Human activity recognition using recurrent neural networks

Deepika Singh; Erinc Merdivan; Ismini Psychoula; Johannes Kropf; Sten Hanke; Matthieu Geist; Andreas Holzinger

doi:10.1007/978-3-319-66808-6_18

Human activity recognition using recurrent neural networks

Deepika Singh
, Erinc Merdivan
, Ismini Psychoula
, Johannes Kropf
, Sten Hanke
, Matthieu Geist
, Andreas Holzinger

Austrian Institute of Technology
De Montfort University
CentraleSupelec
Medical University of Graz

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

Original language	English
Title of host publication	Machine Learning and Knowledge Extraction - 1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Proceedings
Editors	A. Min Tjoa, Andreas Holzinger, Kieseberg Peter Kieseberg, Edgar Weippl
Publisher	Springer Verlag
Pages	267-274
Number of pages	8
ISBN (Print)	9783319668079
DOIs	https://doi.org/10.1007/978-3-319-66808-6_18
Publication status	Published - 2017
Externally published	Yes
Event	1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference on Machine Learning and Knowledge Extraction, CD-MAKE 2017 - Reggio, Italy Duration: 29 Aug 2017 → 1 Sept 2017

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	10410 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference on Machine Learning and Knowledge Extraction, CD-MAKE 2017
Country/Territory	Italy
City	Reggio
Period	29/08/17 → 1/09/17

Keywords

Ambient assisted living
Deep learning
Human activity recognition
LSTM
Machine learning
Sensors

Access to Document

10.1007/978-3-319-66808-6_18

Cite this

Singh, D., Merdivan, E., Psychoula, I., Kropf, J., Hanke, S., Geist, M., & Holzinger, A. (2017). Human activity recognition using recurrent neural networks. In A. M. Tjoa, A. Holzinger, K. Peter Kieseberg, & E. Weippl (Eds.), Machine Learning and Knowledge Extraction - 1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Proceedings (pp. 267-274). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10410 LNCS). Springer Verlag. https://doi.org/10.1007/978-3-319-66808-6_18

Singh, Deepika ; Merdivan, Erinc ; Psychoula, Ismini et al. / Human activity recognition using recurrent neural networks. Machine Learning and Knowledge Extraction - 1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Proceedings. editor / A. Min Tjoa ; Andreas Holzinger ; Kieseberg Peter Kieseberg ; Edgar Weippl. Springer Verlag, 2017. pp. 267-274 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{929910f04e404d6ab0addb605b19bfed,

title = "Human activity recognition using recurrent neural networks",

keywords = "Ambient assisted living, Deep learning, Human activity recognition, LSTM, Machine learning, Sensors",

author = "Deepika Singh and Erinc Merdivan and Ismini Psychoula and Johannes Kropf and Sten Hanke and Matthieu Geist and Andreas Holzinger",

note = "Publisher Copyright: {\textcopyright} 2017, IFIP International Federation for Information Processing.; 1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference on Machine Learning and Knowledge Extraction, CD-MAKE 2017 ; Conference date: 29-08-2017 Through 01-09-2017",

year = "2017",

doi = "10.1007/978-3-319-66808-6\_18",

language = "English",

isbn = "9783319668079",

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

publisher = "Springer Verlag",

pages = "267--274",

editor = "Tjoa, \{A. Min\} and Andreas Holzinger and \{Peter Kieseberg\}, Kieseberg and Edgar Weippl",

booktitle = "Machine Learning and Knowledge Extraction - 1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Proceedings",

}

Singh, D, Merdivan, E, Psychoula, I, Kropf, J, Hanke, S, Geist, M & Holzinger, A 2017, Human activity recognition using recurrent neural networks. in AM Tjoa, A Holzinger, K Peter Kieseberg & E Weippl (eds), Machine Learning and Knowledge Extraction - 1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 10410 LNCS, Springer Verlag, pp. 267-274, 1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference on Machine Learning and Knowledge Extraction, CD-MAKE 2017, Reggio, Italy, 29/08/17. https://doi.org/10.1007/978-3-319-66808-6_18

Human activity recognition using recurrent neural networks. / Singh, Deepika; Merdivan, Erinc; Psychoula, Ismini et al.
Machine Learning and Knowledge Extraction - 1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Proceedings. ed. / A. Min Tjoa; Andreas Holzinger; Kieseberg Peter Kieseberg; Edgar Weippl. Springer Verlag, 2017. p. 267-274 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10410 LNCS).

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

TY - GEN

T1 - Human activity recognition using recurrent neural networks

AU - Singh, Deepika

AU - Merdivan, Erinc

AU - Psychoula, Ismini

AU - Kropf, Johannes

AU - Hanke, Sten

AU - Geist, Matthieu

AU - Holzinger, Andreas

PY - 2017

Y1 - 2017

KW - Ambient assisted living

KW - Deep learning

KW - Human activity recognition

KW - LSTM

KW - Machine learning

KW - Sensors

UR - https://www.scopus.com/pages/publications/85029005106

U2 - 10.1007/978-3-319-66808-6_18

DO - 10.1007/978-3-319-66808-6_18

M3 - Conference contribution

AN - SCOPUS:85029005106

SN - 9783319668079

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

SP - 267

EP - 274

BT - Machine Learning and Knowledge Extraction - 1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Proceedings

A2 - Tjoa, A. Min

A2 - Holzinger, Andreas

A2 - Peter Kieseberg, Kieseberg

A2 - Weippl, Edgar

PB - Springer Verlag

T2 - 1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference on Machine Learning and Knowledge Extraction, CD-MAKE 2017

Y2 - 29 August 2017 through 1 September 2017

ER -

Singh D, Merdivan E, Psychoula I, Kropf J, Hanke S, Geist M et al. Human activity recognition using recurrent neural networks. In Tjoa AM, Holzinger A, Peter Kieseberg K, Weippl E, editors, Machine Learning and Knowledge Extraction - 1st IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Proceedings. Springer Verlag. 2017. p. 267-274. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-319-66808-6_18

Human activity recognition using recurrent neural networks

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