Graph Analytics Workflows Enactment on Just in Time Data Centres Position Paper

Ali Akoglu; José Luis Zechinelli-Martini; Hamamache Kheddouci; Genoveva Vargas-Solar

doi:10.1007/978-3-031-14135-5_19

Graph Analytics Workflows Enactment on Just in Time Data Centres Position Paper

Ali Akoglu, José Luis Zechinelli-Martini, Hamamache Kheddouci, Genoveva Vargas-Solar

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

This paper discusses our vision about multirole-capable decision-making systems across a broad range of Data Science (DS) workflows working on graphs through disaggregated data centres. Our vision is that an alternative is possible, to work on a disaggregated solution for the provision of computational services under the notion of a disaggregated data centre. We define this alternative as a virtual entity that dynamically provides resources crosscutting the layers of edge, fog and data centre according to the workloads submitted by the workflows and their Service Level Objectives.

Original language	English (US)
Title of host publication	Service-Oriented Computing – ICSOC 2021 Workshops - AIOps, STRAPS, AI-PA and Satellite Events, Proceedings
Editors	Hakim Hacid, Monther Aldwairi, Mohamed Reda Bouadjenek, Marinella Petrocchi, Noura Faci, Fatma Outay, Amin Beheshti, Lauritz Thamsen, Hai Dong
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	236-243
Number of pages	8
ISBN (Print)	9783031141348
DOIs	https://doi.org/10.1007/978-3-031-14135-5_19
State	Published - 2022
Event	International Workshop on Artificial Intelligence for IT Operations, AIOps 2021, 3rd Workshop on Smart Data Integration and Processing, STRAPS 2021, International Workshop on AI-enabled Process Automation, AI-PA 2021 and Scientific Satellite Events held in conjunction with 19th International Conference on Service-Oriented Computing, ICSOC 2021 - Virtual, Online Duration: Nov 22 2021 → Nov 25 2021

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	13236 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	International Workshop on Artificial Intelligence for IT Operations, AIOps 2021, 3rd Workshop on Smart Data Integration and Processing, STRAPS 2021, International Workshop on AI-enabled Process Automation, AI-PA 2021 and Scientific Satellite Events held in conjunction with 19th International Conference on Service-Oriented Computing, ICSOC 2021
City	Virtual, Online
Period	11/22/21 → 11/25/21

ASJC Scopus subject areas

Theoretical Computer Science
General Computer Science

Access to Document

10.1007/978-3-031-14135-5_19

Cite this

Akoglu, A., Zechinelli-Martini, J. L., Kheddouci, H., & Vargas-Solar, G. (2022). Graph Analytics Workflows Enactment on Just in Time Data Centres Position Paper. In H. Hacid, M. Aldwairi, M. R. Bouadjenek, M. Petrocchi, N. Faci, F. Outay, A. Beheshti, L. Thamsen, & H. Dong (Eds.), Service-Oriented Computing – ICSOC 2021 Workshops - AIOps, STRAPS, AI-PA and Satellite Events, Proceedings (pp. 236-243). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 13236 LNCS). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-14135-5_19

Graph Analytics Workflows Enactment on Just in Time Data Centres Position Paper. / Akoglu, Ali; Zechinelli-Martini, José Luis; Kheddouci, Hamamache et al.
Service-Oriented Computing – ICSOC 2021 Workshops - AIOps, STRAPS, AI-PA and Satellite Events, Proceedings. ed. / Hakim Hacid; Monther Aldwairi; Mohamed Reda Bouadjenek; Marinella Petrocchi; Noura Faci; Fatma Outay; Amin Beheshti; Lauritz Thamsen; Hai Dong. Springer Science and Business Media Deutschland GmbH, 2022. p. 236-243 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 13236 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Akoglu, A, Zechinelli-Martini, JL, Kheddouci, H & Vargas-Solar, G 2022, Graph Analytics Workflows Enactment on Just in Time Data Centres Position Paper. in H Hacid, M Aldwairi, MR Bouadjenek, M Petrocchi, N Faci, F Outay, A Beheshti, L Thamsen & H Dong (eds), Service-Oriented Computing – ICSOC 2021 Workshops - AIOps, STRAPS, AI-PA and Satellite Events, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 13236 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 236-243, International Workshop on Artificial Intelligence for IT Operations, AIOps 2021, 3rd Workshop on Smart Data Integration and Processing, STRAPS 2021, International Workshop on AI-enabled Process Automation, AI-PA 2021 and Scientific Satellite Events held in conjunction with 19th International Conference on Service-Oriented Computing, ICSOC 2021, Virtual, Online, 11/22/21. https://doi.org/10.1007/978-3-031-14135-5_19

Akoglu A, Zechinelli-Martini JL, Kheddouci H, Vargas-Solar G. Graph Analytics Workflows Enactment on Just in Time Data Centres Position Paper. In Hacid H, Aldwairi M, Bouadjenek MR, Petrocchi M, Faci N, Outay F, Beheshti A, Thamsen L, Dong H, editors, Service-Oriented Computing – ICSOC 2021 Workshops - AIOps, STRAPS, AI-PA and Satellite Events, Proceedings. Springer Science and Business Media Deutschland GmbH. 2022. p. 236-243. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-031-14135-5_19

