references.bib

@article{student1908probable,
  title={The probable error of a mean},
  author={Student},
  journal={Biometrika},
  pages={1--25},
  year={1908},
  publisher={JSTOR},
  doi={10.2307/2331554}
}

@article{mcculloch1943logical,
  title={A logical calculus of the ideas immanent in nervous activity},
  author={McCulloch, Warren S and Pitts, Walter},
  journal={The bulletin of mathematical biophysics},
  volume={5},
  pages={115--133},
  year={1943},
  publisher={Springer},
  doi={10.1007/BF02478259}
}

@article{wilcoxon1945,
 ISSN = {00994987},
 author = {Frank Wilcoxon},
 journal = {Biometrics Bulletin},
 number = {6},
 pages = {80--83},
 publisher = {[International Biometric Society, Wiley]},
 title = {Individual Comparisons by Ranking Methods},
 volume = {1},
 year = {1945},
 doi = {10.2307/3001968}
}

@article{mann1947test,
  title={On a test of whether one of two random variables is stochastically larger than the other},
  author={Mann, Henry B and Whitney, Donald R},
  journal={The annals of mathematical statistics},
  pages={50--60},
  year={1947},
  publisher={JSTOR}
}

@article{kruskalWallis1952,
  author = {William H. Kruskal and W. Allen Wallis},
  title = {Use of Ranks in One-Criterion Variance Analysis},
  journal = {Journal of the American Statistical Association},
  volume = {47},
  number = {260},
  pages = {583-621},
  year = {1952},
  publisher = {Taylor & Francis},
  doi = {10.1080/01621459.1952.10483441},
}

@article{rosenblatt1958perceptron,
  title={The perceptron: a probabilistic model for information storage and organization in the brain.},
  author={Rosenblatt, Frank},
  journal={Psychological review},
  volume={65},
  number={6},
  pages={386},
  year={1958},
  publisher={American Psychological Association},
  doi={10.1037/h0042519}
}

@article{hubel1959,
  author = {Hubel, D. H. and Wiesel, T. N.},
  title = {Receptive fields of single neurones in the cat's striate cortex},
  journal = {The Journal of Physiology},
  volume = {148},
  number = {3},
  pages = {574-591},
  doi = {10.1113/jphysiol.1959.sp006308},
  year = {1959}
}

@article{shapiro1965,
    author = {Shapiro, S. S. and Wilk, M. B.},
    title = "{An analysis of variance test for normality (complete samples)†}",
    journal = {Biometrika},
    volume = {52},
    number = {3-4},
    pages = {591-611},
    year = {1965},
    month = {12},
    issn = {0006-3444},
    doi = {10.1093/biomet/52.3-4.591},
}

@article{fukushima1980neocognitron,
  title={Neocognitron: A self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position},
  author={Fukushima, Kunihiko},
  journal={Biological cybernetics},
  volume={36},
  number={4},
  pages={193--202},
  year={1980},
  publisher={Springer},
  doi={10.1007/BF00344251}
}

@article{bland1986statistical,
  title={Statistical methods for assessing agreement between two methods of clinical measurement},
  author={Bland, J Martin and Altman, DouglasG},
  journal={The lancet},
  volume={327},
  number={8476},
  pages={307--310},
  year={1986},
  publisher={Elsevier},
  doi={10.1016/S0140-6736(86)90837-8}
}

@inproceedings{atlas1987artificial,
  title={An artificial neural network for spatio-temporal bipolar patterns: Application to phoneme classification},
  author={Atlas, Les and Homma, Toshiteru and Marks, Robert},
  booktitle={Neural Information Processing Systems},
  year={1987},
  doi={}
}

@article{podsiadlo1991timed,
  title={The timed “Up \& Go”: a test of basic functional mobility for frail elderly persons},
  author={Podsiadlo, Diane and Richardson, Sandra},
  journal={Journal of the American geriatrics Society},
  volume={39},
  number={2},
  pages={142--148},
  year={1991},
  publisher={Wiley Online Library},
  doi = {10.1111/j.1532-5415.1991.tb01616.x}
}

