Isabela Albuquerque, João Monteiro, Mohammad Darvishi, Tiago H. Falk, and Ioannis Mitliagkas. 2020. Generalizing to Unseen Domains via Distribution Matching. http://arxiv. org/abs/1911. 00804. arXiv: 1911. 00804 [cs, stat]
Frank J. Anscombe. 1960. Rejection of Outliers. Technometrics: a journal of statistics for the physical, chemical, and engineering sciences 2, 2 (1960), 123-146.
Ilhan Aslan, Tabea Schmidt, Jens Woehrle, Lukas Vogel, and Elisabeth André. 2018. Pen+Mid-Air Gestures: Eliciting Contextual Gestures. In Proceedings of the 20th ACM International Conference on Multimodal Interaction. 135-144.
Ilhan Aslan, Andreas Uhl, Alexander Meschtscherjakov, and Manfred Tscheligi. 2016. Design and Exploration of Mid-Air Authentication Gestures. ACM Transactions on Interactive Intelligent Systems (TiiS) 6, 3 (2016), 1-22.
Ilhan Aslan, Feiyu Xu, Hans Uszkoreit, Antonio Krüger, and Jörg Steffen. 2005. COMPASS2008: Multimodal, Multilingual and Crosslingual Interaction for Mobile Tourist Guide Applications. In International Conference on Intelligent Technologies for Interactive Entertainment. Springer, 3-12.
Nihat Ay, Jessica Flack, and David C Krakauer. 2007. Robustness and Complexity Co-Constructed in Multimodal Signalling Networks. Philosophical Transactions of the Royal Society B: Biological Sciences 362, 1479 (March 2007), 441-447. https://doi. org/10. 1098/rstb. 2006. 1971
Jonathan T. Barron. 2019. A General and Adaptive Robust Loss Function. arXiv: 1701. 03077 [cs. CV]
Tobias Baur, Alexander Heimerl, Florian Lingenfelser, JohannesWagner, Michel F. Valstar, Björn Schuller, and Elisabeth André. 2020. eXplainable Cooperative Machine Learning with NOVA. KI-Künstliche Intelligenz (Jan. 2020). https://doi. org/10. 1007/s13218-020-00632-3
Björn Bittner, Ilhan Aslan, Chi Tai Dang, and Elisabeth André. 2019. Of Smarthomes, IoT Plants, and Implicit Interaction Design. (2019).
Sérgio Branco, André G Ferreira, and Jorge Cabral. 2019. Machine Learning in Resource-Scarce Embedded Systems, FPGAs, and End-Devices: A Survey. Electronicsweek 8, 11 (2019), 1289.
Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel Ziegler, Jeffrey Wu, Clemens Winter, Chris Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, and Dario Amodei. 2020. Language Models Are Few-Shot Learners. In Advances in Neural Information Processing Systems, H. Larochelle, M. Ranzato, R. Hadsell, M. F. Balcan, and H. Lin (Eds.), Vol. 33. 1877-1901.
Nicholas Capurso, Bo Mei, Tianyi Song, Xiuzhen Cheng, and Jiguo Yu. 2018. A Survey on Key Fields of Context Awareness for Mobile Devices. Journal of Network and Computer Applications 118 (2018), 44-60.
Hong Cheng, Lu Yang, and Zicheng Liu. 2015. Survey on 3D Hand Gesture Recognition. IEEE transactions on circuits and systems for video technology 26, 9 (2015), 1659-1673.
Kyunghyun Cho, Bart van Merriënboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014. Learning Phrase Representations Using RNN Encoder-Decoder for Statistical Machine Translation. In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP). Association for Computational Linguistics, Doha, Qatar, 1724-1734. https://doi. org/10. 3115/v1/D14-1179
Keum San Chun, Ashley B Sanders, Rebecca Adaimi, Necole Streeper, David E Conroy, and Edison Thomaz. 2019. Towards a Generalizable Method for Detecting Fluid Intake with Wrist-Mounted Sensors and Adaptive Segmentation. In Proceedings of the 24th International Conference on Intelligent User Interfaces. 80-85.
Simon Flutura, Andreas Seiderer, Ilhan Aslan, Chi-Tai Dang, Raphael Schwarz, Dominik Schiller, and Elisabeth André. 2018. Drinkwatch: A Mobile Wellbeing Application Based on Interactive and Cooperative Machine Learning. In Proceedings of the 2018 International Conference on Digital Health. 65-74.
Genymobile. 2021. Scrcpy.
