Signal processing theory and machine learning - Diniz, Paulo Sergio Ramirez 1956-; Suykens, Johan A. K.; Chellappa, Rama; Theodoridis, Sergios 1951- (Kidlington, Oxford Academic Press, 2014)
Introduction to Signal Processing Theory Isabela F. Apolinário and Paulo S.R. Diniz -- Continuous-Time Signals and Systems José Antonio Apolinário Jr. and Carla L. Pagliari -- Discrete-Time Signals and Systems Leonardo G. Baltar and Josef A. Nossek -- Random Signals and Stochastic Processes Luiz Wagner Pereira Biscainho -- Sampling and Quantization Håkan Johansson -- Digital Filter Structures and their Implementation Lars Wanhammar and Ya Jun Yu -- Multirate Signal Processing for Software Radio Architectures Fred Harris, Elettra Venosa and Xiaofei Chen -- Modern Transform Design for Practical Audio/Image/Video Coding Applications Trac D. Tran -- Discrete Multi-Scale Transforms in Signal Processing Yufang Bao and Hamid Krim -- Frames in Signal Processing / Lisandro Lovisolo and Eduardo A.B. da Silva -- Parametric Estimation Suleyman Serdar Kozat and Andrew C. Singer -- Adaptive Filters / Vítor H. Nascimento and Magno T.M. Silva -- Introduction to Machine Learning Johan A.K. Suykens -- Learning Theory Ambuj Tewari and Peter L. Bartlett -- Neural Networks Barbara Hammer -- Kernel Methods and Support Vector Machines John Shawe-Taylor and Shiliang Sun -- Online Learning in Reproducing Kernel Hilbert Spaces Konstantinos Slavakis, Pantelis Bouboulis and Sergios Theodoridis -- Introduction to Probabilistic Graphical Models Franz Pernkopf, Robert Peharz and Sebastian Tschiatschek -- A Tutorial Introduction to Monte Carlo Methods, Markov Chain Monte Carlo and Particle Filtering A. Taylan Cemgil -- Clustering / Dao Lam and Donald C. Wunsch -- Unsupervised Learning Algorithms and Latent Variable Models: PCA/SVD, CCA/PLS, ICA, NMF, etc Andrzej Cichocki -- Semi-Supervised Learning Xueyuan Zhou and Mikhail Belkin -- Sparsity-Aware Learning and Compressed Sensing: An Overview Sergios Theodoridis, Yannis Kopsinis and Konstantinos Slavakis -- Information Based Learning José C. Principe, Badong Chen and Luis G. Sanchez Giraldo -- A Tutorial on Model Selection Enes Makalic, Daniel Francis Schmidt and Abd-Krim Seghouane -- Music Mini
Includes bibliographical references and index.
Electronic reproduction.
Keywords: Signal processing