Distributed Collaborative Reasoning for HAR in Smart Homes Extended Abstract

被引：0

作者：

Jarraya, Amina ^{[1
]}

Bouzeghoub, Amel ^{[1
]}

Borgi, Amel ^{[2
]}

Arour, Khedija ^{[3
]}

机构：

[1] Telecom SudParis, SAMOVAR, Evry, France

[2] Univ Tunis El Manar, LIPAH, Tunis 1068, Tunisia

[3] Univ Carthage, LIPAH, Tunis 1054, Tunisia

来源：

PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON AUTONOMOUS AGENTS AND MULTIAGENT SYSTEMS (AAMAS' 18) | 2018年

关键词：

Distributed activity recognition; multi-agent system; smart homes; ACTIVITY RECOGNITION;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Distributed Human Activity Recognition (D-HAR) is an active research issue for pervasive computing that aims to identify human activities in smart homes. This paper proposes a fully distributed multi-agent reasoning approach where agents, with diverse classifiers, observe sensor data, make local predictions and collaborate to identify current activities. Experimental tests on Aruba dataset indicate an enhancement in terms of accuracy and F-measure metrics compared either to a centralized approach or a distributed approach from the literature.

引用

页码：1971 / 1973

页数：3

共 50 条

[41] Incremental Event Calculus for Run-Time Reasoning* (Extended Abstract)
Tsilionis, Efthimis
Artikis, Alexander
Paliouras, Georgios
PROCEEDINGS OF THE THIRTY-SECOND INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, IJCAI 2023, 2023, : 6974 - 6978
[42] A logical approach to incorporating qualitative spatial reasoning into GIS (extended abstract)
Bennett, B
Cohn, AG
Isli, A
SPATIAL INFORMATION THEORY: A THEORETICAL BASIC FOR GIS, 1997, 1329 : 503 - 504
[43] Recent results on modular multiplications for smart cards - (Extended abstract)
Dhem, JF
Quisquater, JJ
SMART CARD RESEARCH AND APPLICATIONS, PROCEEDINGS, 2000, 1820 : 336 - 352
[44] Smart heating in collaborative and reasoning-enabled housing units
Bourelos, P.
Kousiouris, G.
Voutyras, O.
Marinakis, A.
Varvarigou, T.
Moulos, V
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 109 : 644 - 656
[45] On the specification and verification of atomic swap smart contracts (extended abstract)
van der Meyden, Ron
2019 IEEE INTERNATIONAL CONFERENCE ON BLOCKCHAIN AND CRYPTOCURRENCY (ICBC), 2019, : 176 - 179
[46] Mobility and resource management in smart home environments (Extended abstract)
Das, SK
EMBEDDED AND UBIQUITOUS COMPUTING, PROCEEDINGS, 2004, 3207 : 1109 - 1111
[47] eDAAAS: Efficient distributed anonymous authentication and access in smart homes
Braeken, An
Porambage, Pawani
Stojmenovic, Milos
Lambrinos, Lambros
INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2016, 12 (12):
[48] A Novel and Distributed Approach for Activity Recognition Inside Smart Homes
Plantevin, Valere
Bouzouane, Abdenour
Bouchard, Bruno
Gaboury, Sebastien
2018 IEEE SMARTWORLD, UBIQUITOUS INTELLIGENCE & COMPUTING, ADVANCED & TRUSTED COMPUTING, SCALABLE COMPUTING & COMMUNICATIONS, CLOUD & BIG DATA COMPUTING, INTERNET OF PEOPLE AND SMART CITY INNOVATION (SMARTWORLD/SCALCOM/UIC/ATC/CBDCOM/IOP/SCI), 2018, : 726 - 733
[49] A COLLABORATIVE APPROACH TO CONSTRUCTION OF LARGE SCALE DISTRIBUTED REASONING SYSTEMS
Penders, Ate
Pavlin, Gregor
Kamermans, Michiel
INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2011, 20 (06) : 1083 - 1106
[50] Run statistics for geometrically distributed random variables - (Extended abstract)
Grabner, PJ
Knopfmacher, A
Prodinger, H
LATIN 2000: THEORETICAL INFORMATICS, 2000, 1776 : 457 - 462

← 1 2 3 4 5 →