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Proceedings of ELM-2015 Volume 1

Theory, Algorithms and Applications (I)

Paperback Engels 2018 9783319803449
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Samenvatting

This book contains some selected papers
from the International Conference on Extreme Learning Machine 2015,
which was held in Hangzhou, China,
December 15-17,
2015.
This conference brought together researchers and engineers to share and
exchange R&D experience on both theoretical studies and practical
applications of the Extreme Learning Machine (ELM) technique and brain
learning.

This book covers theories, algorithms ad
applications of ELM. It gives readers a glance of the most recent advances of
ELM. 

Specificaties

ISBN13:9783319803449
Taal:Engels
Bindwijze:paperback
Uitgever:Springer International Publishing

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Inhoudsopgave

<p>Efficient Batch
Parallel Online Sequential Extreme Learning Machine Algorithm Based on MapReduce.-&nbsp;Fixed-Point
Evaluation of Extreme Learning
Machine for Classification.-&nbsp;Multi-Layer Online
Sequential Extreme Learning Machine for Image Classification.-&nbsp;ELM Meets Urban
Computing: Ensemble Urban Data For Smart City Applications.-&nbsp;Local and Global
Unsupervised Kernel Extreme Learning Machine and Its Application in Nonlinear
Process Fault Detection.-&nbsp;Parallel Multi-Graph
Classification Using Extreme Learning Machine and MapReduce.-&nbsp;Extreme Learning
Machine for Large-Scale Graph Classification Based on MapReduce.-&nbsp;The Distance-based
Representative Skyline Calculation using Unsupervised Extreme&nbsp; Learning Machines.-&nbsp;&nbsp;Multi-label Text Categorization Using L<sub>21</sub>-NormMinimization
Extreme Learning Machine.-&nbsp;Cluster-based Outlier Detection Using Unsupervised Extreme Learning Machines.-&nbsp;Segmentation of the Left
Ventriclein Cardiac MRI Using an ELM Model.-&nbsp;Channel Estimation
Based on Extreme Learning Machine for High Speed Environments.-&nbsp;MIMO Modeling Based
on Extreme Learning Machine.-&nbsp;Graph Classification
based on Sparse Graph Feature Selection and Extreme Learning Machine.-&nbsp;Time Series
Prediction Based on Online Sequential Improved Error Minimized Extreme Learning Machine.-&nbsp;Adaptive Input Shaping for Flexible Systems
using an Extreme Learning Machine Algorithm Identification.-&nbsp;Kernel Based
Semi-supervised Extreme Learning Machine and the Application in Traffic
Congestion Evaluation.-&nbsp;Improvement of ELM
Algorithm for Multi-Object Identification in Gesture Interaction.-&nbsp;SVM and ELM: Who
Wins? Object Recognition with
Deep Convolutional Features from ImageNet.-&nbsp;Learning with
Similarity Functions: a Novel Design for the Extreme Learning Machine.-&nbsp;A Semi-Supervised
Low Rank Kernel Learning Algorithm via Extreme Learning Machine.-&nbsp;Application of
Extreme Learning Machine on Large Scale Traffic Congestion Prediction.-&nbsp;Extreme Learning
Machine-Guided Collaborative Coding for Remote Sensing Image Classification.-&nbsp;Distributed Weighted
Extreme Learning Machine for Big Imbalanced Data Learning.-&nbsp;NMR Image
Segmentation based on Unsupervised Extreme Learning Machine.-&nbsp;Annotating Location
Semantic Tags in LBSN Using Extreme Learning Machine.-&nbsp;Feature Extraction
of Motor Imagery EEG based on Extreme Learning Machine Auto-Encoder.-&nbsp;Multimodal Fusion
using Kernel-based ELM for Video Emotion Recognition.-&nbsp;Equality
Constrained-Optimization-Based Semi-Supervised ELM for Modeling.- Signal Strength Temporal Variation in Indoor Location
Estimation&nbsp;Extreme Learning
Machine with Gaussian Kernel Based Relevance Feedback Scheme for Image Retrieval.-&nbsp;Routing Tree
Maintenance based on Trajectory Prediction in Mobile Sensor Networks.-&nbsp;Two-Stage Hybrid
Extreme Learning Machine for Sequential Imbalanced Data.-&nbsp;Feature Selection
and Modelling of a Steam Turbine from a Combined Heat and Power Plant Using ELM.-&nbsp;On The Construction
of Extreme Learning Machine for One Class Classifier.-&nbsp;Record Linkage for
Event Identification in XML Feeds Stream Using ELM.-&nbsp;Timeliness Online
Regularized Extreme Learning Machine.-&nbsp;An Efficient
High-dimensional Big Data Storage Structure Based on US-ELM.-&nbsp;An Enhanced Extreme Learning Machine for Efficient Small Sample
Classification.-&nbsp;Code Generation Technology of Digital Satellite.-&nbsp;ELM-based Velocity Inversion for Sandstone Reservoir in Yanqi
Gas-Field.-&nbsp;Class-Constrained Extreme Learning Machine.</p>

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