G
Gert Cauwenberghs
Researcher at University of California, San Diego
Publications - 431
Citations - 15653
Gert Cauwenberghs is an academic researcher from University of California, San Diego. The author has contributed to research in topics: Very-large-scale integration & CMOS. The author has an hindex of 54, co-authored 412 publications receiving 13605 citations. Previous affiliations of Gert Cauwenberghs include Johns Hopkins University School of Medicine & United States Department of the Army.
Papers
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Journal ArticleDOI
Neuromorphic Silicon Neuron Circuits
Giacomo Indiveri,Bernabe Linares-Barranco,Tara Julia Hamilton,André van Schaik,Ralph Etienne-Cummings,Tobi Delbruck,Shih-Chii Liu,Piotr Dudek,Philipp Hafliger,Sylvie Renaud,Johannes Schemmel,Gert Cauwenberghs,John V. Arthur,Kai Hynna,Fopefolu Folowosele,Sylvain Saïghi,Teresa Serrano-Gotarredona,Jayawan H B Wijekoon,Yingxue Wang,Kwabena Boahen +19 more
TL;DR: The most common building blocks and techniques used to implement these circuits, and an overview of a wide range of neuromorphic silicon neurons, which implement different computational models, ranging from biophysically realistic and conductance-based Hodgkin–Huxley models to bi-dimensional generalized adaptive integrate and fire models.
Proceedings Article
Incremental and Decremental Support Vector Machine Learning
Gert Cauwenberghs,Tomaso Poggio +1 more
TL;DR: An on-line recursive algorithm for training support vector machines, one vector at a time, is presented and interpretation of decremental unlearning in feature space sheds light on the relationship between generalization and geometry of the data.
Journal ArticleDOI
Dry-Contact and Noncontact Biopotential Electrodes: Methodological Review
TL;DR: This paper explores the use of dry/noncontact electrodes for clinical use by first explaining the electrical models for dry, insulated and noncontact electrodes and show the performance limits, along with measured data and an extensive review of the latest dry electrode developments in the literature.
Journal ArticleDOI
Real-Time Neuroimaging and Cognitive Monitoring Using Wearable Dry EEG
Tim Mullen,Christian Kothe,Yu M. Chi,Alejandro Ojeda,Trevor Kerth,Scott Makeig,Tzyy-Ping Jung,Gert Cauwenberghs +7 more
TL;DR: This paper is the first validated application of real-time cortical connectivity analysis and cognitive state classification from highdensity wearable dry EEG to 64-channel dry EEG, addressing a need for robust real- time measurement and interpretation of complex brain activity in the dynamic environment of the wearable setting.
Proceedings ArticleDOI
Real-time modeling and 3D visualization of source dynamics and connectivity using wearable EEG
Tim Mullen,Christian Kothe,Yu M. Chi,Alejandro Ojeda,Trevor Kerth,Scott Makeig,Gert Cauwenberghs,Tzyy-Ping Jung +7 more
TL;DR: This report summarizes the recent efforts to deliver real-time data extraction, preprocessing, artifact rejection, source reconstruction, multivariate dynamical system analysis (including spectral Granger causality) and 3D visualization as well as classification within the open-source SIFT and BCILAB toolboxes.