@inproceedings{ester1996density,
  title={A density-based algorithm for discovering clusters in large spatial databases with noise},
  author={Ester, Martin and Kriegel, Hans-Peter and Sander, J{\"o}rg and Xu, Xiaowei and others},
  booktitle={kdd},
  volume={96},
  number={34},
  pages={226--231},
  year={1996}
}

@article{mcgraw1996forming,
  title={Forming inferences about some intraclass correlation coefficients.},
  author={McGraw, Kenneth O and Wong, Seok P},
  journal={Psychological methods},
  volume={1},
  number={1},
  pages={30},
  year={1996},
  publisher={American Psychological Association},
  doi={10.1037/1082-989X.1.1.30}
}

@article{hochreiter1997long,
  title={Long short-term memory},
  author={Hochreiter, Sepp and Schmidhuber, J{\"u}rgen},
  journal={Neural computation},
  volume={9},
  number={8},
  pages={1735--1780},
  year={1997},
  publisher={MIT press},
  doi={10.1162/neco.1997.9.8.1735}
}

@article{figo2010preprocessing,
  title={Preprocessing techniques for context recognition from accelerometer data},
  author={Figo, Davide and Diniz, Pedro C and Ferreira, Diogo R and Cardoso, Joao MP},
  journal={Personal and Ubiquitous Computing},
  volume={14},
  pages={645--662},
  year={2010},
  publisher={Springer},
  doi={10.1007/s00779-010-0293-9}
}

@article{salarian2010,
  title={iTUG, a sensitive and reliable measure of mobility},
  author={Salarian, Arash and others},
  journal={IEEE Transactions on Neural Systems and Rehabilitation Engineering},
  volume={18},
  number={3},
  pages={303--310},
  year={2010},
  publisher={IEEE},
  doi = {10.1109/TNSRE.2010.2047606}
}

@article{adame2012tug,
  title={TUG test instrumentation for Parkinson’s disease patients using inertial sensors and dynamic time warping},
  author={Adame, M Reyes and Al-Jawad, Ahmed and Romanovas, Michailas and Hobert, Markus A and Maetzler, Walter and M{\"o}ller, Knut and Manoli, Yiannos},
  journal={Biomedical Engineering/Biomedizinische Technik},
  volume={57},
  number={SI-1-Track-E},
  pages={1071--1074},
  year={2012},
  publisher={De Gruyter},
  doi = {10.1515/bmt-2012-4426}
}

@inproceedings{milosevic2013quantifying,
  title={Quantifying Timed-Up-and-Go test: A smartphone implementation},
  author={Milosevic, Mladen and Jovanov, Emil and Milenkovi{\'c}, Aleksandar},
  booktitle={2013 IEEE International Conference on Body Sensor Networks},
  pages={1--6},
  year={2013},
  organization={IEEE},
  doi={10.1109/BSN.2013.6575478}
}

@article{zakaria2014,
   title={Quantitative analysis of fall risk using TUG test},
   author={Zakaria, Nor Aini and Kuwae, Yutaka and Tamura, Toshiyo and Minato, Kotaro and Kanaya, Shigehiko},
   journal={Computer methods in biomechanics and biomedical engineering},
   volume={18},
   number={4},
   pages={426--437},
   year={2015},
   publisher={Taylor \& Francis},
   doi = {10.1080/10255842.2013.805211}
}

@inproceedings{coskun2015,
  author={Coskun, Doruk and Incel, Ozlem Durmaz and Ozgovde, Atay},
  booktitle={2015 IEEE Tenth International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP)}, 
  title={Phone position/placement detection using accelerometer: Impact on activity recognition}, 
  year={2015},
  volume={},
  number={},
  pages={1-6},
  doi={10.1109/ISSNIP.2015.7106915}
}

@inproceedings{sainath2015,
  author={Sainath, Tara N. and Vinyals, Oriol and Senior, Andrew and Sak, Haşim},
  booktitle={2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)}, 
  title={Convolutional, Long Short-Term Memory, fully connected Deep Neural Networks}, 
  year={2015},
  volume={},
  number={},
  pages={4580-4584},
  doi={10.1109/ICASSP.2015.7178838}
}

