An application of AR-sieve bootstrap control chart for monthly sales of milk of Company X in the Philippines

Monitoring a start-up company's stability has become a great influence on its success and long-term growth in forecasting. This paper constructs a nonparametric control chart to monitor the stability of the total monthly milk sales of Company X. Given a process data, an Autoregressive model was...

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Main Authors: Cabalquinto, Stephanie Marie B., Tan, Pauline Noelle H.
Format: text
Language:English
Published: Animo Repository 2019
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Online Access:https://animorepository.dlsu.edu.ph/etd_bachelors/18575
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Institution: De La Salle University
Language: English
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spelling oai:animorepository.dlsu.edu.ph:etd_bachelors-190882022-02-11T07:01:58Z An application of AR-sieve bootstrap control chart for monthly sales of milk of Company X in the Philippines Cabalquinto, Stephanie Marie B. Tan, Pauline Noelle H. Monitoring a start-up company's stability has become a great influence on its success and long-term growth in forecasting. This paper constructs a nonparametric control chart to monitor the stability of the total monthly milk sales of Company X. Given a process data, an Autoregressive model was fitted, accommodating for non-stationarity as needed, while its residuals were used for resampling using the Sieve Bootstrap method and a control chart was then constructed. The main objective of the paper is to monitor the sales given its time points and look for in-control (IC) and out-of-control (OC) points. IC points indicate that the sales are within its limits-meaning stable. While OC points are categorized into two erratically high and low in sales. After carefully deliberation of the control chart, it was found that the process showed signs of erratically high and low instability. 2019-01-01T08:00:00Z text https://animorepository.dlsu.edu.ph/etd_bachelors/18575 Bachelor's Theses English Animo Repository Mathematics
institution De La Salle University
building De La Salle University Library
continent Asia
country Philippines
Philippines
content_provider De La Salle University Library
collection DLSU Institutional Repository
language English
topic Mathematics
spellingShingle Mathematics
Cabalquinto, Stephanie Marie B.
Tan, Pauline Noelle H.
An application of AR-sieve bootstrap control chart for monthly sales of milk of Company X in the Philippines
description Monitoring a start-up company's stability has become a great influence on its success and long-term growth in forecasting. This paper constructs a nonparametric control chart to monitor the stability of the total monthly milk sales of Company X. Given a process data, an Autoregressive model was fitted, accommodating for non-stationarity as needed, while its residuals were used for resampling using the Sieve Bootstrap method and a control chart was then constructed. The main objective of the paper is to monitor the sales given its time points and look for in-control (IC) and out-of-control (OC) points. IC points indicate that the sales are within its limits-meaning stable. While OC points are categorized into two erratically high and low in sales. After carefully deliberation of the control chart, it was found that the process showed signs of erratically high and low instability.
format text
author Cabalquinto, Stephanie Marie B.
Tan, Pauline Noelle H.
author_facet Cabalquinto, Stephanie Marie B.
Tan, Pauline Noelle H.
author_sort Cabalquinto, Stephanie Marie B.
title An application of AR-sieve bootstrap control chart for monthly sales of milk of Company X in the Philippines
title_short An application of AR-sieve bootstrap control chart for monthly sales of milk of Company X in the Philippines
title_full An application of AR-sieve bootstrap control chart for monthly sales of milk of Company X in the Philippines
title_fullStr An application of AR-sieve bootstrap control chart for monthly sales of milk of Company X in the Philippines
title_full_unstemmed An application of AR-sieve bootstrap control chart for monthly sales of milk of Company X in the Philippines
title_sort application of ar-sieve bootstrap control chart for monthly sales of milk of company x in the philippines
publisher Animo Repository
publishDate 2019
url https://animorepository.dlsu.edu.ph/etd_bachelors/18575
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