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Deniz Gencaga

Member since: Nov 01, 2010, ATC

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  • Estimation and Bias Correction of Aerosol Abundance using Data-driven Machine Learning and Remote Sensing

    A Publication, Deniz Gencaga's Collection - 10 years ago

    Shared By: Deniz Gencaga

    Abstract—Air quality information is increasingly becoming a public health concern, since some of the aerosol particles pose harmful effects to peoples health. One widely available ...

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  • Bayesian Separation of Non-Stationary Mixtures of Dependent Gaus

    A Publication, Deniz Gencaga's Collection - 12 years, 9 months ago

    Shared By: Deniz Gencaga

    In this work, we propose a novel approach to perform Dependent Component Analysis (DCA). DCA can be thought as the separation of latent, dependent sources ...

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  • Estimation of Time-Varying Autoregressive Symmetric Alpha Stable

    A Publication, Deniz Gencaga's Collection - 13 years, 4 months ago

    Shared By: Deniz Gencaga

    In the last decade alpha-stable distributions have become a standard model for impulsive data. Especially the linear symmetric alpha-stable processes have found applications in various ...

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  • On The Performance Comparison of Gradient Type Joint-Process Est

    A Publication, Deniz Gencaga's Collection - 13 years, 4 months ago

    Shared By: Deniz Gencaga

    In adaptive signal processing, joint process estimation plays an important role in various estimation problems. It is well known that a joint process estimator consists ...

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  • SAR Image Enhancement using Particle Filters

    A Publication, Deniz Gencaga's Collection - 12 years, 9 months ago

    Shared By: Deniz Gencaga

    In this paper, we propose a novel approach to reduce the noise in Synthetic Aperture Radar (SAR) images using particle filters. Interpretation of SAR images ...

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  • Estimation of Time-Varying Autoregressive Symmetric Alpha Stable

    A Publication, Deniz Gencaga's Collection - 12 years, 9 months ago

    Shared By: Deniz Gencaga

    In this work, we propose a novel method to model time-varying autoregressive impulsive signals, which possess Symmetric Alpha Stable distributions. The proposed method is composed ...

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  • Information-Theoretic Methods for Identifying Relationships amon

    A Publication, Deniz Gencaga's Collection - 12 years, 9 months ago

    Shared By: Deniz Gencaga

    Information-theoretic quantities, such as entropy, are used to quantify the amount of information a given variable provides. Entropies can be used together to compute the ...

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  • Characterization of Interstellar Organic Molecules

    A Publication, Deniz Gencaga's Collection - 12 years, 9 months ago

    Shared By: Deniz Gencaga

    Understanding the origins of life has been one of the greatest dreams throughout history. It is now known that star-forming regions contain complex organic molecules, ...

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  • Modeling of non-stationary autoregressive alpha-stable processe

    A Publication, Deniz Gencaga's Collection - 12 years, 6 months ago

    Shared By: Deniz Gencaga

    In the literature, impulsive signals are mostly modeled by symmetric alpha-stable processes. To represent their temporal dependencies, usually autoregressive models with time-invariant coefficients are utilized. ...

    meatball
  • Estimation of Time Varying Autoregressive Symmetric Alpha Stable

    A Publication, Deniz Gencaga's Collection - 12 years, 9 months ago

    Shared By: Deniz Gencaga

    In this work, we present a novel method for modeling time-varying autoregressive impulsive signals driven by symmetric alpha stable distributions. The proposed method can be ...

    meatball

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