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Dr. Thomas Navin Lal

Room number:	217
E-Mail:	navin.lal

Thomas Navin Lal

Position: Research Scientist Unit: Alumni Schölkopf

Publications

Articles (4):
•	Hinterberger T , Widmann G , Lal TN , Hill J , Tangermann M , Rosenstiel W , Schölkopf B , Elger CE and Birbaumer N (August-2008) Voluntary Brain Regulation and Communication with ECoG-Signals Epilepsy and Behavior 13(2) 300-306.
•	Hill NJ , Lal TN , Schröder M , Hinterberger T , Wilhelm B , Nijboer F , Mochty U , Widman G , Elger CE , Schölkopf B , Kübler A and Birbaumer N (June-2006) Classifying EEG and ECoG Signals without Subject Training for Fast BCI Implementation: Comparison of Non-Paralysed and Completely Paralysed Subjects IEEE Transactions on Neural Systems and Rehabilitation Engineering 14(2) 183-186.
•	Schröder M , Lal TN , Hinterberger T , Bogdan M , Hill J , Birbaumer N , Rosenstiel W and Schölkopf B (2005) Robust EEG Channel Selection Across Subjects for Brain Computer Interfaces EURASIP Journal on Applied Signal Processing 2005(19, Special Issue: Trends in Brain Computer Interfaces) 3103-3112.
•	Lal TN , Schröder M , Hinterberger T , Weston J , Bogdan M , Birbaumer N and Schölkopf B (June-2004) Support Vector Channel Selection in BCI IEEE Transactions on Biomedical Engineering 51(6) 1003-1010.
Conference papers (13):
•	Farquhar J , Hill NJ , Lal TN and Schölkopf B (September-2006) Regularised CSP for Sensor Selection in BCI In: Proceedings of the 3rd International Brain-Computer Interface Workshop and Training Course 2006, 3rd International Brain-Computer Interface Workshop and Training Course 2006, Verlag der Technischen Universität Graz, Graz, Austria, 14-15.
•	Hill NJ , Farquhar J , Lal TN and Schölkopf B (September-2006) Time-Dependent Demixing of Task-Relevant EEG Signals In: Proceedings of the 3rd International Brain-Computer Interface Workshop and Training Course 2006, 3rd International Brain-Computer Interface Workshop and Training Course 2006, Verlag der Technischen Universität Graz, Graz, Austria, 20-21.
•	Hill NJ , Lal TN , Bierig K , Birbaumer N and Schölkopf B (July-2005) An Auditory Paradigm for Brain-Computer Interfaces In: Advances in Neural Information Processing Systems 17, Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 569-576.
•	Lal TN , Hinterberger T , Widman G , Schröder M , Hill J , Rosenstiel W , Elger CE , Schölkopf B and Birbaumer N (July-2005) Methods Towards Invasive Human Brain Computer Interfaces In: Advances in Neural Information Processing Systems 17, Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 737-744.
•	Lal TN , Schröder M , Hill J , Preissl H , Hinterberger T , Mellinger J , Bogdan M , Rosenstiel W , Hofmann T , Birbaumer N and Schölkopf B (2005) A Brain Computer Interface with Online Feedback based on Magnetoencephalography ICML Bonn, 465.
•	Hill J , Lal TN , Bierig K , Birbaumer N and Schölkopf B (December-2004) Attentional Modulation of Auditory Event-Related Potentials in a Brain-Computer Interface In: BioCAS04, 2004 IEEE International Workshop on Biomedical Circuits and Systems, IEEE Computer Society, Los Alamitos, CA, USA, 1-4.
•	Zhou D , Bousquet O , Lal TN , Weston J and Schölkopf B (June-2004) Learning with Local and Global Consistency In: Advances in Neural Information Processing Systems 16, Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), MIT Press, Cambridge, MA, USA, 321-328.
•	Schröder M , Lal TN , Bogdan M and Schölkopf B (2004) EEG Channel Selection for Brain Computer Interface Systems Based on Support Vector Methods Proceedings of the 7th Tübingen Perception Conference, 50-50.
•	Hein H , Lal TN and Bousquet O (2004) Hilbertian Metrics on Probability Measures and their Application in SVM's Pattern Recognition, Proceedings of th 26th DAGM Symposium, 3175, 270-277.
