Object
Title: Improving prediction models applied in systems monitoring natural hazards and machinery
Contributor:
Korbicz, Józef - red. ; Uciński, Dariusz - red.
Group publication title:
Abstract:
A method of combining three analytic techniques including regression rule induction, the k-nearest neighbors method and time series forecasting by means of the ARIMA methodology is presented. A decrease in the forecasting error while solving problems that concern natural hazards and machinery monitoring in coal mines was the main objective of the combined application of these techniques. The M5 algorithm was applied as a basic method of developing prediction models. ; In spite of an intensive development of regression rule induction algorithms and fuzzy-neural systems, the M5 algorithm is still characterized by the generalization ability and unbeatable time of data model creation competitive with other systems. In the paper, two solutions designed to decrease the mean square error of the obtained rules are presented. One consists in introducing into a set of conditional variables the so-called meta-variable (an analogy to constructive induction) whose values are determined by an autoregressive or the ARIMA model. ; The other shows that limitation of a data set on which the M5 algorithm operates by the k-nearest neighbor method can also lead to error decreasing. Moreover, three application examples of the presented solutions for data collected by systems of natural hazards and machinery monitoring in coal mines are described. In Appendix, results of several benchmark data sets analyses are given as a supplement of the presented results.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
DOI:
Pages:
Source:
AMCS, Volume 22, Number 2 (2012) ; click here to follow the link
Language:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Repository > Types of work > Articles
- Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS)
- Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2012)
Last modified:
Sep 8, 2021
In our library since:
Sep 4, 2018
Number of object content hits:
118
All available object's versions:
https://zbc.uz.zgora.pl/repozytorium/publication/55101
Show description in RDF format:
Show description in OAI-PMH format:
-
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 2 (2012) - spis treści
- Infinite-dimensional Sylvester equations: basic theory and application to observer design
- Ergodic theory approach to chaos: remarks and computational aspects
- Topology optimization of quasistatic contact problems
- Localization inwireless sensor networks: classification and evaluation of techniques
- Distributed scheduling of sensor networks for identification of spatio-temporal processes
- A modified filter sqp method as a tool for optimal control of nonlinear systems with spatio-temporal dynamics
- A Lyapunov functional for a system with a time-varying delay
- LMI optimization problem of delay-dependent robust stability criteria for stochastic systems with polytopic and linear fractional uncertainties
- An SQP trust region method for solving the discrete-time linear quadratic control problem
- Adaptive control of cluster-based Web systems using neuro-fuzzy models
- The role of parameter constraints in EE and OE methods for optimal identification of continuous LTI models
- Existence and determination of the set of metzler matrices for given stable polynomials
- Computer methods for stability analysis of the roesser type model of 2D continuous-discrete linear systems
- Straight-lines modelling using planar information for monocular SLAM
- A general on-the-fly algorithm for modifying the kinematic tree hierarchy
- Hand gesture recognition based on free-form contours and probabilistic inference
- Backpropagation generalized delta rule for the selective attention Sigma-if artificial neural network
- Neuro-rough-fuzzy approach for regression modelling from missing data
- Improving prediction models applied in systems monitoring natural hazards and machinery
- Noise effects in the quantum search algorithm from the viewpoint of computational complexity
-
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 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)
| Edition name | Date |
|---|---|
| Improving prediction models applied in systems monitoring natural hazards and machinery | Sep 8, 2021 |
