- M.D. 1964 Hadassah Medical School, Hebrew University, Jerusalem
- D.I.C. 1970 Biomedical Engineering, Imperial College of Science and Technology, London
- D.Sc. 1975 Electrical Engineering, Technion-IIT, Haifa
About me:Professor Isak Gath was born in Israel in 1937. He joined the Technion-IIT in 1975, and was appointed a Full Professor of Biomedical Engineering in 1991. During 1981 he was a Research Fellow at the Monakow Laboratory, University of Zurich, Switzerland. During 1989-1990 he was Professor of Applied Mathematics (held a Chair 'ChaireMunicipale' ) at the Department of Computer Science and Applied Mathematics, the University of Grenoble, and from September 1995-February 1996 he was invited professor at the same department. From September 1999-February 2000 he was a Visiting Professor at Oak Ridge National Laboratory, Oak Ridge, USA. From Feb. 2005-Sept. 2005 Professor (Invited), Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Warsaw. Professor Gath is the coordinator of the Biological Signal Processing Laboratory
Field of research:Signal processing; pattern recognition of biological signals
Research Interests:One focus of our research program is on speech processing, with a special stress on the biological aspects of speech. We are interested in the mechanism by which human listeners achieve speaker recognition. An analysis/synthesis model of the speech production system has been implemented, in order to study the effects of various speech parameters on the rate of speaker recognition (using psycho-acoustic experiments). We are also studying the effects of mental stress on speech. An experimental paradigm was developed, where speech could be recorded under stress and under control conditions. The results of this experiment could be applied to a speech-based lie detector. A third project involves the study of speech imitation for voice-based security systems, with the aim of improving imposter detection rates Another field of interest is fuzzy clustering, its theoretical considerations, and its applications. We have developed and are continuing to develop fuzzy clustering algorithms for the detection and characterization of the geometry of convex and non-convex, well-separated or overlapping substructures in the data. This research has relevance for image processing (segmentation, edge detection, 3-D reconstruction from medical imaging etc), for signal processing (estimation of the glottal wave in speech processing, EEG analysis etc ) and for machine vision. Application of these clustering and fuzzy clustering techniques may eventually be extended to other areas in engineering.
- Gath, I., Harris, B., Salant, Y., Henriksen, O., Feuerstein, C. and Rondouin, G. Processing of epileptic EEG. In: Gath, I. and Inbar, G. (eds) Advances in Processing and Pattern Analysis of Biological Signals. Plenum, New York, pp. 59-71, 1996.
- Harel, T., Gath, I. and Ben-Haim, S. System response of the sino-atrial node during vagal stimulation. Physiological Measurement, 19:1-9, 1998.
- Salant, Y., Gath, I. and Henriksen, O. Prediction of epileptic seizures from multichannel EEG. Medical & Biological Eng. & Computing, 36:549-556, 1998.
- Shapira, Y. and Gath, I. A geometrical fuzzy clustering based solution to glottal wave estimation. J. Acoustical Society of America, 104:3070-3079, 1998.
- Shapira, Y. and Gath, I. Feature selection for multiple binary classification problems. Pattern Recognition Letters, 20:823-832, 1999.
- Lavner, Y., Gath, I. and Rosenhouse, J. Acoustic features and perceptive processes in the identification of familiar voices. In print in: Speech Communication, 30:9-26, 2000.
- Lamash, Y., Gath, I. A Comprehensive Feature Selection Method Applied to Pharmacogenetic Data. BIOCOMP 2009: 290-294.
- Braunstain E, Gath, I, Combined supervised / unsupervised Algorithm for skin detection: a preliminary phase for face detection, ICIAP , 351-360, 2013.
- Braunstain, E., Gath, I. A new robust color descriptor for face detection, ICPRAM, 13-21, 2015.
- Levy, O., Gath I. Effects of mating patterns on genealogical trees: assessment of the high carrier rate of Familial Mediterranean Fever in rural Israeli districts, J Theoretical Biol 443: 92-99, 2018.