@inproceedings{shi2015,
 author = {Shi, Xingjian and Chen, Zhourong and Wang, Hao and Yeung, Dit-Yan and Wong, Wai-kin and WOO, Wang-chun},
 booktitle = {Advances in Neural Information Processing Systems},
 editor = {C. Cortes and N. Lawrence and D. Lee and M. Sugiyama and R. Garnett},
 pages = {},
 publisher = {Curran Associates, Inc.},
 title = {Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting},
 volume = {28},
 year = {2015}
}

@inproceedings{stisen2015smart,
  title={Smart devices are different: Assessing and mitigating mobile sensing heterogeneities for activity recognition},
  author={Stisen, Allan and Blunck, Henrik and Bhattacharya, Sourav and Prentow, Thor Siiger and Kj{\ae}rgaard, Mikkel Baun and Dey, Anind and Sonne, Tobias and Jensen, Mads M{\o}ller},
  booktitle={Proceedings of the 13th ACM conference on embedded networked sensor systems},
  pages={127--140},
  year={2015},
  doi={10.1145/2809695.2809718}
}

@article{koo2016guideline,
  title={A guideline of selecting and reporting intraclass correlation coefficients for reliability research},
  author={Koo, Terry K and Li, Mae Y},
  journal={Journal of chiropractic medicine},
  volume={15},
  number={2},
  pages={155--163},
  year={2016},
  publisher={Elsevier},
  doi = {10.1016/J.JCM.2016.02.012}
}

@inproceedings{madhushri2016,
  title={A smartphone application suite for assessing mobility},
  author={Madhushri, Priyanka and Dzhagaryan, Armen A and Jovanov, Emil and Milenkovic, Aleksandar},
  booktitle={38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
  pages={3117--3120},
  year={2016},
  organization={IEEE},
  doi = {10.1109/EMBC.2016.7591389}
}

@inproceedings{sztyler2016,
  author={Sztyler, Timo and Stuckenschmidt, Heiner},
  booktitle={2016 IEEE International Conference on Pervasive Computing and Communications (PerCom)}, 
  title={On-body localization of wearable devices: An investigation of position-aware activity recognition}, 
  year={2016},
  volume={},
  number={},
  pages={1-9},
  doi={10.1109/PERCOM.2016.7456521}
}

@article{beyea2017,
  title={Convergent validity of a wearable sensor system for measuring sub-task performance during the timed up-and-go test},
  author={Beyea, James and McGibbon, Chris A and Sexton, Andrew and Noble, Jeremy and O’Connell, Colleen},
  journal={Sensors},
  volume={17},
  number={4},
  pages={934},
  year={2017},
  publisher={Multidisciplinary Digital Publishing Institute},
  doi = {10.3390/S17040934}
}

@article{vaizman2017,
  author={Vaizman, Yonatan and Ellis, Katherine and Lanckriet, Gert},
  journal={IEEE Pervasive Computing}, 
  title={Recognizing Detailed Human Context in the Wild from Smartphones and Smartwatches}, 
  year={2017},
  volume={16},
  number={4},
  pages={62-74},
  doi={10.1109/MPRV.2017.3971131}
}

@article{yousefi2017survey,
  title={A survey on behavior recognition using WiFi channel state information},
  author={Yousefi, Siamak and Narui, Hirokazu and Dayal, Sankalp and Ermon, Stefano and Valaee, Shahrokh},
  journal={IEEE Communications Magazine},
  volume={55},
  number={10},
  pages={98--104},
  year={2017},
  publisher={IEEE},
  doi={10.1109/MCOM.2017.1700082}
}

@article{boonstra2018,
	author="Boonstra, Tjeerd W and Nicholas, Jennifer and Wong, Quincy JJ and Shaw, Frances and Townsend, Samuel and Christensen, Helen",
	title="Using Mobile Phone Sensor Technology for Mental Health Research: Integrated Analysis to Identify Hidden Challenges and Potential Solutions",
	journal="J. Med. Internet Res.",
	year="2018",
	month="7",
	day="30",
	volume="20",
	number="7",
	pages="e10131",
	issn="1438-8871",
	doi="10.2196/10131",
}