•	Hill NJ , Lal TN , Schröder M , Hinterberger T , Birbaumer N and Schölkopf B (2004) Selective Attention to Auditory Stimuli: A Brain-Computer Interface Paradigm Proceedings of the 7th Tübingen Perception Conference, 102-102.
•	Frontzek T , Lal TN and Eckmiller R (2001) Learning and Prediction of the Nonlinear Dynamics of Biological Neurons with Support Vector Machines Proceedings of the International Conference on Artificial Neural Networks (ICANN'2001), 390-398.
•	Frontzek T , Lal TN and Eckmiller R (2001) Predicting the Nonlinear Dynamics of Biological Neurons using Support Vector Machines with Different Kernels Proceedings of the International Joint Conference on Neural Networks (IJCNN'2001) Washington DC, 2, 1492-1497.
•	Frontzek T , Lal TN and Eckmiller R (2001) Towards Learning Path Planning for Solving Complex Robot Tasks Proceedings of the International Conference on Artificial Neural Networks (ICANN'2001) Vienna, 943-950.
Contributions to books (4):
•	Hinterberger T , Nijboer F , Kübler A , Matuz T , Furdea A , Mochty U , Jordan M , Lal TN , Hill J , Mellinger J , Bensch M , Tangermann M , Widman G , Elger CE , Rosenstiel W , Schölkopf B and Birbaumer N : Brain-Computer Interfaces for Communication in Paralysis: A Clinical Experimental Approach, 43-64. In: Toward Brain-Computer Interfacing, (Ed) G. Dornhege, MIT Press, Cambridge, MA, USA, (September-2007).
•	Hill NJ , Lal TN , Tangermann M , Hinterberger T , Widman G , Elger CE , Schölkopf B and Birbaumer N : Classifying Event-Related Desynchronization in EEG, ECoG and MEG signals, 235-260. In: Toward Brain-Computer Interfacing, (Ed) G. Dornhege, MIT Press, Cambridge, MA, USA, (September-2007).
•	Lal TN , Chapelle O and Schölkopf B : Combining a Filter Method with SVMs, 439-446. In: Feature Extraction: Foundations and Applications, (Ed) I. Guyon, Springer, Berlin, Germany, (2006).
•	Lal TN , Chapelle O , Weston J and Elisseeff A : Embedded methods, 137-165. In: Feature Extraction: Foundations and Applications, (Ed) I. Guyon, Springer, Berlin, Germany, (2006).
Technical reports (2):
•	Lal TN , Schröder M , Hinterberger T , Weston J , Bogdan M , Birbaumer N and Schölkopf B : Support Vector Channel Selection in BCI, 120, Max Planck Institute for Biological Cybernetics, Tuebingen, Germany, (December-2003).
•	Zhou D , Bousquet O , Lal TN , Weston J and Schölkopf B : Learning with Local and Global Consistency, 112, Max Planck Institute for Biological Cybernetics, Tuebingen, Germany, (June-2003).
Posters (3):
•	Hill NJ , Schröder M , Lal TN and Schölkopf B (June-14-2005): Comparative evaluation of Independent Components Analysis algorithms for isolating target-relevant information in brain-signal classification, Brain-Computer Interface Technology, 3 95.
•	Hinterberger T , Wilhelm B , Veit R , Weiskopf N , Lal TN and Birbaumer N (2004): Neural mechanisms underlying control of a Brain-Computer-Interface (BCI): Simultaneous recording of bold-response and EEG.
•	Frontzek T , Gutzen C , Lal TN , Heinzel H-G , Eckmiller R and Böhm H (2001): Modeling the Dynamics of Individual Neurons of the Stomatogastric Networks with Support Vector Machines, Abstract Proceedings of the 6th International Congress of Neuroethology (ICN'2001) Bonn, abstract 404.
Theses (2):
•	Lal TN : Machine Learning Methods for Brain-Computer Interdaces, MPI / University of Darmstadt, Darmstadt, (September-2005). PhD thesis ISBN Logos Verlag Berlin MPI Series in Biological Cybernetics, Bd. 12 ISBN 3-8325-1048-6
•	Lal TN : Support Vector Machines: Theorie und Anwendung auf Prädiktion epileptischer Anfälle auf der Basis von EEG-Daten, Institut für Angewandte Mathematik, Universität Bonn, (2001). Diplom thesis
Talks (1):
•	Bensch M , Bogdan M , Hill NJ , Lal TN , Rosenstiel W , Schölkopf B and Schröder M (June-14-2005): Machine-Learning Approaches to BCI in Tübingen, Brain-Computer Interface Technology, Rensselaerville, New York.