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Engineering Commons

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Theses/Dissertations

2014

Electrical and Computer Engineering

All Dissertations

Gesture Recognition

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Using Hidden Markov Models To Segment And Classify Wrist Motions Related To Eating Activities, Raul Ramos Garcia May 2014

Using Hidden Markov Models To Segment And Classify Wrist Motions Related To Eating Activities, Raul Ramos Garcia

All Dissertations

Advances in body sensing and mobile health technology have created new opportunities for empowering people to take a more active role in managing their health. Measurements of dietary intake are commonly used for the study and treatment of obesity. However, the most widely used tools rely upon self-report and require considerable manual effort, leading to underreporting of consumption, non-compliance, and discontinued use over the long term. We are investigating the use of wrist-worn accelerometers and gyroscopes to automatically recognize eating gestures. In order to improve recognition accuracy, we studied the sequential ependency of actions during eating. In chapter 2 we …