| Description |
1 online resource (xxii, 320 pages) : illustrations |
| Series |
Information technology--transmission, processing, and storage |
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Information technology--transmission, processing, and storage.
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| Contents |
pt. I Collaborative Signal Processing Algorithms -- 1 Collaborative Adaptive Filters for Online Knowledge Extraction and Information Fusion / Beth Jelfs, Phebe Vayanos, Soroush Javidi, Vanessa Su Lee Goh and Danilo P. Mandie -- 2 Wind Modelling and its Possible Application to Control of Wind Farms / Yoshito Hirata, Hideyuki Suzuki and Kazuyuki Aihara -- 3 Hierarchical Filters in a Collaborative Filtering Framework for System Identification and Knowledge Retrieval / Christos Boukis and Anthony G. Constantinides -- 4 Acoustic Parameter Extraction From Occupied Rooms Utilizing Blind Source Separation / Yonggang Zhang and Jonathon A. Chambers -- pt. II Signal Processing for Source Localization -- 5 Sensor Network Localization Using Least Squares Kernel Regression / Anthony Kuh and Chaopin Zhu -- 6 Adaptive Localization in Wireless Networks / Henning Lenz, Bruno Betoni Parodi, Hui Wang, Andrei Szabo, Joachim Bamberger, Dragan Obradovic, Joachim Horn and Uwe D. Hanebeck -- 7 Signal Processing Methods for Doppler Radar Heart Rate Monitoring / Anders Host-Madsen, Nicolas Petrochilos, Olga Boric-Lubecke, Victor M. Lubecke, Byung-Kwon Park and Qin Zhou -- 8 Multimodal Fusion for Car Navigation Systems / Dragan Obradovic, Henning Lenz, Markus Schupfner and Kai Heesche -- pt. III Information Fusion in Imaging -- 9 Cue and Sensor Fusion for Independent Moving Objects Detection and Description in Driving Scenes / N. Chumerin and M.M. Van Hulle -- 10 Distributed Vision Networks for Human Pose Analysis / Hamid Aghajan, Chen Wu and Richard Kleihorst -- 11 Skin Color Separation and Synthesis for E-Cosmetics / Norimichi Tsumura, Nobutoshi Ojima and Toshiya Nakaguchi, Yoichi Miyake -- 12 ICA for Fusion of Brain Imaging Data / Vince D. Calhoun and Tulay Adali -- pt. IV Knowledge Extraction in Brain Science -- 13 Complex Empirical Mode Decomposition for Multichannel Information Fusion / Danilo P. Mandic, George Souretis, Wai Yie Leong, David Looney, Marc M. Van Hulle and Toshihisa Tanaka -- 14 Information Fusion for Perceptual Feedback: A Brain Activity Sonification Approach / Tomasz M. Rutkowski, Andrzej Cichocki and Danilo P. Mandic -- 15 Advanced EEG Signal Processing in Brain Death Diagnosis / Jianting Cao and Zhe Chen -- 16 Automatic Knowledge Extraction: Fusion of Human Expert Ratings and Biosignal Features for Fatigue Monitoring Applications / Martin Golz and David Sommer |
| Summary |
This state-of-the-art resource brings together the latest findings from the cross-fertilization of signal processing, machine learning and computer science. The emphasis is on demonstrating synergy of different signal processing methods with knowledge extraction and heterogeneous information fusion. Issues related to the processing of signals with low signal-to-noise ratio, solving real-world multi-channel problems, and using adaptive techniques where nonstationarity, uncertainty and complexity play major roles are addressed. Particular methods include Independent Component Analysis, Support Vector Machines, Distributed and Collaborative Adaptive Filtering, Empirical Mode Decomposition, Self Organizing Maps, Fuzzy Logic, Evolutionary Algorithms and several others used frequently in these fields. Also included are both important and novel applications from telecommunications, renewable energy and biomedical engineering. Signal Processing Techniques for Knowledge Extraction and Information Fusion which proposes new techniques for extracting knowledge based on combining heterogeneous information sources is an excellent reference for professionals in signal and image processing, machine learning, data and sensor fusion, computational intelligence, knowledge discovery, pattern recognition, and environmental science and engineering |
| Bibliography |
Includes bibliographical references and index |
| Notes |
Print version record |
| In |
Springer eBooks |
| Subject |
Signal processing -- Digital techniques.
|
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Signal processing -- Digital techniques -- Industrial applications
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Data mining -- Methodology
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Information retrieval -- Methodology
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Multisensor data fusion.
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Telecommunication.
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telecommunications.
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COMPUTERS -- Information Theory.
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TECHNOLOGY & ENGINEERING -- Signals & Signal Processing.
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Signal processing -- Digital techniques -- Industrial applications.
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Data mining -- Methodology.
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Information retrieval -- Methodology.
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Multisensor data fusion.
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Signal processing -- Digital techniques.
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Ingénierie.
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Multisensor data fusion
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Signal processing -- Digital techniques
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Signal processing -- Digital techniques -- Industrial applications
|
| Form |
Electronic book
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| Author |
Mandic, Danilo P.
|
| LC no. |
2007941602 |
| ISBN |
9780387743677 |
|
0387743677 |
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9780387743660 |
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0387743669 |
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