Evan Glasheen, Antoinette Domingo, and Jochen Kressler. 2021. Accuracy of Apple Watch Fitness Tracker for Wheelchair Use Varies According to Movement Frequency and Task. Annals of physical and rehabilitation medicine 64, 1 (2021), 101382.
Francisco Javier González-Cañete and Eduardo Casilari. 2020. Consumption Analysis of Smartphone Based Fall Detection Systems with Multiple External Wireless Sensors. Sensors 20, 3 (Jan. 2020), 622. https://doi. org/10. 3390/s20030622
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2015. Deep Residual Learning for Image Recognition. arXiv: 1512. 03385 [cs. CV]
Alexander Heimerl, Tobias Baur, Florian Lingenfelser, Johannes Wagner, and Elisabeth André. 2019. NOVA-a Tool for eXplainable Cooperative Machine Learning. In 2019 8th International Conference on Affective Computing and Intelligent Interaction (ACII). 109-115. https://doi. org/10. 1109/ACII. 2019. 8925519
Dan Hendrycks, Steven Basart, Norman Mu, Saurav Kadavath, Frank Wang, Evan Dorundo, Rahul Desai, Tyler Zhu, Samyak Parajuli, Mike Guo, Dawn Song, Jacob Steinhardt, and Justin Gilmer. 2020. The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization. http://arxiv. org/abs/2006. 16241. arXiv: 2006. 16241 [cs, stat]
Sepp Hochreiter. 1998. The Vanishing Gradient Problem during Learning Recurrent Neural Nets and Problem Solutions. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 6, 02 (1998), 107-116.
Sepp Hochreiter and Jürgen Schmidhuber. 1997. Long Short-Term Memory. Neural computation 9, 8 (1997), 1735-1780.
Ling Huang, Anthony D. Joseph, Blaine Nelson, Benjamin I. P. Rubinstein, and J. D. Tygar. 2011. Adversarial Machine Learning. In Proc. AISec. 43-58.
Forrest N. Iandola, Song Han, Matthew W. Moskewicz, Khalid Ashraf, William J. Dally, and Kurt Keutzer. 2016. SqueezeNet: AlexNet-level Accuracy with 50x Fewer Parameters and 0. 5MB Model Size. arXiv: 1602. 07360 [cs. CV]
Abhinandan Jain, Adam Haar Horowitz, Felix Schoeller, Sang-won Leigh, Pattie Maes, and Misha Sra. 2020. Designing Interactions beyond Conscious Control: A New Model for Wearable Interfaces. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 4, 3 (2020), 1-23.
Katarzyna Janocha and Wojciech Marian Czarnecki. 2017. On Loss Functions for Deep Neural Networks in Classification. CoRR abs/1702. 05659 (2017). arXiv: 1702. 05659
Steven G. Johnson and Matteo Frigo. 2007. A Modified Split-Radix FFT with Fewer Arithmetic Operations. IEEE Transactions on Signal Processing 55, 1 (2007), 111-119. https://doi. org/10. 1109/TSP. 2006. 882087
Jesper Kjeldskov and Mikael B Skov. 2014. Was It Worth the Hassle? Ten Years of Mobile HCI Research Discussions on Lab and Field Evaluations. In Proceedings of the 16th International Conference on Human-computer Interaction with Mobile Devices & Services. 43-52.
Gierad Laput and Chris Harrison. 2019. Sensing Fine-Grained Hand Activity with Smartwatches. In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems (CHI '19). Association for Computing Machinery, New York, NY, USA, 1-13. https://doi. org/10. 1145/3290605. 3300568
Gierad Laput, Robert Xiao, and Chris Harrison. 2016. Viband: High-fidelity Bio-Acoustic Sensing Using Commodity Smartwatch Accelerometers. In Proceedings of the 29th Annual Symposium on User Interface Software and Technology. 321-333.
Min Lin, Qiang Chen, and Shuicheng Yan. 2014. Network in Network. arXiv: 1312. 4400 [cs. NE]
Aleksander Madry, Aleksandar Makelov, Ludwig Schmidt, Dimitris Tsipras, and Adrian Vladu. 2019. Towards Deep Learning Models Resistant to Adversarial Attacks. http://arxiv. org/abs/1706. 06083. arXiv: 1706. 06083 [cs, stat]
Wei Miao, Gongfa Li, Ying Sun, Guozhang Jiang, Jianyi Kong, and Honghai Liu. 2016. Gesture Recognition Based on Sparse Representation. 11, 4 (2016).
