Convolutional and recurrent neural networks for activity recognition in smart environment

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

doi:10.1007/978-3-319-69775-8_12

Convolutional and recurrent neural networks for activity recognition in smart environment

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

Austrian Institute of Technology
Université Paris-Saclay
Université de Lorraine
LORIA Laboratoire Lorrain de Recherche en Informatique et ses Applications
Medical University of Graz

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

Original language	English
Title of host publication	Towards Integrative Machine Learning and Knowledge Extraction - BIRS Workshop, Revised Selected Papers
Editors	Andreas Holzinger, Randy Goebel, Massimo Ferri, Vasile Palade
Publisher	Springer Verlag
Pages	194-205
Number of pages	12
ISBN (Print)	9783319697741
DOIs	https://doi.org/10.1007/978-3-319-69775-8_12
Publication status	Published - 2017
Externally published	Yes
Event	BIRS Workshop on Advances in Interactive Knowledge Discovery and Data Mining in Complex and Big Data Sets, 2015 - Banff, Canada Duration: 24 Jul 2015 → 26 Jul 2015

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	10344 LNAI
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	BIRS Workshop on Advances in Interactive Knowledge Discovery and Data Mining in Complex and Big Data Sets, 2015
Country/Territory	Canada
City	Banff
Period	24/07/15 → 26/07/15

Keywords

1D-CNN
Activity recognition
Convolutional neural networks
Deep learning
LSTM
Smart homes

Access to Document

10.1007/978-3-319-69775-8_12

Cite this

Singh, D., Merdivan, E., Hanke, S., Kropf, J., Geist, M., & Holzinger, A. (2017). Convolutional and recurrent neural networks for activity recognition in smart environment. In A. Holzinger, R. Goebel, M. Ferri, & V. Palade (Eds.), Towards Integrative Machine Learning and Knowledge Extraction - BIRS Workshop, Revised Selected Papers (pp. 194-205). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10344 LNAI). Springer Verlag. https://doi.org/10.1007/978-3-319-69775-8_12

Singh, Deepika ; Merdivan, Erinc ; Hanke, Sten et al. / Convolutional and recurrent neural networks for activity recognition in smart environment. Towards Integrative Machine Learning and Knowledge Extraction - BIRS Workshop, Revised Selected Papers. editor / Andreas Holzinger ; Randy Goebel ; Massimo Ferri ; Vasile Palade. Springer Verlag, 2017. pp. 194-205 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{7bc514527b304034a39cb9815680f72f,

title = "Convolutional and recurrent neural networks for activity recognition in smart environment",

keywords = "1D-CNN, Activity recognition, Convolutional neural networks, Deep learning, LSTM, Smart homes",

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

note = "Publisher Copyright: {\textcopyright} 2017, Springer International Publishing AG.; BIRS Workshop on Advances in Interactive Knowledge Discovery and Data Mining in Complex and Big Data Sets, 2015 ; Conference date: 24-07-2015 Through 26-07-2015",

year = "2017",

doi = "10.1007/978-3-319-69775-8\_12",

language = "English",

isbn = "9783319697741",

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

publisher = "Springer Verlag",

pages = "194--205",

editor = "Andreas Holzinger and Randy Goebel and Massimo Ferri and Vasile Palade",

booktitle = "Towards Integrative Machine Learning and Knowledge Extraction - BIRS Workshop, Revised Selected Papers",

}

Singh, D, Merdivan, E, Hanke, S, Kropf, J, Geist, M & Holzinger, A 2017, Convolutional and recurrent neural networks for activity recognition in smart environment. in A Holzinger, R Goebel, M Ferri & V Palade (eds), Towards Integrative Machine Learning and Knowledge Extraction - BIRS Workshop, Revised Selected Papers. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 10344 LNAI, Springer Verlag, pp. 194-205, BIRS Workshop on Advances in Interactive Knowledge Discovery and Data Mining in Complex and Big Data Sets, 2015, Banff, Canada, 24/07/15. https://doi.org/10.1007/978-3-319-69775-8_12

Convolutional and recurrent neural networks for activity recognition in smart environment. / Singh, Deepika; Merdivan, Erinc; Hanke, Sten et al.
Towards Integrative Machine Learning and Knowledge Extraction - BIRS Workshop, Revised Selected Papers. ed. / Andreas Holzinger; Randy Goebel; Massimo Ferri; Vasile Palade. Springer Verlag, 2017. p. 194-205 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10344 LNAI).

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

TY - GEN

T1 - Convolutional and recurrent neural networks for activity recognition in smart environment

AU - Singh, Deepika

AU - Merdivan, Erinc

AU - Hanke, Sten

AU - Kropf, Johannes

AU - Geist, Matthieu

AU - Holzinger, Andreas

PY - 2017

Y1 - 2017

KW - 1D-CNN

KW - Activity recognition

KW - Convolutional neural networks

KW - Deep learning

KW - LSTM

KW - Smart homes

UR - https://www.scopus.com/pages/publications/85033576078

U2 - 10.1007/978-3-319-69775-8_12

DO - 10.1007/978-3-319-69775-8_12

M3 - Conference contribution

AN - SCOPUS:85033576078

SN - 9783319697741

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

SP - 194

EP - 205

BT - Towards Integrative Machine Learning and Knowledge Extraction - BIRS Workshop, Revised Selected Papers

A2 - Holzinger, Andreas

A2 - Goebel, Randy

A2 - Ferri, Massimo

A2 - Palade, Vasile

PB - Springer Verlag

T2 - BIRS Workshop on Advances in Interactive Knowledge Discovery and Data Mining in Complex and Big Data Sets, 2015

Y2 - 24 July 2015 through 26 July 2015

ER -

Singh D, Merdivan E, Hanke S, Kropf J, Geist M, Holzinger A. Convolutional and recurrent neural networks for activity recognition in smart environment. In Holzinger A, Goebel R, Ferri M, Palade V, editors, Towards Integrative Machine Learning and Knowledge Extraction - BIRS Workshop, Revised Selected Papers. Springer Verlag. 2017. p. 194-205. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-319-69775-8_12

Convolutional and recurrent neural networks for activity recognition in smart environment

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