Search Results - "Partridge, Kurt"

Which Way Am I Facing: Inferring Horizontal Device Orientation from an Accelerometer Signal by Kunze, K., Lukowicz, P., Partridge, K., Begole, B.

“…We present a method to infer the orientation of mobile device carried in a pocket from the acceleration signal acquired when the user is walking. Whereas…”
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GE2E-KWS: Generalized End-to-End Training and Evaluation for Zero-shot Keyword Spotting by Zhu, Pai, Bartel, Jacob W, Agarwal, Dhruuv, Partridge, Kurt, Park, Hyun Jin, Wang, Quan

“…We propose GE2E-KWS -- a generalized end-to-end training and evaluation framework for customized keyword spotting. Specifically, enrollment utterances are…”
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Can magnetic field sensors replace gyroscopes in wearable sensing applications? by Kai Kunze, Bahle, G, Lukowicz, P, Partridge, K

“…We investigate if and how magnetic sensors can be used to replace gyroscopes in wearable activity recognition. The work is motivated by (1) sensor…”
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Synth4Kws: Synthesized Speech for User Defined Keyword Spotting in Low Resource Environments by Zhu, Pai, Agarwal, Dhruuv, Bartel, Jacob W, Partridge, Kurt, Park, Hyun Jin, Wang, Quan

“…One of the challenges in developing a high quality custom keyword spotting (KWS) model is the lengthy and expensive process of collecting training data…”
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Jointly Learning from Decentralized (Federated) and Centralized Data to Mitigate Distribution Shift by Augenstein, Sean, Hard, Andrew, Partridge, Kurt, Mathews, Rajiv

“…With privacy as a motivation, Federated Learning (FL) is an increasingly used paradigm where learning takes place collectively on edge devices, each with a…”
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Adversarial training of Keyword Spotting to Minimize TTS Data Overfitting by Park, Hyun Jin, Agarwal, Dhruuv, Chen, Neng, Sun, Rentao, Partridge, Kurt, Chen, Justin, Zhang, Harry, Zhu, Pai, Bartel, Jacob, Kastner, Kyle, Wang, Gary, Rosenberg, Andrew, Wang, Quan

“…The keyword spotting (KWS) problem requires large amounts of real speech training data to achieve high accuracy across diverse populations. Utilizing large…”
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Utilizing TTS Synthesized Data for Efficient Development of Keyword Spotting Model by Park, Hyun Jin, Agarwal, Dhruuv, Chen, Neng, Sun, Rentao, Partridge, Kurt, Chen, Justin, Zhang, Harry, Zhu, Pai, Bartel, Jacob, Kastner, Kyle, Wang, Gary, Rosenberg, Andrew, Wang, Quan

“…This paper explores the use of TTS synthesized training data for KWS (keyword spotting) task while minimizing development cost and time. Keyword spotting…”
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Mixed Federated Learning: Joint Decentralized and Centralized Learning by Augenstein, Sean, Hard, Andrew, Ning, Lin, Singhal, Karan, Kale, Satyen, Partridge, Kurt, Mathews, Rajiv

“…Federated learning (FL) enables learning from decentralized privacy-sensitive data, with computations on raw data confined to take place at edge clients. This…”
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Production federated keyword spotting via distillation, filtering, and joint federated-centralized training by Hard, Andrew, Partridge, Kurt, Chen, Neng, Augenstein, Sean, Shah, Aishanee, Park, Hyun Jin, Park, Alex, Ng, Sara, Nguyen, Jessica, Moreno, Ignacio Lopez, Mathews, Rajiv, Beaufays, Françoise

“…We trained a keyword spotting model using federated learning on real user devices and observed significant improvements when the model was deployed for…”
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Training Keyword Spotting Models on Non-IID Data with Federated Learning by Hard, Andrew, Partridge, Kurt, Nguyen, Cameron, Subrahmanya, Niranjan, Shah, Aishanee, Zhu, Pai, Moreno, Ignacio Lopez, Mathews, Rajiv

“…We demonstrate that a production-quality keyword-spotting model can be trained on-device using federated learning and achieve comparable false accept and false…”
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Wireless user interface components for personal area networks by Fishkin, K.P., Partidge, K., Chatterjee, S.

“…Wireless wearable systems allow new user interface components. We highlight two-TiltType, a wrist-mounted device for text I/O, and phicons, objects whose…”
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Control generation for embedded systems based on composition of modal processes by Chou, Pai, Hines, Ken, Partidge, Kurt, Borriello, Gaetano

“…In traditional distributed embedded system designs, control information is often replicated across several processes and kept coherent by application-specific…”
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Scalable architecture for context-aware activity-detecting mobile recommendation systems by Roberts, M., Ducheneaut, N., Begole, B., Partridge, K., Price, B., Bellotti, V., Walendowski, A., Rasmussen, P.

“…One of the main challenges in building multi-user mobile information systems for real-world deployment lies in the development of scalable systems. Recent work…”
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Facile: a framework for attention-correlated local communication by Partridge, Newman

“…In ubiquitous computing systems, several devices may coordinate to help a user accomplish her tasks. Careful design of device-device and user-device…”
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So what is task orientation, anyway? by Partridge, Stephen Kurt

“…This article discusses the results of a mail survey of 42 software manual writers, editors, and their managers residing in the Minneapolis/St. Paul area. The…”
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