Sushmita Mitra and Tinku Acharya. 2007. Gesture Recognition: A Survey. IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews) 37, 3 (2007), 311-324.
Yasser Mohammad, Kazunori Matsumoto, and Keiichiro Hoashi. 2018. Primitive Activity Recognition from Short Sequences of Sensory Data. Applied Intelligence 48, 10 (Oct. 2018), 3748-3761. https://doi. org/10. 1007/s10489-018-1166-6
Meinard Müller. 2015. Fundamentals of Music Processing: Audio, Analysis, Algorithms, Applications (1st ed. 2015 ed.). Springer International Publishing: Imprint: Springer, Cham. https://doi. org/10. 1007/978-3-319-21945-5
Alan V. Oppenheim, Ronald W. Schafer, and John R. Buck. 1999. Discrete-Time Signal Processing (2nd ed ed.). Prentice Hall, Upper Saddle River, N. J.
Guillermo Ortiz-Jiménez, Apostolos Modas, Seyed-Mohsen Moosavi-Dezfooli, and Pascal Frossard. 2020. Redundant Features Can Hurt Robustness to Distribution Shift. (2020), 8.
Shreyas Padhy, Zachary Nado, Jie Ren, Jeremiah Liu, Jasper Snoek, and Balaji Lakshminarayanan. 2020. Revisiting One-vs-All Classifiers for Predictive Uncertainty and Out-of-Distribution Detection in Neural Networks. (2020), 10.
Aditi Raghunathan, Sang Michael Xie, Fanny Yang, John Duchi, and Percy Liang. 2020. Understanding and Mitigating the Tradeoff Between Robustness and Accuracy. http://arxiv. org/abs/2002. 10716. arXiv: 2002. 10716 [cs, stat]
Shriti Raj, Kelsey Toporski, Ashley Garrity, Joyce M Lee, and Mark W Newman. 2019. " My Blood Sugar Is Higher on the Weekends" Finding a Role for Context and Context-Awareness in the Design of Health Self-Management Technology. In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems. 1-13.
Sebastian Raschka. 2020. Model Evaluation, Model Selection, and Algorithm Selection in Machine Learning. arXiv: 1811. 12808 [cs, stat] (Nov. 2020). arXiv: 1811. 12808 [cs, stat]
Joachim Rathmann, Christoph Beck, Simon Flutura, Andreas Seiderer, Ilhan Aslan, and Elisabeth André. 2020. Towards Quantifying Forest Recreation: Exploring Outdoor Thermal Physiology and HumanWell-Being along Exemplary Pathways in a Central European Urban Forest (Augsburg, SE-Germany). Urban Forestry & Urban Greening 49 (2020), 126622.
Siddharth S Rautaray and Anupam Agrawal. 2015. Vision Based Hand Gesture Recognition for Human Computer Interaction: A Survey. Artificial intelligence review 43, 1 (2015), 1-54.
Marco C Rozendaal, Boudewijn Boon, and Victor Kaptelinin. 2019. Objects with Intent: Designing Everyday Things as Collaborative Partners. ACM Transactions on Computer-Human Interaction (TOCHI) 26, 4 (2019), 1-33.
Lamyaa Sadouk, Taoufiq Gadi, and El Hassan Essoufi. 2020. Robust Loss Function for Deep Learning Regression with Outliers. In Embedded Systems and Artificial Intelligence, Vikrant Bhateja, Suresh Chandra Satapathy, and Hassan Satori (Eds.). Advances in Intelligent Systems and Computing, Vol. 1076. Springer Singapore, Singapore, 359-368. https://doi. org/10. 1007/978-981-15-0947-6_34
Shibani Santurkar, Dimitris Tsipras, Andrew Ilyas, and Aleksander Madry. 2018. How Does Batch Normalization Help Optimization? In Proceedings of the 32nd International Conference on Neural Information Processing Systems (NIPS'18). Curran Associates Inc., Red Hook, NY, USA, 2488-2498.
Monika Schak. 2019. Robustness of Deep LSTM Networks in Freehand Gesture Recognition. In Proc. ICANN. 330-343.
Gianluca Schiavo, Alessandro Cappelletti, Eleonora Mencarini, Oliviero Stock, and Massimo Zancanaro. 2014. Overt or Subtle? Supporting Group Conversations with Automatically Targeted Directives. In Proceedings of the 19th International Conference on Intelligent User Interfaces. 225-234.
Andreas Seiderer, Michael Dietz, Ilhan Aslan, and Elisabeth André. 2018. Enabling Privacy with Transfer Learning for Image Classification DNNs on Mobile Devices. In Proceedings of the 4th EAI International Conference on Smart Objects and Technologies for Social Good. 25-30.
