Publications

Primary motivation of my research is to discover novel approaches to automatically recognize patterns in large datasets and develop tools to answer questions that affect people. Upon noting that, even with the availability of powerful tools, most of the collected data is still unanalyzed and under utilized, I am primarily motivated by how useful inferences can be made with little extra effort on the data that is already available. In this context, I have worked on problems in medicine and sports. Currently, I am working on risk minimization in finance by learning the connections between financial time series.

My masters’ thesis focused on methods to improve the quality of multi-parameter physiological signal data in realtime. Automated systems in an intensive care unit critically depend on uninterrupted real-time monitoring of the physiological signals, but unfortunately, these signals are often corrupted by artifacts, and missing data. Inter-patient variations and the temporal evolution of the signals further exacerbate the problem. I investigated how to reconstruct the corrupted segments using the information available in correlated signals and signal history.

  • Learning Connections in Financial Time Series
  • Gartheeban, G., Guttag, J., Lo A., 2013
    Presented at ICML 2013
    Paper - ICML 2013
    Title: Paper - ICML 2013 (1004 clicks)
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    Poster - ICML 2013
    Title: Poster - ICML 2013 (1239 clicks)
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    5th Research Meeting of the Consortium for Systemic Risk Analytics (CSRA)
    Title: Presented at 5th Research Meeting of the Consortium for Systemic Risk Analytics Meeting (752 clicks)
    Caption: 5th Research Meeting of the Consortium for Systemic Risk Analytics (CSRA)
    Filename: 2013_csra.pdf
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  • Real Time Reconstruction of Quasiperiodic Multi Parameter Physiological Signals
    Gartheeban, G., Guttag, J., 2012
    EURASIP Journal on Advances in Signal Processing 2012
    Journal Paper - Eurosip
    Title: Journal Paper - Eurosip (770 clicks)
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  • Predicting the Next Pitch
    Gartheeban, G., Guttag, J., 2012
    Presented at Sports Analytics Conference 2012 (Presentation – Video)
    Sports Analytics Conference - Paper
    Title: Sports Analytics Conference - Paper (1603 clicks)
    Caption: Sports Analytics Conference - Paper
    Filename: predict-the-next-pitch.pdf
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    Sports Analytics Conference - Poster
    Title: Sports Analytics Conference - Poster (996 clicks)
    Caption: Sports Analytics Conference - Poster
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    Sports Analytics Conference - Presentation
    Title: Sports Analytics Conference - Presentation (893 clicks)
    Caption: Sports Analytics Conference - Presentation
    Filename: pitchprediction.pptx
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  • Methods to Improve the Signal Quality of Corrupted Multi-Parameter Physiological Signals
    SM Thesis  – Master of Science in Computer Science and Engineering at the MIT
    Paper RQE
    Title: Paper RQE (2870 clicks)
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    Poster Master Works 2011
    Title: Poster Master Works 2011 (1087 clicks)
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    Presentation RQE
    Title: Presentation RQE (1084 clicks)
    Caption: Presentation RQE
    Filename: rqe-print.pdf
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    SM Thesis 2011
    Title: SM Thesis 2011 (1755 clicks)
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  • Reconstruction of ECG Signals in  Presence of Corruption
    Gartheeban, G., Jessica F. Liu, and Guttag, J. 2011
    Presented at 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    Paper EMBC 2011
    Title: Paper EMBC 2011 (1732 clicks)
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    Filename: garthee_embc_2011.pdf
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    Poster EMBC 2011
    Title: Poster EMBC 2011 (1106 clicks)
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  • Weighted Time Warping for Temporal Segmentation of Multi- Parameter Physiological Signals
    Gartheeban, G. and Guttag, J. 2011
    Presented at International Conference on Bio-Inspired Systems and Signal Processing 2011
    Paper Biosignals 2011
    Title: Paper Biosignals 2011 (1054 clicks)
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    Slide Biosignals 2011
    Title: Slide Biosignals 2011 (1048 clicks)
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  • Content based classification of multi-dimensional objects with PCA
    Gartheeban. G 2008. Sep 2008
    Presented at IET Annual Technical Conference – 2008, Sri Lanka
    Paper IET 2008
    Title: Paper IET 2008 (1048 clicks)
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