{"product_id":"signal-processing-and-networking-for-big-data-applications-hardback-9781107124387","title":"Signal Processing and Networking for Big Data Applications (Hardback) 9781107124387","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eSignal Processing and Networking for Big Data Applications\u003c\/font\u003e\u003cbr\u003e\r\n\r\n\r\n\u003c\/p\u003e\n\u003cp\u003e\u003cem\u003eThis unique text helps make sense of big data using signal processing techniques, in applications including machine learning, networking, and energy systems.\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003cp\u003e\u003cfont size=\"4\"\u003eZhu Han (Author), Mingyi Hong (Author), Dan Wang (Author)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9781107124387, Cambridge University Press\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eHardback, published 27 April 2017\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e474 pages, 91 b\/w illus.  11 tables\u003cbr\u003e25.3 x 17.9 x 2.2 cm, 0.89 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cem\u003e\u003cfont size=\"3\"\u003e'A very nice balanced treatment over two large-scale signal processing aspects: mathematical backgrounds versus big data applications, with a strong flavor of distributed optimization and computation.' Shuguang Cui, University of California, Davis\u003c\/font\u003e\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003eThis unique text helps make sense of big data in engineering applications using tools and techniques from signal processing. It presents fundamental signal processing theories and software implementations, reviews current research trends and challenges, and describes the techniques used for analysis, design and optimization. Readers will learn about key theoretical issues such as data modelling and representation, scalable and low-complexity information processing and optimization, tensor and sublinear algorithms, and deep learning and software architecture, and their application to a wide range of engineering scenarios. Applications discussed in detail include wireless networking, smart grid systems, and sensor networks and cloud computing. This is the ideal text for researchers and practising engineers wanting to solve practical problems involving large amounts of data, and for students looking to grasp the fundamentals of big data analytics.\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003ePart I. Overview of Big Data Applications: 1. Introduction\u003cbr\u003e 2. Data parallelism: the supporting architecture\u003cbr\u003e Part II. Methodology and Mathematical Background: 3. First order methods\u003cbr\u003e 4. Sparse optimization\u003cbr\u003e 5. Sublinear algorithms\u003cbr\u003e 6. Tensor for big data\u003cbr\u003e 7. Deep learning and applications\u003cbr\u003e Part III. Big Data Applications: 8. Compressive sensing based big data analysis\u003cbr\u003e 9. Distributed large-scale optimization\u003cbr\u003e 10. Optimization of finite sums\u003cbr\u003e 11. Big data optimization for communication networks\u003cbr\u003e 12. Big data optimization for smart grid systems\u003cbr\u003e 13. Processing large data set in MapReduce\u003cbr\u003e 14. Massive data collection using wireless sensor networks.\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Signal processing [\u003ca title=\"See our other books on Signal processing\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Signal%20processing%20%5BUYS%5D%22\"\u003eUYS\u003c\/a\u003e], Communications engineering \/ telecommunications [\u003ca title=\"See our other books on Communications engineering \/ telecommunications\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Communications%20engineering%20\/%20telecommunications%20%5BTJK%5D%22\"\u003eTJK\u003c\/a\u003e], Information theory [\u003ca title=\"See our other books on Information theory\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Information%20theory%20%5BGPF%5D%22\"\u003eGPF\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Cambridge University Press","offers":[{"title":"Default Title","offer_id":46004872806680,"sku":"9781107124387","price":98.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/products\/9781107124387i_20aed076-4efb-434c-a5d0-ef36a897aad1.jpg?v=1696793538","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/signal-processing-and-networking-for-big-data-applications-hardback-9781107124387","provider":"Freshly Printed Books","version":"1.0","type":"link"}