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.
Product dimensions: 9.21 (w) x 6.14 (h) x 0.81 (d)
Table of Contents
Pt. I Collaborative Signal Processing Algorithms
1 Collaborative Adaptive Filters for Online Knowledge Extraction and Information Fusion Beth Jelfs Jelfs, Beth Phebe Vayanos Vayanos, Phebe Soroush Javidi Javidi, Soroush Vanessa Su Lee Goh Goh, Vanessa Su Lee Danilo P. Mandie Mandie, Danilo P. 3
2 Wind Modelling and its Possible Application to Control of Wind Farms Yoshito Hirata Hirata, Yoshito Hideyuki Suzuki Suzuki, Hideyuki Kazuyuki Aihara Aihara, Kazuyuki 23
3 Hierarchical Filters in a Collaborative Filtering Framework for System Identification and Knowledge Retrieval Christos Boukis Boukis, Christos Anthony G. Constantinides Constantinides, Anthony G. 37
4 Acoustic Parameter Extraction From Occupied Rooms Utilizing Blind Source Separation Yonggang Zhang Zhang, Yonggang Jonathon A. Chambers Chambers, Jonathon A. 55
Pt. II Signal Processing for Source Localization
5 Sensor Network Localization Using Least Squares Kernel Regression Anthony Kuh Kuh, Anthony Chaopin Zhu Zhu, Chaopin 77
6 Adaptive Localization in Wireless Networks Henning Lenz Lenz, Henning Bruno Betoni Parodi Parodi, Bruno Betoni Hui Wang Hui, Wang Andrei Szabo Szabo, Andrei Joachim Bamberger Bamberger, Joachim Dragan Obradovic Obradovic, Dragan Joachim Horn Horn, Joachim Uwe D. Hanebeck Hanebeck, Uwe D. 97
7 Signal Processing Methods for Doppler Radar Heart Rate Monitoring Anders Host-Madsen Host-Madsen, Anders Nicolas Petrochilos Petrochilos, Nicolas Olga Boric-Lubecke Boric-Lubecke, Olga Victor M. Lubecke Lubecke, Victor M. Byung-Kwon Park Park, Byung-Kwon Qin Zhou Qin, Zhou 121
8 Multimodal Fusion for Car Navigation Systems Dragan Obradovic Obradovic, Dragan Henning Lenz Lenz, Henning MarkusSchupfner Schupfner, Markus Kai Heesche Heesche, Kai 141
Pt. III Information Fusion in Imaging
9 Cue and Sensor Fusion for Independent Moving Objects Detection and Description in Driving Scenes N. Chumerin Chumerin, N. M. M. Van Hulle Van Hulle, M. M. 161
10 Distributed Vision Networks for Human Pose Analysis Hamid Aghajan Aghajan, Hamid Chen Wu Chen, Wu Richard Kleihorst Kleihorst, Richard 181
11 Skin Color Separation and Synthesis for E-Cosmetics Norimichi Tsumura Tsumura, Norimichi Nobutoshi Ojima Ojima, Nobutoshi Toshiya Nakaguchi, Yoichi Miyake 201
12 ICA for Fusion of Brain Imaging Data Vince D. Calhoun Calhoun, Vince D. Tulay Adali Adali, Tulay 221
Pt. IV Knowledge Extraction in Brain Science
13 Complex Empirical Mode Decomposition for Multichannel Information Fusion Danilo P. Mandic Mandic, Danilo P. George Souretis Souretis, George Wai Yie Leong Leong, Wai Yie David Looney Looney, David Marc M. Van Hulle Van Hulle, Marc M. Toshihisa Tanaka Tanaka, Toshihisa 243
14 Information Fusion for Perceptual Feedback: A Brain Activity Sonification Approach Tomasz M. Rutkowski Rutkowski, Tomasz M. Andrzej Cichocki Cichocki, Andrzej Danilo P. Mandic Mandic, Danilo P. 261
15 Advanced EEG Signal Processing in Brain Death Diagnosis Jianting Cao Cao, Jianting Zhe Chen Zhe, Chen 275
16 Automatic Knowledge Extraction: Fusion of Human Expert Ratings and Biosignal Features for Fatigue Monitoring Applications Martin Golz Golz, Martin David Sommer Sommer, David 299
More About This Textbook
Overview
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.
