eprintid: 112
rev_number: 2
eprint_status: archive
userid: 1
dir: disk0/00/00/01/12
datestamp: 2023-11-09 15:15:45
lastmod: 2023-11-09 15:15:45
status_changed: 2023-11-09 15:12:49
type: conference_item
metadata_visibility: show
creators_name: Andreeski, C.J.
creators_name: Vasant, P.M.
creators_name: Stankovski, M.J.
creators_name: Dimirovski, G.M.
title: Elman NN and time series in forecasting models for decision making
ispublished: pub
keywords: Mathematical models; Neural networks; Pattern recognition; Soft computing; Time series analysis, Analysis of time series; Benchmark series; Forecasting models; Soft-computing modeling, Decision making
note: cited By 0; Conference of 2006 World Automation Congress, WAC'06 ; Conference Date: 24 June 2006 Through 26 June 2006; Conference Code:70717
abstract: This paper examines and compares analytical tools in analysis of economic statistical data, econometric modeling, and neural network, soft-computing modeling, as representation models for time series processing in forecasting, decision and control. In addition, a novel forecasting model using Elman networks is proposed. A comprehensive experiment in applying the latter modeling has been carried out, some specific applications software developed, and a number of benchmark series from the literature processed. This paper reports on comparison findings as well on the use of our application software package which encompasses routines for regression, ARIMA and NN analysis of time series. The comparison analysis is illustrated by a sample example known as difficult to model via any technique. Copyright - World Automation congress (WAC) 2006.
date: 2006
publisher: IEEE Computer Society
official_url: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85073637208&doi=10.1109%2fWAC.2006.376047&partnerID=40&md5=a395803eef31cef99ad17541c247a55c
id_number: 10.1109/WAC.2006.376047
full_text_status: none
publication: 2006 World Automation Congress, WAC'06
place_of_pub: Budapest
refereed: TRUE
isbn: 1889335339; 9781889335339
citation:   Andreeski, C.J. and Vasant, P.M. and Stankovski, M.J. and Dimirovski, G.M.  (2006) Elman NN and time series in forecasting models for decision making.  In: UNSPECIFIED.