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Psychol."},{"key":"ref_11","unstructured":"Clark, R.C., and Mayer, R.E. (2007). E-Learning and the Science of Instruction: Proven Guidelines for Consumers and Designers of Multimedia Learning, John Wiley and Sons."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"70","DOI":"10.1016\/j.procs.2016.04.068","article-title":"Measurement of Cognitive Load in HCI Systems Using EEG Power Spectrum: An Experimental Study","volume":"84","author":"Kumar","year":"2016","journal-title":"Procedia Comput. Sci."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"213","DOI":"10.1016\/S0306-4522(97)00186-3","article-title":"Low-frequency (<1 Hz) oscillations in the human sleep electroencephalogram","volume":"81","author":"Achermann","year":"1997","journal-title":"Neuroscience"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1016\/S0165-0173(98)00056-3","article-title":"EEG Alpha and Theta Oscillations Reflect Cognitive and Memory Performance: A Review and Analysis","volume":"29","author":"Klimesch","year":"1999","journal-title":"Brain Res. Rev."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"425","DOI":"10.1007\/s10648-010-9130-y","article-title":"Using Electroencephalography to Measure Cognitive Load","volume":"22","author":"Antonenko","year":"2010","journal-title":"Educ. Psychol. 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(2008, January 5\u201310). Feasibility and Pragmatics of Classifying Working Memory Load with an Electroencephalograph. Proceedings of the 2008 Conference on Human Factors in Computing Systems, Florence, Italy.","DOI":"10.1145\/1357054.1357187"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"582","DOI":"10.1016\/j.patcog.2017.12.002","article-title":"Deep Convolutional Neural Networks for Mental Load Classification Based on EEG Data","volume":"76","author":"Jiao","year":"2018","journal-title":"Pattern Recognit."},{"key":"ref_21","unstructured":"Hoober, S. (2019, October 09). How Do Users Really Hold Mobile Devices? 2013. Mobile Matters. Available online: https:\/\/www.uxmatters.com\/mt\/archives\/2013\/02\/how-do-users-really-hold-mobile-devices.php?."},{"key":"ref_22","unstructured":"Karam, M., and Schraefel, M.C. (2019, October 09). A Taxonomy of Gestures in Human Computer Interactions s.n. 2005. Project Report. Available online: https:\/\/eprints.soton.ac.uk\/261149\/."},{"key":"ref_23","unstructured":"Wroblewski, L. (2019, October 09). Touch Gesture Reference Guide. Available online: https:\/\/www.lukew.com\/ff\/entry.asp?1071."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"208","DOI":"10.14257\/astl.2015.120.40","article-title":"A Study on Content and Interaction Types on Smartphone","volume":"120","author":"Lee","year":"2015","journal-title":"Adv. Sci. Technol. Lett."},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Love, S. (2005). Understanding Mobile Human-Computer Interaction, Butterworth-Heinemann.","DOI":"10.1016\/B978-075066352-6\/50002-5"},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Caba\u00f1ero, L., Herv\u00e1s, R., Bravo, J., and Rodr\u00edguez-Benitez, L. (2019). eeglib: Computational analysis of cognitive performance during the use of video games. J. Ambient Intell. Humaniz. Comput., under review.","DOI":"10.1007\/s12652-019-01592-9"},{"key":"ref_27","first-page":"483","article-title":"Computational EEG Analysis Techniques When Playing Video Games: A Systematic Review","volume":"2","author":"Bravo","year":"2018","journal-title":"Proceedings"},{"key":"ref_28","unstructured":"Luna, J.M., Herv\u00e1s, R., Fontecha, J., and Bravo, J. (2012, January 3\u20135). A Friendly Navigation-System Based on Points of Interest, Augmented Reality and Context-Awareness. Proceedings of the 6th Conference on Ubiquitous Computing and Ambient Intelligence (UCAmI 2012), Vitoria-Gasteiz, Spain."},{"key":"ref_29","first-page":"1334","article-title":"Achieving Adaptive Augmented Reality through Ontological Context-Awareness applied to AAL Scenarios","volume":"19","author":"Bravo","year":"2013","journal-title":"J. Univers. Comput. Sci."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"9253","DOI":"10.3390\/s120709253","article-title":"Using a communication model to collect measurement data through mobile devices","volume":"12","author":"Bravo","year":"2012","journal-title":"Sensors"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"182","DOI":"10.1177\/1460458216661864","article-title":"Assessing empathy and managing emotions through interactions with an affective avatar","volume":"24","author":"Johnson","year":"2018","journal-title":"Health Inform. 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