Muhammad Shafique, Mahum Naseer, Theocharis Theocharides, Christos Kyrkou, Onur Mutlu, Lois Orosa, and Jungwook Choi. 2020. Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead. IEEE Design Test. 37, 2 (2020).
Harshay Shah, Kaustav Tamuly, Aditi Raghunathan, Prateek Jain, and Praneeth Netrapalli. 2020. The Pitfalls of Simplicity Bias in Neural Networks. http://arxiv. org/abs/2006. 07710. arXiv: 2006. 07710 [cs, stat]
Karen Simonyan and Andrew Zisserman. 2015. Very Deep Convolutional Networks for Large-Scale Image Recognition. arXiv: 1409. 1556 [cs. CV]
Julius O. Smith. 2011. Spectral Audio Signal Processing.
Nicolas Sturmel, Laurent Daudet, et al. 2011. Signal Reconstruction from STFT Magnitude: A State of the Art. In International Conference on Digital Audio Effects (DAFx). 375-386.
Andreas Tobola, Franz J. Streit, Chris Espig, Oliver Korpok, Christian Sauter, Nadine Lang, Björn Schmitz, Christian Hofmann, Matthias Struck, Christian Weigand, Heike Leutheuser, Björn M. Eskofier, and Georg Fischer. 2015. Sampling Rate Impact on Energy Consumption of Biomedical Signal Processing Systems. In 2015 IEEE 12th International Conference on Wearable and Implantable Body Sensor Networks (BSN). 1-6. https://doi. org/10. 1109/BSN. 2015. 7299392
Dimitris Tsipras, Shibani Santurkar, Logan Engstrom, Alexander Turner, and Aleksander Madry. 2019. Robustness May Be at Odds with Accuracy. http://arxiv. org/abs/1805. 12152. arXiv: 1805. 12152 [cs, stat]
Victor H. Vimos, Marco Benalcázar, Alex F. Oña, and Patricio J. Cruz. 2019. A Novel Technique for Improving the Robustness to Sensor Rotation in Hand Gesture Recognition Using sEMG. In Proc. CSEI. 226-243.
Haoxuan Wang, Anqi Liu, Yisong Yue, and Anima Anandkumar. 2020. Deep Robust Classification under Domain Shift with Conservative Uncertainty Estimation. (2020), 5.
Yanwen Wang, Jiaxing Shen, and Yuanqing Zheng. 2020. Push the Limit of Acoustic Gesture Recognition. IEEE Transactions on Mobile Computing (2020).
Hongyi Wen, Julian Ramos Rojas, and Anind K Dey. 2016. Serendipity: Finger Gesture Recognition Using an off-the-Shelf Smartwatch. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems. 3847-3851.
Mathias Wilhelm, Jan-Peter Lechler, Daniel Krakowczyk, and Sahin Albayrak. 2020. Ring-Based Finger Tracking Using Capacitive Sensors and Long Short-Term Memory. In Proceedings of the 25th International Conference on Intelligent User Interfaces. 551-555.
Huan Xu and Shie Mannor. 2012. Robustness and Generalization. 86 (2012).
Kei Yaguchi, Kazukiyo Ikarigawa, Ryo Kawasaki, Wataru Miyazaki, Yuki Morikawa, Chihiro Ito, Masaki Shuzo, and Eisaku Maeda. 2020. Human Activity Recognition Using Multi-Input CNN Model with FFT Spectrograms. (2020), 4.
Hongyang Zhang, Yaodong Yu, Jiantao Jiao, Eric P. Xing, Laurent El Ghaoui, and Michael I. Jordan. 2019. Theoretically Principled Trade-off between Robustness and Accuracy. http://arxiv. org/abs/1901. 08573. arXiv: 1901. 08573 [cs, stat]
Jingfeng Zhang, Bo Han, Laura Wynter, Kian Hsiang Low, and Mohan Kankanhalli. 2019. Towards Robust ResNet: A Small Step but A Giant Leap. (Feb. 2019).
Ru Zhang, Yuanchun Shi, Björn Schuller, Elisabeth André, Sharon Oviatt, Aaron Quigley, Nicolai Marquardt, Ilhan Aslan, and Ran Ju. 2021. User Experience for Multi-Device Ecosystems: Challenges and Opportunities. In Extended Abstracts of the 2021 CHI Conference on Human Factors in Computing Systems. 1-5.