@article{ansai2019performance,
  title={Performance of different timed up and go subtasks in frailty syndrome},
  author={Ansai, Juliana Hotta and Farche, Ana Claudia Silva and Rossi, Paulo Giusti and de Andrade, Larissa Pires and Nakagawa, Theresa Helissa and de Medeiros Takahashi, Anielle Cristhine},
  journal={Journal of geriatric physical therapy},
  volume={42},
  number={4},
  pages={287--293},
  year={2019},
  publisher={LWW},
  doi = {10.1519/JPT.0000000000000162}
}

@article{coelln2019,
  title={Quantitative mobility metrics from a wearable sensor predict incident parkinsonism in older adults},
  author={von Coelln, Rainer and others},
  journal={Parkinsonism \& related disorders},
  volume={65},
  pages={190--196},
  year={2019},
  publisher={Elsevier},
  doi = {10.1016/J.PARKRELDIS.2019.06.012}
}

@article{ma2019wifi,
  title={WiFi sensing with channel state information: A survey},
  author={Ma, Yongsen and Zhou, Gang and Wang, Shuangquan},
  journal={ACM Comput. Surv.},
  volume={52},
  number={3},
  pages={1--36},
  year={2019},
  publisher={ACM New York, NY, USA},
  doi={10.1145/3310194}
}

@article{weiss2019smartphone,
  title={Smartphone and smartwatch-based biometrics using activities of daily living},
  author={Weiss, Gary M and Yoneda, Kenichi and Hayajneh, Thaier},
  journal={IEEE Access},
  volume={7},
  pages={133190--133202},
  year={2019},
  publisher={IEEE},
  doi={10.1109/ACCESS.2019.2940729}
}

@article{alsaify2020dataset,
  title={A dataset for Wi-Fi-based human activity recognition in line-of-sight and non-line-of-sight indoor environments},
  author={Alsaify, Baha A and Almazari, Mahmoud M and Alazrai, Rami and Daoud, Mohammad I},
  journal={Data in Brief},
  volume={33},
  pages={106534},
  year={2020},
  publisher={Elsevier},
  doi={10.1016/j.dib.2020.106534}
}

@article{gholamiangonabadi2020deep,
  title={Deep neural networks for human activity recognition with wearable sensors: Leave-one-subject-out cross-validation for model selection},
  author={Gholamiangonabadi, Davoud and Kiselov, Nikita and Grolinger, Katarina},
  journal={IEEE Access},
  volume={8},
  pages={133982--133994},
  year={2020},
  publisher={IEEE},
  doi={10.1109/ACCESS.2020.3010715}
}

@article{goldsack2020verification,
  title={Verification, analytical validation, and clinical validation (V3): the foundation of determining fit-for-purpose for Biometric Monitoring Technologies (BioMeTs)},
  author={Goldsack, Jennifer C and Coravos, Andrea and Bakker, Jessie P and Bent, Brinnae and Dowling, Ariel V and Fitzer-Attas, Cheryl and Godfrey, Alan and Godino, Job G and Gujar, Ninad and Izmailova, Elena and others},
  journal={npj digital Medicine},
  volume={3},
  number={1},
  pages={55},
  year={2020},
  publisher={Nature Publishing Group UK London},
  doi={10.1038/S41746-020-0260-4}
}

@article{minh2020,
  title = {Sensor-based and vision-based human activity recognition: A comprehensive survey},
  journal = {Pattern Recognition},
  volume = {108},
  pages = {107561},
  year = {2020},
  issn = {0031-3203},
  doi = {https://doi.org/10.1016/j.patcog.2020.107561},
  author = {L. {Minh Dang} and Kyungbok Min and Hanxiang Wang and Md. {Jalil Piran} and Cheol {Hee Lee} and Hyeonjoon Moon}
}

@article{sansano2020study,
  title={A study of deep neural networks for human activity recognition},
  author={Sansano, Emilio and others},
  journal={Comput. Intell.},
  volume={36},
  number={3},
  pages={1113--1139},
  year={2020},
  publisher={Wiley Online Library},
  doi={10.1111/coin.12318}
}

@article{choi2022wi,
  title={Wi-CaL: WiFi sensing and machine learning based device-free crowd counting and localization},
  author={Choi, Hyuckjin and Fujimoto, Manato and Matsui, Tomokazu and Misaki, Shinya and Yasumoto, Keiichi},
  journal={IEEE Access},
  volume={10},
  pages={24395--24410},
  year={2022},
  publisher={IEEE},
  doi={10.1109/ACCESS.2022.3155812}
}


