Parameters estimation, independent component analysis, latent variable analysis, blind source separation and blind equalization, source localization methods, generic tools for statistical signal processing
Department:
School of Electrical Engineering
Faculty:
Engineering
Tel Aviv University
Prof. Yeredor Arie
My areas of Interest:
Statistical Signal Processing and Estimation Theory:
- Blind Source Separation (BSS) and Independent Component Analysis (ICA)
- Hessians of the log characteristic function (“Charrelation Matrices”) as an alternative to classical High-Order Statistics
- Passive time-delay estimation for multiple signals with multiple sensors
- Passive time-delay estimation in the presence of multipath
- Spectral estimation from partial data
- Sparsity-based signal processing and system identification
- Estimation in impulsive noise
- Extended Least Squares (XLS) estimation
- Non-asymptotic performance analysis
Linear-Algebraic Tools in Signal Processing:
- Total Least Squares (TLS) and Errors-In-Variables (EIV) modeling
- Structured Total Least Squares (STLS) and related algorithms
- Algorithms for approximate joint diagonalization
- Optimal weighting in approximate joint diagonalization