Akoglu, Ali ; Zechinelli-Martini, José Luis ; Kheddouci, Hamamache et al. / Graph Analytics Workflows Enactment on Just in Time Data Centres Position Paper. Service-Oriented Computing – ICSOC 2021 Workshops - AIOps, STRAPS, AI-PA and Satellite Events, Proceedings. editor / Hakim Hacid ; Monther Aldwairi ; Mohamed Reda Bouadjenek ; Marinella Petrocchi ; Noura Faci ; Fatma Outay ; Amin Beheshti ; Lauritz Thamsen ; Hai Dong. Springer Science and Business Media Deutschland GmbH, 2022. pp. 236-243 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{35c29a8cc58e48fd8c641b3ad8bb7a2e,

title = "Graph Analytics Workflows Enactment on Just in Time Data Centres Position Paper",

abstract = "This paper discusses our vision about multirole-capable decision-making systems across a broad range of Data Science (DS) workflows working on graphs through disaggregated data centres. Our vision is that an alternative is possible, to work on a disaggregated solution for the provision of computational services under the notion of a disaggregated data centre. We define this alternative as a virtual entity that dynamically provides resources crosscutting the layers of edge, fog and data centre according to the workloads submitted by the workflows and their Service Level Objectives.",

author = "Ali Akoglu and Zechinelli-Martini, {Jos{\'e} Luis} and Hamamache Kheddouci and Genoveva Vargas-Solar",

note = "Publisher Copyright: {\textcopyright} 2022, Springer Nature Switzerland AG.; International Workshop on Artificial Intelligence for IT Operations, AIOps 2021, 3rd Workshop on Smart Data Integration and Processing, STRAPS 2021, International Workshop on AI-enabled Process Automation, AI-PA 2021 and Scientific Satellite Events held in conjunction with 19th International Conference on Service-Oriented Computing, ICSOC 2021 ; Conference date: 22-11-2021 Through 25-11-2021",

year = "2022",

doi = "10.1007/978-3-031-14135-5_19",

language = "English (US)",

isbn = "9783031141348",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer Science and Business Media Deutschland GmbH",

pages = "236--243",

editor = "Hakim Hacid and Monther Aldwairi and Bouadjenek, {Mohamed Reda} and Marinella Petrocchi and Noura Faci and Fatma Outay and Amin Beheshti and Lauritz Thamsen and Hai Dong",

booktitle = "Service-Oriented Computing – ICSOC 2021 Workshops - AIOps, STRAPS, AI-PA and Satellite Events, Proceedings",

address = "Germany",

}

TY - GEN

T1 - Graph Analytics Workflows Enactment on Just in Time Data Centres Position Paper

AU - Akoglu, Ali

AU - Zechinelli-Martini, José Luis

AU - Kheddouci, Hamamache

AU - Vargas-Solar, Genoveva

PY - 2022

Y1 - 2022

N2 - This paper discusses our vision about multirole-capable decision-making systems across a broad range of Data Science (DS) workflows working on graphs through disaggregated data centres. Our vision is that an alternative is possible, to work on a disaggregated solution for the provision of computational services under the notion of a disaggregated data centre. We define this alternative as a virtual entity that dynamically provides resources crosscutting the layers of edge, fog and data centre according to the workloads submitted by the workflows and their Service Level Objectives.

AB - This paper discusses our vision about multirole-capable decision-making systems across a broad range of Data Science (DS) workflows working on graphs through disaggregated data centres. Our vision is that an alternative is possible, to work on a disaggregated solution for the provision of computational services under the notion of a disaggregated data centre. We define this alternative as a virtual entity that dynamically provides resources crosscutting the layers of edge, fog and data centre according to the workloads submitted by the workflows and their Service Level Objectives.

UR - http://www.scopus.com/inward/record.url?scp=85137037748&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85137037748&partnerID=8YFLogxK

U2 - 10.1007/978-3-031-14135-5_19

DO - 10.1007/978-3-031-14135-5_19

M3 - Conference contribution

AN - SCOPUS:85137037748

SN - 9783031141348

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 236

EP - 243

BT - Service-Oriented Computing – ICSOC 2021 Workshops - AIOps, STRAPS, AI-PA and Satellite Events, Proceedings

A2 - Hacid, Hakim

A2 - Aldwairi, Monther

A2 - Bouadjenek, Mohamed Reda

A2 - Petrocchi, Marinella

A2 - Faci, Noura

A2 - Outay, Fatma

A2 - Beheshti, Amin

A2 - Thamsen, Lauritz

A2 - Dong, Hai

PB - Springer Science and Business Media Deutschland GmbH

T2 - International Workshop on Artificial Intelligence for IT Operations, AIOps 2021, 3rd Workshop on Smart Data Integration and Processing, STRAPS 2021, International Workshop on AI-enabled Process Automation, AI-PA 2021 and Scientific Satellite Events held in conjunction with 19th International Conference on Service-Oriented Computing, ICSOC 2021

Y2 - 22 November 2021 through 25 November 2021

ER -