Product Details
Table of Contents
Pt. I Collaborative Signal Processing Algorithms
1 Collaborative Adaptive Filters for Online Knowledge Extraction and Information Fusion Beth Jelfs Jelfs, Beth Phebe Vayanos Vayanos, Phebe Soroush Javidi Javidi, Soroush Vanessa Su Lee Goh Goh, Vanessa Su Lee Danilo P. Mandie Mandie, Danilo P. 3
2 Wind Modelling and its Possible Application to Control of Wind Farms Yoshito Hirata Hirata, Yoshito Hideyuki Suzuki Suzuki, Hideyuki Kazuyuki Aihara Aihara, Kazuyuki 23
3 Hierarchical Filters in a Collaborative Filtering Framework for System Identification and Knowledge Retrieval Christos Boukis Boukis, Christos Anthony G. Constantinides Constantinides, Anthony G. 37
4 Acoustic Parameter Extraction From Occupied Rooms Utilizing Blind Source Separation Yonggang Zhang Zhang, Yonggang Jonathon A. Chambers Chambers, Jonathon A. 55
Pt. II Signal Processing for Source Localization
5 Sensor Network Localization Using Least Squares Kernel Regression Anthony Kuh Kuh, Anthony Chaopin Zhu Zhu, Chaopin 77
6 Adaptive Localization in Wireless Networks Henning Lenz Lenz, Henning Bruno Betoni Parodi Parodi, Bruno Betoni Hui Wang Hui, Wang Andrei Szabo Szabo, Andrei Joachim Bamberger Bamberger, Joachim Dragan Obradovic Obradovic, Dragan Joachim Horn Horn, Joachim Uwe D. Hanebeck Hanebeck, Uwe D. 97
7 Signal Processing Methods for Doppler Radar Heart Rate Monitoring Anders Host-Madsen Host-Madsen, Anders Nicolas Petrochilos Petrochilos, Nicolas Olga Boric-Lubecke Boric-Lubecke, Olga Victor M. Lubecke Lubecke, Victor M. Byung-Kwon Park Park, Byung-Kwon Qin Zhou Qin, Zhou 121
8 Multimodal Fusion for Car Navigation Systems Dragan Obradovic Obradovic, Dragan Henning Lenz Lenz, Henning MarkusSchupfner Schupfner, Markus Kai Heesche Heesche, Kai 141
Pt. III Information Fusion in Imaging
9 Cue and Sensor Fusion for Independent Moving Objects Detection and Description in Driving Scenes N. Chumerin Chumerin, N. M. M. Van Hulle Van Hulle, M. M. 161
10 Distributed Vision Networks for Human Pose Analysis Hamid Aghajan Aghajan, Hamid Chen Wu Chen, Wu Richard Kleihorst Kleihorst, Richard 181
11 Skin Color Separation and Synthesis for E-Cosmetics Norimichi Tsumura Tsumura, Norimichi Nobutoshi Ojima Ojima, Nobutoshi Toshiya Nakaguchi, Yoichi Miyake 201
12 ICA for Fusion of Brain Imaging Data Vince D. Calhoun Calhoun, Vince D. Tulay Adali Adali, Tulay 221
Pt. IV Knowledge Extraction in Brain Science
13 Complex Empirical Mode Decomposition for Multichannel Information Fusion Danilo P. Mandic Mandic, Danilo P. George Souretis Souretis, George Wai Yie Leong Leong, Wai Yie David Looney Looney, David Marc M. Van Hulle Van Hulle, Marc M. Toshihisa Tanaka Tanaka, Toshihisa 243
14 Information Fusion for Perceptual Feedback: A Brain Activity Sonification Approach Tomasz M. Rutkowski Rutkowski, Tomasz M. Andrzej Cichocki Cichocki, Andrzej Danilo P. Mandic Mandic, Danilo P. 261
15 Advanced EEG Signal Processing in Brain Death Diagnosis Jianting Cao Cao, Jianting Zhe Chen Zhe, Chen 275
16 Automatic Knowledge Extraction: Fusion of Human Expert Ratings and Biosignal Features for Fatigue Monitoring Applications Martin Golz Golz, Martin David Sommer Sommer, David 299
Index 317