Search Results - "Digital Signal Processing with Kernel Methods"

Digital Signal Processing with Kernel Methods by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…<p><b> A realistic and comprehensive review of joint approaches to machine learning and signal processing algorithms, with application to…”
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Financial Signal Processing and Machine Learning by Akansu, Ali N, Kulkarni, Sanjeev R, Malioutov, Dmitry M

“…The modern financial industry has been required to deal with large and diverse portfolios in a variety of asset classes often with limited market data…”
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Front Matter by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…The prelims comprise: Half‐Title Page Title Page Copyright Page Table of Contents About the Authors Preface Acknowledgements List of Abbreviations…”
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References by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

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Index by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

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References by Rojo‐Álvarez, José Luis, Martínez‐Ramón, Manel, Muñoz‐Marí, Jordi, Camps‐Valls, Gustau

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Reproducing Kernel Hilbert Space Models for Signal Processing by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…This chapter introduces a set of signal models properly defined in a reproducing kernel Hilbert space (RKHS). Also, it focuses on a class of support vector…”
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A Support Vector Machine Signal Estimation Framework by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…Support vector machine (SVM) were originally conceived as efficient methods for pattern recognition and classification, and the SVR was subsequently proposed…”
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Adaptive Kernel Learning for Signal Processing by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…Adaptive filtering is a central topic in digital signal processing (DSP). By applying linear adaptive filtering principles in the kernel feature space,…”
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Advances in Kernel Regression and Function Approximation by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…Kernel methods constitute a proper framework to tackle regression problems that encompass fitting and regularization. This chapter considers two particularly…”
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From Signal Processing to Machine Learning by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…This chapter reviews the main landmarks of signal processing in the 20th century from the perspective of algorithmic developments. It focuses on…”
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Clustering and Anomaly Detection with Kernels by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…This chapter treats the relevant topic of clustering and anomaly detection with kernels. The field is in the core of machine learning, and has many practical…”
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Signal Processing Models by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…This chapter conveys the ideas from digital signal processing (DSP) to be clearly kept in mind when working on kernel‐based signal processing…”
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Dual Signal Models for Signal Processing by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…This chapter provides discuss on a third set of signal processing algorithms with kernels is introduced: the so‐called dual signal model. In addition,…”
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Kernel Functions and Reproducing Kernel Hilbert Spaces by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…This chapter discusses the fundamental and advanced relevant concepts on Mercer's kernels and reproducing kernel Hilbert spaces (RKHSs). The fundamental…”
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Kernel Feature Extraction in Signal Processing by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…Kernel‐based feature extraction and dimensionality reduction are becoming increasingly important in advanced signal processing. This is particularly…”
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Introduction to Digital Signal Processing by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…Signal processing deals with the representation, transformation, and manipulation of signals and the information they contain. Typical examples include…”
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Support Vector Machine and Kernel Classification Algorithms by Rojo-Álvarez, José Luis, Martínez-Ramón, Manel, Muñoz-Mar&iacute, Jordi, Camps-Valls, Gustau

“…This chapter introduces the basics of support vector machine (SVM) and other kernel classifiers for pattern recognition and detection. It also introduces the…”
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