Autonomic Analytics

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

As the size and complexity of cyber-physical systemscontinue to grow, there is a heightened need to develop newanalytical techniques capable of achieving a level of service withsuccessful operations upon which users can place even morereliance. This paper presents an emerging strategy for meetingthis demand ‘Autonomic Analytics’, utilizing the autonomiccomputing paradigm to deliver real-time, self-managing, contextand situation aware analytics. A three-tier rule-discoveryframework and associated support and analysis tools aredescribed. These assist with the development, management andmaintenance of analytical rules and beliefs to allow for theprogressive development evolution from ‘human-in-the-loop’ to‘human-on-the-loop’ towards the long-term (and some believeimpossible and undesirable) vision of ‘human-out-of-the-loop’.
LanguageEnglish
Title of host publicationUnknown Host Publication
Number of pages4
Publication statusPublished - Sep 2014
Event11th IEEE International Conference and Workshops on the Engineering of Autonomic & Autonomous - APL, Laurel, Maryland, USA
Duration: 1 Sep 2014 → …

Conference

Conference11th IEEE International Conference and Workshops on the Engineering of Autonomic & Autonomous
Period1/09/14 → …

Cite this

Sterritt, R. (2014). Autonomic Analytics. In Unknown Host Publication
Sterritt, Roy. / Autonomic Analytics. Unknown Host Publication. 2014.
@inproceedings{156cd73e0f9a4737abc9729d93cfe6da,
title = "Autonomic Analytics",
abstract = "As the size and complexity of cyber-physical systemscontinue to grow, there is a heightened need to develop newanalytical techniques capable of achieving a level of service withsuccessful operations upon which users can place even morereliance. This paper presents an emerging strategy for meetingthis demand ‘Autonomic Analytics’, utilizing the autonomiccomputing paradigm to deliver real-time, self-managing, contextand situation aware analytics. A three-tier rule-discoveryframework and associated support and analysis tools aredescribed. These assist with the development, management andmaintenance of analytical rules and beliefs to allow for theprogressive development evolution from ‘human-in-the-loop’ to‘human-on-the-loop’ towards the long-term (and some believeimpossible and undesirable) vision of ‘human-out-of-the-loop’.",
author = "Roy Sterritt",
year = "2014",
month = "9",
language = "English",
booktitle = "Unknown Host Publication",

}

Sterritt, R 2014, Autonomic Analytics. in Unknown Host Publication. 11th IEEE International Conference and Workshops on the Engineering of Autonomic & Autonomous, 1/09/14.

Autonomic Analytics. / Sterritt, Roy.

Unknown Host Publication. 2014.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

TY - GEN

T1 - Autonomic Analytics

AU - Sterritt, Roy

PY - 2014/9

Y1 - 2014/9

N2 - As the size and complexity of cyber-physical systemscontinue to grow, there is a heightened need to develop newanalytical techniques capable of achieving a level of service withsuccessful operations upon which users can place even morereliance. This paper presents an emerging strategy for meetingthis demand ‘Autonomic Analytics’, utilizing the autonomiccomputing paradigm to deliver real-time, self-managing, contextand situation aware analytics. A three-tier rule-discoveryframework and associated support and analysis tools aredescribed. These assist with the development, management andmaintenance of analytical rules and beliefs to allow for theprogressive development evolution from ‘human-in-the-loop’ to‘human-on-the-loop’ towards the long-term (and some believeimpossible and undesirable) vision of ‘human-out-of-the-loop’.

AB - As the size and complexity of cyber-physical systemscontinue to grow, there is a heightened need to develop newanalytical techniques capable of achieving a level of service withsuccessful operations upon which users can place even morereliance. This paper presents an emerging strategy for meetingthis demand ‘Autonomic Analytics’, utilizing the autonomiccomputing paradigm to deliver real-time, self-managing, contextand situation aware analytics. A three-tier rule-discoveryframework and associated support and analysis tools aredescribed. These assist with the development, management andmaintenance of analytical rules and beliefs to allow for theprogressive development evolution from ‘human-in-the-loop’ to‘human-on-the-loop’ towards the long-term (and some believeimpossible and undesirable) vision of ‘human-out-of-the-loop’.

M3 - Conference contribution

BT - Unknown Host Publication

ER -

Sterritt R. Autonomic Analytics. In Unknown Host Publication. 2014