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Dive into the research topics where Rajalakshmi Balakrishnan is active.

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Featured researches published by Rajalakshmi Balakrishnan.


IEEE Transactions on Biomedical Engineering | 2014

Streaming Updates for Heart Rate Variability Algorithms

Stergios Stergiou; Rajalakshmi Balakrishnan

Heart rate variability (HRV) quantifies the fluctuations of the lengths of consecutive heart beat intervals, and is a reliable descriptor of many physiological factors modulating the normal rhythm of the heart. As the heart rate signal is nonstationary, indicators deduced from it may be present at all times, but may also occur episodically at nonpredetermined time instances. The potential for real-time feedback long-term ambulatory recordings is thus apparent. Numerous methods for measuring HRV have been standardized and are in active use, but are typically not designed to operate at real time. In this paper, we study the most popular HRV quantification methods and propose streaming algorithms that maximally utilize previously computed information without altering the output of the methods. We demonstrate speedups of more than two orders of magnitude for typical use-case scenarios. Using our algorithms on embedded systems that compute HRV leads to dramatic decreases in power consumption and in some cases allows for computation of metrics that were not previously possible at real time.


Archive | 2008

Implementing an expanded search and providing expanded search results

David L. Marvit; Rajalakshmi Balakrishnan; Hitoshi Matsumoto; Albert Reinhardt; Kenji Nagahashi


Archive | 2011

Data Aggregation Platform

Jawahar Jain; David L. Marvit; B. Thomas Adler; Rajalakshmi Balakrishnan; Alexander Gilman; Stergios Stergiou; Albert C. Braun; Albert Reinhardt


Archive | 2011

Calculating and Monitoring a Composite Stress Index

B. Thomas Adler; Jawahar Jain; David L. Marvit; Rajalakshmi Balakrishnan; Alexander Gilman; Stergios Stergiou; Albert C. Braun; Albert Reinhardt


Archive | 2011

Continuous Monitoring of Stress Using Accelerometer Data

Jawahar Jain; David L. Marvit; B. Thomas Adler; Rajalakshmi Balakrishnan; Alexander Gilman; Stergois Stergiou


Archive | 2008

Intelligently sorted search results

Albert Reinhardt; L Marvit David; Kenji Nagahashi; John M. Funke; Rajalakshmi Balakrishnan; Albert C. Braun


Archive | 2011

Calculating and Monitoring the Efficacy of Stress-Related Therapies

Jawahar Jain; David L. Marvit; B. Thomas Adler; Rajalakshmi Balakrishnan; Alexander Gilman; Stergios Stergiou; Albert C. Braun; Madan Bahadur


Archive | 2011

Continuous Monitoring of Stress Using Self-Reported Psychological or Behavioral Data

Jawahar Jain; David L. Marvit; B. Thomas Adler; Albert Reinhardt; Rajalakshmi Balakrishnan


Archive | 2012

SYSTEM AND METHOD OF RECOMMENDING ACTIONS BASED ON SOCIAL CAPITAL OF USERS IN A SOCIAL NETWORK

Rajalakshmi Balakrishnan


Archive | 2008

IMPLEMENTION OF EXPANDED SEARCH AND PROVISION FOR EXPANDED SEARCH RESULT

Rajalakshmi Balakrishnan; David L. Marvit; Hitoshi Matsumoto; Kenji Nagahashi; Albert Reinhardt; レインハート アルバート; マーヴィット デイヴィド; バラクリシュナン ラジャラクシミ; 均 松本; 賢児 長橋

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