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Introduces the expectation-maximization (EM) algorithm and provides an intuitive and mathematically rigorous understanding of this method. The book de...Lees meer
Provides a historical overview of deep learning and focuses on its applications in object recognition, detection, and segmentation, which are key chal...Lees meer
Bivariate Markov processes play a central role in the theory and applications of estimation, control, queuing, biomedical engineering, and reliability...Lees meer
Offers an exhaustive review of the state-of-the-art wireless methods that are specifically designed to support Machine Learning (ML) services over dis...Lees meer
Considers the estimation of covariance matrices in non-standard conditions including heavy-tailed distributions and outlier contamination. Prior knowl...Lees meer
Provides an overview of general deep learning methodology and its applications to a variety of signal and information processing tasks. This is a time...Lees meer
Offers a gentle and novel introduction to Reproducing Kernel Hilbert Spaces theory. The book also presents several classical applications, and conclud...Lees meer
Introduces and reviews Sparse Sensing, a technique that is proving to be an efficient and cost-effective method for data collection. The book provides...Lees meer
Explores the fundamental subject of source coding. Based on a simple and accessible presentation of the fundamentals of information and rate distortio...Lees meer
Introduces the fundamentals of Markovian modeling in image segmentation as well as providing a brief overview of recent advances in the field. Segment...Lees meer
Offers an introduction to redundant signal representations called frames. These representations have recently emerged as a powerful tool in the signal...Lees meer
Explores investment in financial assets treated as a signal processing and optimization problem. The book explores such connections and capitalizes on...Lees meer
A handbook of known formulas which directly relate to information measures and estimation measures. This book provides intuition and draws connections...Lees meer
Provides an overview of the low-dimensional models of structure signals, along with its relevant theories and low-complexity algorithms of signal reco...Lees meer
Discusses methods to improve the accuracy of unbiased estimators used in many signal processing problems. At the heart of the proposed methodology is ...Lees meer
The second part of the two-part monograph Fundamentals of Source and Video Coding. This part describes the application of the techniques described in ...Lees meer
Provides a survey, tutorial development, and discussion of four highly stylized examples of sensing and decision making in social networks: social lea...Lees meer