Sandya Subramanian
Assistant Professor
Develops signal processing and machine learning for physiological signals such as brain and heart activity.
Sandya Subramanian's lab at UC Berkeley works on medical imaging & healthcare AI, neuroscience & brain-computer interfaces and signal processing & information theory. 18 papers since 2023, 1 at top venues, mostly PNAS. 3 PhD students and 2 master's students. 6 alumni. Applications close .
At a glance
- papers, 2023–2026
- 5/ year
- at T1 venues
- 6%
- PhD students
- 3
- MS students
- 2
- alumni listed
- 6
Papers by yearfrom the lab homepage, 2023–2026
- 5 papers2026 · T1 0 · collecting
- 5 papers2025 · T1 0
- 3 papers2024 · T1 1
- 5 papers2023 · T1 0
T1 venuesOtherVenues: PNAS
Research focuspaper titles that use each topic's words
- Neuroscience & brain-computer interfaces1 paper
- Medical imaging & healthcare AI0 papers
- Signal processing & information theory0 papers
- physiological signals0 papers
- computational precision0 papers
Paper list
From the lab homepage.
20265 papers
- Annual Reviews in Biomedical EngineeringA Holistic and Dynamic Network-Level View of the Autonomic Nervous System (opens in a new tab)
- SD4HEvaluating Long-Range Temporal Structure in Foundation Model-Based Forecasts of Heartbeat Dynamics (opens in a new tab)
- Proc IEEE Eng in Med & BiolFrom Gut Signals to Meals: Non-invasive Meal Detection Using Dilated CNNs
- Proc IEEE Body Sensors and NetworksNetwork topology of dynamic multi-organ autonomic functional connectivity in migraine via at-home sensors
- Proc IEEE Body Sensors and NetworksRecovering the spatiotemporal dynamics of stomach muscle coupling during digestion using wearable high-resolution electrogastrography
20255 papers
- Proc IEEE Eng in Med & BiolA nonparametric copula approach to predict heart rate trajectories from single overnight wearable accelerometry (opens in a new tab)
- Proc IEEE Eng in Med & BiolA User-Friendly Sensor Array for Home Multi-electrode Monitoring (Abstract)
- Proc IEEE Eng in Med & BiolAutomated REM vs NREM sleep staging using single overnight heart rate and accelerometer data (opens in a new tab)
- Proc IEEE Eng in Med & BiolAutomatic Detection of Transitions in Sleep Stage Using Single Overnight Triaxial Accelerometry and Heart Rate (opens in a new tab)
- Society for NeuroscienceModeling dynamic multi-organ autonomic functional connectivity in migraineurs during migraine and interictal periods (Abstract)
20243 papers
- Proc IEEE Eng in Med & BiolData-Driven Peak Alpha Identification Reveals Distinct EEG Spatial Signature Phenotypes in Chronic Pain (opens in a new tab)
- TS4HDensity-based Neural Temporal Point Processes for Heartbeat Dynamics (opens in a new tab)
- PNAS (T1)Monitoring Surgical Nociception Using Multimodal Physiologic Markers (opens in a new tab)
20235 papers
- Proc. IEEE Body Sensor NetworksA Convex Formulation of Point Process Heartbeat Dynamics using a Gamma Generalized Linear Model
- Proc IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and BiologyBuilding AI Models of Patient-Specific Drug Side Effect Predictions (opens in a new tab)
- Proc IEEE Eng in Med & BiolExploring the aperiodic nature of parasympathetic activity during sleep in idiopathic gastroparesis (opens in a new tab)
- IEEE Trans Biomed EngExploring the Gut-Brain Connection in Gastroparesis with Autonomic and Gastric Myoelectric Monitoring (opens in a new tab)
- Proc IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and BiologyUnsupervised Stratification of Chronic Pain Patients Using EEG Peak Alpha Spatial Signatures (opens in a new tab)
Where alumni went6 listed
Apply to UC BerkeleyFall 2027
UC Berkeley EECS Computer Science PhD
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- not required
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Confirmed on the program page.
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