@article{gonzalez2022using,
  title={Using mobile devices as scientific measurement instruments: Reliable android task scheduling},
  author={Gonz{\'a}lez-P{\'e}rez, Alberto and Matey-Sanz, Miguel and Granell, Carlos and Casteleyn, Sven},
  journal={Pervasive and Mobile Computing},
  volume={81},
  pages={101550},
  year={2022},
  publisher={Elsevier},
  doi={10.1016/j.pmcj.2022.101550}
}

@article{gupta2022human,
  title={Human activity recognition in artificial intelligence framework: a narrative review},
  author={Gupta, Neha and Gupta, Suneet K and Pathak, Rajesh K and Jain, Vanita and Rashidi, Parisa and Suri, Jasjit S},
  journal={Artificial intelligence review},
  volume={55},
  number={6},
  pages={4755--4808},
  year={2022},
  publisher={Springer},
  doi={10.1007/s10462-021-10116-x}
}

@article{jaen2022effects,
  title={Effects of sliding window variation in the performance of acceleration-based human activity recognition using deep learning models},
  author={Ja{\'e}n-Vargas, Milagros and others},
  journal={PeerJ Computer Science},
  volume={8},
  pages={e1052},
  year={2022},
  publisher={PeerJ Inc.},
  doi={10.7717/peerj-cs.1052}
}

@inproceedings{matey2022instrumented,
  title={Instrumented Timed Up and Go Test Using Inertial Sensors from Consumer Wearable Devices},
  author={Matey-Sanz, Miguel and Gonz{\'a}lez-P{\'e}rez, Alberto and Casteleyn, Sven and Granell, Carlos},
  booktitle={International Conference on Artificial Intelligence in Medicine},
  pages={144--154},
  year={2022},
  organization={Springer},
  doi = {10.1007/978-3-031-09342-5\_14}
}

@misc{matey2022rp_tug,
  author       = {Miguel Matey-Sanz},
  title        = {{Code and data resources for "Instrumented Timed Up 
                   and Go test using inertial sensors from consumer
                   wearable devices"}},
  month        = apr,
  year         = 2022,
  publisher    = {Zenodo},
  version      = {v1.0.1},
  doi          = {10.5281/zenodo.6405874},
}

@misc{matey2022tugsp,
  author       = {Miguel Matey-Sanz and
                  Alberto González-Pérez},
  title        = {TUG Test Smartphone Application},
  month        = dec,
  year         = 2022,
  publisher    = {Zenodo},
  version      = {v2.0.0},
  doi          = {10.5281/zenodo.7456835},
}

@misc{matey2022tugsw,
  author       = {Miguel Matey-Sanz and
                  Alberto González-Pérez},
  title        = {TUG Test Smartwatch Application},
  month        = dec,
  year         = 2022,
  publisher    = {Zenodo},
  version      = {v2.0.0},
  doi          = {10.5281/zenodo.7457098},
}

@inproceedings{arrotta2023domino,
  title={DOMINO: A Dataset for Context-Aware Human Activity Recognition using Mobile Devices},
  author={Arrotta, Luca and Civitarese, Gabriele and Presotto, Riccardo and Bettini, Claudio},
  booktitle={2023 24th IEEE International Conference on Mobile Data Management (MDM)},
  pages={346--351},
  year={2023},
  organization={IEEE},
  doi={10.1109/MDM58254.2023.00063}
}

@article{gonzalez2023awarns,
  title={AwarNS: A framework for developing context-aware reactive mobile applications for health and mental health},
  author={Gonz{\'a}lez-P{\'e}rez, Alberto and Matey-Sanz, Miguel and Granell, Carlos and D{\'i}az-Sanahuja, Laura and Bret{\'o}n-L{\'o}pez, Juana and Casteleyn, Sven},
  journal={Journal of Biomedical Informatics},
  pages={104359},
  year={2023},
  publisher={Elsevier},
  doi={10.1016/j.jbi.2023.104359}
}

