotic and abiotic stresses
- Neural network based identification of hysteresis in human meridian systems
- A survey of subpixel edge detection methods for images of heat-emitting metal specimens
- KIS: an automated attribute induction method for classification of DNA sequences
- Modeling nonlinear road traffic networks for junction control
- Heuristic algorithms for optimization of task allocation and result distribution in peer-to-peer computing systems
- Joint queue-perturbed and weakly coupled power control for Wireless Backbone Networks
- The Fan-Raspaud conjecture: a randomized algorithmic approach and application to the pair assignment problem in cubic networks
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22, number 4 (2012)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22, number 1 (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 |
|---|---|
| Graph-based generation of a meta-learning search space | 2024-11-05 |
