Proceedings of ELM-2014 Volume 2

Applications

Jiuwen Cao, Kezhi Mao, Erik Cambria, Zhihong Man, Kar-Ann Toh (Herausgeber)

Buch | Softcover

VIII, 400 Seiten

2016 | Softcover reprint of the original 1st ed. 2015
Springer International Publishing (Verlag)
978-3-319-36685-2 (ISBN)

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This book contains some selected papers from the International Conference on Extreme Learning Machine 2014, which was held in Singapore, December 8-10, 2014. This conference brought together the researchers and practitioners of Extreme Learning Machine (ELM) from a variety of fields to promote research and development of "learning without iterative tuning". The book covers theories, algorithms and applications of ELM. It gives the readers a glance of the most recent advances of ELM.

Using Extreme Learning Machine for Filamentous Bulking Prediction and Forecast in Wastewater Treatment Plants.- Extreme Learning Machine for Linear Dynamical Systems Classification: Application to Human Activity Recognition.- Lens Distortion Correction Using ELM.- Pedestrian Detection in Thermal Infrared Image using Extreme Learning Machine.- Dynamic Texture Video Classification Using Extreme Learning Machine.- Uncertain XML Documents Classification Using Extreme Learning Machine.- Encrypted traffic identification based on randomness sparse feature and extreme learning machine.- Network Intrusion Detection Based on Extreme Learning Machine.- A Study on Three-dimensional Motion History Image and Extreme Learning Machine Oriented Body Movements Trajectory Recognition.- An Improved ELM Algorithm for the Measurement of Hot Metal Temperature in Blast Furnace.- Wi-Fi and Motion Sensors based Indoor Localization Combining ELM and Particle Filter.- Online Sequential Extreme Learning Machine for Watermarking.- Adaptive neural control of quadrotor helicopter with extreme learning machine.- Keyword Search on Probabilistic XML Data based on ELM.- A Novel HVS Based Gray Scale Image Watermarking Scheme Using Fast Fuzzy - ELM Hybrid Architecture.- Wearable EyeGlass based Fall Detection using Weighted ELM.- Concise Feature Extraction based ELM for Active Service Quality Prediction.- Multi-class AdaBoost ELM and Its Application in LBP Based Face Recognition.- Detecting Copy Directions among Programs Using Extreme Learning Machines.- Extreme learning machine for reservoir parameter estimation in heterogeneous reservoir.- Multifault Diagnosis for Rolling Element Bearings Based on Extreme Learning Machine.- Gradient-based No-Reference Image Blur Assessment Using Extreme Learning Machine.- RFID Enabled Indoor Positioning for Real-time Manufacturing Execution System based on OS-ELM.- An Online Sequential Extreme Learning Machine for Tidal Prediction based on Improved Gath-Geva Fuzzy Segmentation.- Recognition of Human Stair Ascent and Descent Activities based on Extreme Learning Machine.- ELM Based Dynamic Modeling for Online Prediction of Content in Molten Iron.- Distributed Learning over Massive XML Documents in ELM Feature Space.- Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression.- Text-Image Separation and Indexing in Historic Patent Document Image Based on Extreme Learning Machine.- Anomaly Detection with ELM-based Visual Attribute and Spatio-temporal Pyramid.- Modelling and Prediction of Surface Roughness and Power Consumption using Parallel Extreme Learning Machine based Particle Swarm Optimization.- OS-ELM based Emotion Recognition for Empathetic Elderly Companion.- Access Behavior Prediction in Distributed StorageSystem using Regularized Extreme Learning Machine.- ELM Based Fast CFD Model with Sensor Adjustment.- Melasma Image Segmentation Using Extreme Learning Machine.- Detection of Drivers' Distraction Using Semi-Supervised Extreme Learning Machine.- Driver Workload Detection in On-road Driving Environment using Machine Learning.

Erscheinungsdatum	11.10.2016
Reihe/Serie	Proceedings in Adaptation, Learning and Optimization
Zusatzinfo	VIII, 400 p. 157 illus.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Themenwelt	Technik
Schlagworte	Artificial Intelligence • artificial intelligence (incl. robotics) • Big Data Analytics and Machine Learning • Computational Intelligence • ELM 2014 • Engineering • Engineering: general • extreme learning machines • Intelligent Systems • Multiagent Systems • Robotics • The International Conference on Extreme Learning M • The International Conference on Extreme Learning Machines
ISBN-10	3-319-36685-8 / 3319366858
ISBN-13	978-3-319-36685-2 / 9783319366852
Zustand	Neuware