@inproceedings{matey2023csi,
  author={Matey-Sanz, Miguel and Torres-Sospedra, Joaquín and Moreira, Adriano},
  booktitle={2023 13th International Conference on Indoor Positioning and Indoor Navigation (IPIN)}, 
  title={Temporal Stability on Human Activity Recognition based on Wi-Fi CSI}, 
  year={2023},
  volume={},
  number={},
  pages={1-6},
  doi={10.1109/IPIN57070.2023.10332214}
}

@misc{matey2023dataset,
  author       = {Matey-Sanz, Miguel and Casteleyn, Sven and Granell, Carlos},
  title        = {{Smartphone and smartwatch inertial measurements 
                   from heterogeneous subjects for human activity
                   recognition.}},
  month        = oct,
  year         = 2023,
  publisher    = {Zenodo},
  version      = {v1.0.0-r1},
  doi          = {10.5281/zenodo.8398688}
}

@article{matey2023dib,
  author = {Miguel Matey-Sanz and Sven Casteleyn and Carlos Granell},
  title = {Dataset of inertial measurements of smartphones and smartwatches for human activity recognition},
  journal = {Data in Brief},
  volume = {51},
  pages = {109809},
  year = {2023},
  issn = {2352-3409},
  doi = {10.1016/j.dib.2023.109809},
}

@misc{matey2023rp_csi,
  author       = {Matey-Sanz, Miguel},
  title        = {{Reproducible package for "Temporal Stability on 
                   Human Activity Recognition based on Wi-Fi CSI"}},
  month        = may,
  year         = 2023,
  publisher    = {Zenodo},
  version      = {v1.0.0},
  doi          = {10.5281/zenodo.7991716},
}

@misc{matey2023rp_impact_har,
  author       = {Matey-Sanz, Miguel},
  title        = {{Reproducible Package for "Analysis and Impact of 
                   Training Set Size in Cross-Subject Human Activity
                   Recognition"}},
  month        = jul,
  year         = 2023,
  publisher    = {Zenodo},
  version      = {v1.0.0.071923},
  doi          = {10.5281/zenodo.8163542},
}

@inproceedings{matey2024analysis,
  author="Matey-Sanz, Miguel and Torres-Sospedra, Joaqu{\'i}n and Gonz{\'a}lez-P{\'e}rez, Alberto and Casteleyn, Sven and Granell, Carlos",
  title="Analysis and Impact of Training Set Size in Cross-Subject Human Activity Recognition",
  booktitle="Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications",
  year="2024",
  publisher="Springer Nature Switzerland",
  address="Cham",
  pages="391--405",
  doi={10.1007/978-3-031-49018-7_28},
  isbn="978-3-031-49018-7",
}

@misc{matey2024bs,
  author       = {Matey-Sanz, Miguel and
                  Casteleyn, Sven and
                  Granell, Carlos},
  title        = {Background Sensors},
  month        = feb,
  year         = 2024,
  publisher    = {Zenodo},
  version      = {v1.3.0},
  doi          = {10.5281/zenodo.10635734},
}

@article{matey2024implementing,
  author={Matey-Sanz, Miguel and González-Pérez, Alberto and Casteleyn, Sven and Granell, Carlos},
  title={Implementing and evaluating the Timed Up and Go test automation using smartphones and smartwatches},
  journal={IEEE Journal of Biomedical and Health Informatics},
  year={2024},
  volume={},
  number={},
  pages={},
  doi={},
  note={~(\textit{Submitted. Under first review round.})}
}

@misc{matey2024ws,
  author       = {Matey-Sanz, Miguel and
                  Casteleyn, Sven and
                  Granell, Carlos},
  title        = {WearOS Sensors},
  month        = feb,
  year         = 2024,
  publisher    = {Zenodo},
  version      = {v1.2.1},
  doi          = {10.5281/zenodo.10640429},
}

@misc{matey2024nws,
  author       = {Matey-Sanz, Miguel and
                  Casteleyn, Sven and
                  Granell, Carlos},
  title        = {NativeScript WearOS Sensors},
  month        = feb,
  year         = 2024,
  publisher    = {Zenodo},
  version      = {v1.3.0},
  doi          = {10.5281/zenodo.10640461},
}