Defining a Roadmap Towards Comparative Research in Online Activity Recognition on Mobile Phones

M. Shoaib, S. Bosch, O. Durmaz, Johan Scholten, Paul J.M. Havinga

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

  • 1 Citations

Abstract

Many context-aware applications based on activity recognition are currently using mobile phones. Most of this work is done in an offline way. However, there is a shift towards an online approach in recent studies, where activity recognition systems are implemented on mobile phones. Unfortunately, most of these studies lack proper reproducibility, resource consumption analysis, validation, position-independence, and personalization. Moreover, they are hard to compare in various aspects due to different experimental setups. In this paper, we present a short overview of the current research on online activity recognition using mobile phones, and highlight their limitations. We discuss these studies in terms of various aspects, such as their experimental setups, position-independence, resource consumption analysis, performance evaluation, and validation. Based on this analysis, we define a roadmap towards a better comparative research on online activity recognition using mobile phones.
LanguageEnglish
Title of host publicationProceedings of the 5th International Conference on Pervasive and Embedded Computing and Communication Systems, PECCS 2015
PublisherSCITEPRESS - Science and Technology Publications
Pages154-159
Number of pages6
ISBN (Print)978-989-758-084-0
StatePublished - 11 Feb 2015
Event5th International Conference on Pervasive and Embedded Computing and Communication Systems 2015 - Angers, France
Duration: 11 Feb 201513 Feb 2015
Conference number: 5
http://www.peccs.org/?y=2015

Conference

Conference5th International Conference on Pervasive and Embedded Computing and Communication Systems 2015
Abbreviated titlePECCS 2015
CountryFrance
CityAngers
Period11/02/1513/02/15
OtherPECCS 2015 will be held in conjunction with PhyCS 2015 and SENSORNETS 2015
Internet address

Fingerprint

Mobile phones

Keywords

  • EWI-25787
  • METIS-312511
  • IR-95382

Cite this

Shoaib, M., Bosch, S., Durmaz, O., Scholten, J., & Havinga, P. J. M. (2015). Defining a Roadmap Towards Comparative Research in Online Activity Recognition on Mobile Phones. In Proceedings of the 5th International Conference on Pervasive and Embedded Computing and Communication Systems, PECCS 2015 (pp. 154-159). SCITEPRESS - Science and Technology Publications.
Shoaib, M. ; Bosch, S. ; Durmaz, O. ; Scholten, Johan ; Havinga, Paul J.M./ Defining a Roadmap Towards Comparative Research in Online Activity Recognition on Mobile Phones. Proceedings of the 5th International Conference on Pervasive and Embedded Computing and Communication Systems, PECCS 2015. SCITEPRESS - Science and Technology Publications, 2015. pp. 154-159
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title = "Defining a Roadmap Towards Comparative Research in Online Activity Recognition on Mobile Phones",
abstract = "Many context-aware applications based on activity recognition are currently using mobile phones. Most of this work is done in an offline way. However, there is a shift towards an online approach in recent studies, where activity recognition systems are implemented on mobile phones. Unfortunately, most of these studies lack proper reproducibility, resource consumption analysis, validation, position-independence, and personalization. Moreover, they are hard to compare in various aspects due to different experimental setups. In this paper, we present a short overview of the current research on online activity recognition using mobile phones, and highlight their limitations. We discuss these studies in terms of various aspects, such as their experimental setups, position-independence, resource consumption analysis, performance evaluation, and validation. Based on this analysis, we define a roadmap towards a better comparative research on online activity recognition using mobile phones.",
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Shoaib, M, Bosch, S, Durmaz, O, Scholten, J & Havinga, PJM 2015, Defining a Roadmap Towards Comparative Research in Online Activity Recognition on Mobile Phones. in Proceedings of the 5th International Conference on Pervasive and Embedded Computing and Communication Systems, PECCS 2015. SCITEPRESS - Science and Technology Publications, pp. 154-159, 5th International Conference on Pervasive and Embedded Computing and Communication Systems 2015, Angers, France, 11/02/15.

Defining a Roadmap Towards Comparative Research in Online Activity Recognition on Mobile Phones. / Shoaib, M.; Bosch, S.; Durmaz, O.; Scholten, Johan; Havinga, Paul J.M.

Proceedings of the 5th International Conference on Pervasive and Embedded Computing and Communication Systems, PECCS 2015. SCITEPRESS - Science and Technology Publications, 2015. p. 154-159.

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

TY - GEN

T1 - Defining a Roadmap Towards Comparative Research in Online Activity Recognition on Mobile Phones

AU - Shoaib,M.

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N2 - Many context-aware applications based on activity recognition are currently using mobile phones. Most of this work is done in an offline way. However, there is a shift towards an online approach in recent studies, where activity recognition systems are implemented on mobile phones. Unfortunately, most of these studies lack proper reproducibility, resource consumption analysis, validation, position-independence, and personalization. Moreover, they are hard to compare in various aspects due to different experimental setups. In this paper, we present a short overview of the current research on online activity recognition using mobile phones, and highlight their limitations. We discuss these studies in terms of various aspects, such as their experimental setups, position-independence, resource consumption analysis, performance evaluation, and validation. Based on this analysis, we define a roadmap towards a better comparative research on online activity recognition using mobile phones.

AB - Many context-aware applications based on activity recognition are currently using mobile phones. Most of this work is done in an offline way. However, there is a shift towards an online approach in recent studies, where activity recognition systems are implemented on mobile phones. Unfortunately, most of these studies lack proper reproducibility, resource consumption analysis, validation, position-independence, and personalization. Moreover, they are hard to compare in various aspects due to different experimental setups. In this paper, we present a short overview of the current research on online activity recognition using mobile phones, and highlight their limitations. We discuss these studies in terms of various aspects, such as their experimental setups, position-independence, resource consumption analysis, performance evaluation, and validation. Based on this analysis, we define a roadmap towards a better comparative research on online activity recognition using mobile phones.

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KW - IR-95382

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Shoaib M, Bosch S, Durmaz O, Scholten J, Havinga PJM. Defining a Roadmap Towards Comparative Research in Online Activity Recognition on Mobile Phones. In Proceedings of the 5th International Conference on Pervasive and Embedded Computing and Communication Systems, PECCS 2015. SCITEPRESS - Science and Technology Publications. 2015. p. 154-159.