A systemic view of the ADIDA framework

Management Science

Research output: Contribution to Journal/Magazine › Journal article › peer-review

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A systemic view of the ADIDA framework. / Spithourakis, Georgios; Petropoulos, Fotios ; Nikolopoulos, Konstantinos et al.
In: IMA Journal of Management Mathematics, Vol. 25, No. 2, 2014, p. 125-137.

Research output: Contribution to Journal/Magazine › Journal article › peer-review

Harvard

Spithourakis, G, Petropoulos, F , Nikolopoulos, K & Assimakopoulos, V 2014, 'A systemic view of the ADIDA framework', IMA Journal of Management Mathematics, vol. 25, no. 2, pp. 125-137. https://doi.org/10.1093/imaman/dps031

APA

Spithourakis, G., Petropoulos, F., Nikolopoulos, K., & Assimakopoulos, V. (2014). A systemic view of the ADIDA framework. IMA Journal of Management Mathematics, 25(2), 125-137. https://doi.org/10.1093/imaman/dps031

Vancouver

Spithourakis G, Petropoulos F , Nikolopoulos K, Assimakopoulos V. A systemic view of the ADIDA framework. IMA Journal of Management Mathematics. 2014;25(2):125-137. doi: 10.1093/imaman/dps031

Author

Spithourakis, Georgios ; Petropoulos, Fotios ; Nikolopoulos, Konstantinos et al. / A systemic view of the ADIDA framework. In: IMA Journal of Management Mathematics. 2014 ; Vol. 25, No. 2. pp. 125-137.

Bibtex

@article{d82e9b9d0ff34f16a8c1dc9ef3187d74,

title = "A systemic view of the ADIDA framework",

abstract = "This paper is an attempt to gain mathematical insight into the ADIDA (Aggregate-Disaggregate Intermittent Demand Approach) forecasting framework, by formulating it as a multi-rate signal processing system. After a brief synopsis of the framework{\textquoteright}s background, an alternative way to perceive ADIDA from a systemic viewpoint is derived by breaking down its managerial steps into fundamental, well-studied components. Mathematical properties stemming from each separate system block are then thoroughly explored and their practical effects are exemplified through simulated paradigms of common time series patterns. Subsequently, theoretical and practical evidence are combined to draw useful conclusions about the framework{\textquoteright}s performance and make suggestions on its application. Finally, guidelines for further research are proposed.",

keywords = "disaggregation, forecasting framework, multi-rate processing, systemic view, temporal aggregation",

author = "Georgios Spithourakis and Fotios Petropoulos and Konstantinos Nikolopoulos and Vassilios Assimakopoulos",

year = "2014",

doi = "10.1093/imaman/dps031",

language = "English",

volume = "25",

pages = "125--137",

journal = "IMA Journal of Management Mathematics",

issn = "1471-678X",

publisher = "Oxford University Press",

number = "2",

}

RIS

TY - JOUR

T1 - A systemic view of the ADIDA framework

AU - Spithourakis, Georgios

AU - Petropoulos, Fotios

AU - Nikolopoulos, Konstantinos

AU - Assimakopoulos, Vassilios

PY - 2014

Y1 - 2014

N2 - This paper is an attempt to gain mathematical insight into the ADIDA (Aggregate-Disaggregate Intermittent Demand Approach) forecasting framework, by formulating it as a multi-rate signal processing system. After a brief synopsis of the framework’s background, an alternative way to perceive ADIDA from a systemic viewpoint is derived by breaking down its managerial steps into fundamental, well-studied components. Mathematical properties stemming from each separate system block are then thoroughly explored and their practical effects are exemplified through simulated paradigms of common time series patterns. Subsequently, theoretical and practical evidence are combined to draw useful conclusions about the framework’s performance and make suggestions on its application. Finally, guidelines for further research are proposed.

AB - This paper is an attempt to gain mathematical insight into the ADIDA (Aggregate-Disaggregate Intermittent Demand Approach) forecasting framework, by formulating it as a multi-rate signal processing system. After a brief synopsis of the framework’s background, an alternative way to perceive ADIDA from a systemic viewpoint is derived by breaking down its managerial steps into fundamental, well-studied components. Mathematical properties stemming from each separate system block are then thoroughly explored and their practical effects are exemplified through simulated paradigms of common time series patterns. Subsequently, theoretical and practical evidence are combined to draw useful conclusions about the framework’s performance and make suggestions on its application. Finally, guidelines for further research are proposed.

KW - disaggregation

KW - forecasting framework

KW - multi-rate processing

KW - systemic view

KW - temporal aggregation

U2 - 10.1093/imaman/dps031

DO - 10.1093/imaman/dps031

M3 - Journal article

VL - 25

SP - 125

EP - 137

JO - IMA Journal of Management Mathematics

JF - IMA Journal of Management Mathematics

SN - 1471-678X

IS - 2

ER -

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