Assistive System for People with Apraxia Using A Markov Decision Process

Emilie Jean-Baptiste; Martin Russell; Pia Rotshtein

doi:10.3233/978-1-61499-432-9-687

Assistive System for People with Apraxia Using A Markov Decision Process

Emilie Jean-Baptiste
, Martin Russell
, Pia Rotshtein

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

1 Citation (Scopus)

221 Downloads (Pure)

Abstract

CogWatch is an assistive system to re-train stroke survivors suffering
from Apraxia or Action Disorganization Syndrome (AADS) to complete activities
of daily living (ADLs). This paper describes the approach to real-time planning
based on a Markov Decision Process (MDP), and demonstrates its ability to
improve task’s performance via user simulation. The paper concludes with a
discussion of the remaining challenges and future enhancements.

Original language	English
Title of host publication	eHealth - for continuity of care: proceedings of MIE2014
Publisher	IOS Press
Pages	687-691
Number of pages	5
ISBN (Electronic)	978-1-61499-432-9
ISBN (Print)	978-1-61499-431-2
DOIs	https://doi.org/10.3233/978-1-61499-432-9-687
Publication status	Published - Aug 2014
Event	25th European Medical Informatics Conference (MIE 2014) - Istanbul, Turkey Duration: 31 Aug 2014 → 3 Sept 2014

Publication series

Name	Studies in Health Technology and Informatics
Volume	205
ISSN (Print)	0926-9630
ISSN (Electronic)	1879-8365

Conference

Conference	25th European Medical Informatics Conference (MIE 2014)
Country/Territory	Turkey
City	Istanbul
Period	31/08/14 → 3/09/14

Keywords

Markov Decision Process
Task Model

Access to Document

10.3233/978-1-61499-432-9-687

Jean-Baptiste_Assistive_System_People_with_Apraxia_MIE2014
Published under a Creative Commons Attribution Non-Commercial license Checked July 2015
Final published version, 502 KBLicence: Creative Commons: Attribution-NonCommercial (CC BY-NC)

FP7 COLLAB: COGWATCH - Cognitive Rehabilitation of Apraxia and Action Disorganisation Syndrome
Wing, A. (Principal Investigator), Baber, C. (Co-Investigator), Russell, M. (Co-Investigator), Humphreys, G. (Co-Investigator) & Riddoch, J. (Co-Investigator)
European Commission - Management Costs, European Commission
1/11/11 → 28/02/15
Project: Research

Cite this

@inproceedings{bfb84dd8f88f4279883e59d7a17eb371,

title = "Assistive System for People with Apraxia Using A Markov Decision Process",

abstract = "CogWatch is an assistive system to re-train stroke survivors suffering from Apraxia or Action Disorganization Syndrome (AADS) to complete activities of daily living (ADLs). This paper describes the approach to real-time planning based on a Markov Decision Process (MDP), and demonstrates its ability to improve task{\textquoteright}s performance via user simulation. The paper concludes with a discussion of the remaining challenges and future enhancements.",

keywords = "Markov Decision Process, Task Model",

author = "Emilie Jean-Baptiste and Martin Russell and Pia Rotshtein",

year = "2014",

month = aug,

doi = "10.3233/978-1-61499-432-9-687",

language = "English",

isbn = "978-1-61499-431-2",

series = "Studies in Health Technology and Informatics",

publisher = "IOS Press",

pages = "687--691",

booktitle = "eHealth - for continuity of care: proceedings of MIE2014",

address = "Netherlands",

note = "25th European Medical Informatics Conference (MIE 2014) ; Conference date: 31-08-2014 Through 03-09-2014",

}

Jean-Baptiste, E, Russell, M & Rotshtein, P 2014, Assistive System for People with Apraxia Using A Markov Decision Process. in eHealth - for continuity of care: proceedings of MIE2014. Studies in Health Technology and Informatics, vol. 205, IOS Press, pp. 687-691, 25th European Medical Informatics Conference (MIE 2014), Istanbul, Turkey, 31/08/14. https://doi.org/10.3233/978-1-61499-432-9-687

TY - GEN

T1 - Assistive System for People with Apraxia Using A Markov Decision Process

AU - Jean-Baptiste, Emilie

AU - Russell, Martin

AU - Rotshtein, Pia

PY - 2014/8

Y1 - 2014/8

N2 - CogWatch is an assistive system to re-train stroke survivors suffering from Apraxia or Action Disorganization Syndrome (AADS) to complete activities of daily living (ADLs). This paper describes the approach to real-time planning based on a Markov Decision Process (MDP), and demonstrates its ability to improve task’s performance via user simulation. The paper concludes with a discussion of the remaining challenges and future enhancements.

AB - CogWatch is an assistive system to re-train stroke survivors suffering from Apraxia or Action Disorganization Syndrome (AADS) to complete activities of daily living (ADLs). This paper describes the approach to real-time planning based on a Markov Decision Process (MDP), and demonstrates its ability to improve task’s performance via user simulation. The paper concludes with a discussion of the remaining challenges and future enhancements.

KW - Markov Decision Process

KW - Task Model

U2 - 10.3233/978-1-61499-432-9-687

DO - 10.3233/978-1-61499-432-9-687

M3 - Conference contribution

SN - 978-1-61499-431-2

T3 - Studies in Health Technology and Informatics

SP - 687

EP - 691

BT - eHealth - for continuity of care: proceedings of MIE2014

PB - IOS Press

T2 - 25th European Medical Informatics Conference (MIE 2014)

Y2 - 31 August 2014 through 3 September 2014

ER -

Assistive System for People with Apraxia Using A Markov Decision Process

Abstract

Publication series

Conference

Keywords

Access to Document

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Projects

FP7 COLLAB: COGWATCH - Cognitive Rehabilitation of Apraxia and Action Disorganisation Syndrome

Cite this