Opis: Ambient Diagnostics - Yang Cai

Ambient Diagnostics addresses innovative methods for discovering patterns from affordable devices, such as mobile phones, watches, cameras, and game interfaces, to interpret multimedia data for personal health monitoring and diagnosis. This is the first comprehensive textbook on multidisciplinary innovations in affordable healthcare-from sensory fusion, pattern detection, to classification. Connecting the Dots The material in this book combines sensing, pattern recognition, and visual design, and is divided into four parts, which cover fundamentals, multimedia intelligence, pervasive sensors, and crowdsourcing. The author describes basic pattern discovery models, sound, color, motion and video analytics, and pattern discovery from games and social networks. Each chapter contains the material's main concepts, as well as case studies, and extensive study questions. * Contains overviews about diagnostic sensors on mobile phones * Reflects the rapidly growing platforms for remote sensing, gaming, and social networking * Incorporates cognitive tests such as fatigue detection * Includes pseudo code and sample code * Provides vision algorithms and multimedia analytics Covers Multimedia Intelligence Extensively Ambient Diagnostics includes concepts for ambient technologies such as point-and-search, the pill camera, active sensing with Kinect, digital human labs, negative and relative feature spaces, and semantic representations. The book also introduces methods for collective intelligence from online video games and social media.Part I. Fundamentals Introduction What is Ambient Diagnostics? Diagnostic Models Multimedia Intelligence Crowd Sourcing Soft Sensors Science of Simplicity Personal Diagnoses Basic Algorithms Basic Tools Summary Problems Transformation Early Discoveries of Heartbeat Patterns Transforms, Features, and Attributes Sequential Features Spatiotemporal Features Shape Features Imagery Features Frequency Domain Features Multi-Resolution Features Summary Problems Pattern Recognition Similarities and Distances Clustering Methods Classification Methods Classifier Accuracy Measures Summary Problems Part II. Multimedia Intelligence Sound Recognition Microphone Apps Modern Acoustic Transducers (Microphones) Frequency Response Characteristics Digital Audio File Formats Heart Sound Sensing Lung Sound Sensing Snore Meter Spectrogram (STFT) Ambient Sound Analysis Sound Recognition Recognizing Asthma Sound Peak Shift Feature Compression Regrouping Noise Issues Future Applications Summary Problems Color Sensors Color Sensing Human Color Vision Color Sensors Color Matching Experiments Color Spaces Color Segmentation Color Consistency Calibration Surface Color Diagnosis Colorimetric Paper Sensor --- Lab on Paper Colorimetric Smell Sensors Summary Problems Kinect Sensors The Kinect Revolution How Does It Work? Object Tracking Gesture Alignment Gesture Recognition Surface Modeling Biometric Measurements Sound Source Location Summary Problems Video Analytics Object Detection by Motion Object Tracking Shape Descriptions Visualization of Video Data Activity Recognition Color and Motion Amplification Problems Fatigue Sensing Diseases- and Treatment-Related Fatigue Vigilance Theories The Vigilance Clock Facial Fatigue Detection Passive Face Detection Passive Face Tracking Active Sensing for Detecting Blinking and Yawning Summary Problems Part III. Pervasive Sensors Mobile Sensors Accelerometers Gyroscope Magnetic Field Sensor Orientation Sensor Touch Gesture Sensors Environment Sensors Proximity Sensor Near Field Communication (NFC) Sensors GPS Sensors WiFi (Wireless Fidelity) Sensing Bluetooth Sensing Sensory Fusion Motion Classification Accessing Sensors on Mobile Phones Summary Problems Body Media Emerging Wearable Sensors Body Area Networks (BANs) Brain-Computer Interface (BCI) Epidermal Electronics (Smart Fiber) Pill Cameras Summary Problems Pocket Microscopes The Amateur Expert Sizes of Microoorganisms Mobile Phone Microscopes Digital Microscopes Spectrum Lighting Observing Yeast Cells Observing Parasitic Worms Time-Lapse Video Laser Holography Virtual Microscopy Labeling and Counting Usability Study Summary Problems Personal Spectrometers Beer's Law Diffraction Grating DIY Spectrometer Analytical Algorithm Urine Sample Test Crowd Sourcing Spectrometer Diagnostic Applications Summary Problems Part IV. Crowd Sourcing Remote Sensing Remote Sensing in Public Space Human Body Segmentation Waist Perimeter and Body Mass Calculations Fuzzy Diagnostic Heuristics Digital Human Modeling Physically Augmented Virtual Human Model Surface Analysis Summary Problems Games for Diagnosis Emerging Games for Diagnosis Anatomy of Game Engines Networking Finite State Machine World Modeling Motion Capture and Control Game Displays Game Development Toolkits Summary Problems Social Media The Pregnant Man Relevancy Analysis Reputation Analysis Visualizing Social Networks Correlation Analysis Summary Problems Further Readings Sample Source Code Index

Szczegóły: Ambient Diagnostics - Yang Cai

Tytuł: Ambient Diagnostics
Autor: Yang Cai
Producent: CRC Press Inc.
ISBN: 9781466510418
Rok produkcji: 2015
Ilość stron: 404
Oprawa: Twarda
Waga: 0.73 kg

Recenzje: Ambient Diagnostics - Yang Cai