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Intelligent Data Engineering and Automated Learning -- IDEAL 2013

14th International Conference, IDEAL 2013, Hefei, China, October 20-23, 2013, Proceedings

Hujun Yin, Ke Tang, Yang Gao, Frank Klawonn, Minho Lee, Bin Li, Thomas Weise, Xin Yao (Herausgeber)

Buch | Softcover

XVIII, 639 Seiten

2013
Springer Berlin (Verlag)
9783642412776 (ISBN)

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This book constitutes the refereed proceedings of the 14th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2013, held in Hefei, China, in October 2013. The 76 revised full papers presented were carefully reviewed and selected from more than 130 submissions. These papers provided a valuable collection of latest research outcomes in data engineering and automated learning, from methodologies, frameworks and techniques to applications. In addition to various topics such as evolutionary algorithms, neural networks, probabilistic modelling, swarm intelligent, multi-objective optimisation, and practical applications in regression, classification, clustering, biological data processing, text processing, video analysis, including a number of special sessions on emerging topics such as adaptation and learning multi-agent systems, big data, swarm intelligence and data mining, and combining learning and optimisation in intelligent data engineering.

Prof. Dr. Frank Klawonn ist an der FH Braunschweig (Bereich Data Mining, Fuzzy-Systeme, neuronale Netze und evolutionäre Algorithmen) tätig.

A Pruning Algorithm for Extreme Learning Machine.- Measuring Stability and Discrimination Power of Metrics in Information Retrieval Evaluation.- System for Monitoring and Optimization of Micro- and Nano-Machining Processes Using Intelligent Voice and Visual Communication.- Racing for Unbalanced Methods Selection.- Super-Resolution from One Single Low-Resolution Image Based on R-KSVD and Example-Based Algorithm.- Bilateral Multi-issue Parallel Negotiation Model Based on Reinforcement Learning.- Learning to Detect the Subway Station Arrival for Mobile Users.- Vision Based Multi-pedestrian Tracking Using Adaptive Detection and Clustering.- Drilling Cost Prediction Based on Self-adaptive Differential Evolution and Support Vector Regression.- Web Service Evaluation Method Based on Time-aware Collaborative Filtering.- An Improved PBIL Algorithm for Path Planning Problem of Mobile Robots.- An Initialized ACO for the VRPTW.- Deadline-Aware Event Scheduling for Complex Event Processing Systems.- A Discrete Hybrid Bees Algorithm for Service Aggregation Optimal Selection in Cloud Manufacturing.- Continuous Motion Recognition Using Multiple Time Constant Recurrent Neural Network with a Deep Network Model.- An Extended Version of the LVA-Index.- Anomaly Monitoring Framework Based on Intelligent Data Analysis.- Customer Unification in E-Commerce.- Network Management Based on Domain Partition for Mobile Agents.- Multi-objective Quantum Cultural Algorithm and Its Application in the Wireless Sensor Networks' Energy-Efficient Coverage Optimization.- Image Super Resolution via Visual Prior Based Digital Image Characteristics.- Deep Learning on Natural Viewing Behaviors to Differentiate Children with Fetal Alcohol Spectrum Disorder.- Prevailing Trends Detection of Public Opinions Based on Tianya Forum.- Fast and Accurate Sentiment Classification Using an Enhanced Naïve Bayes Model.- A Scale-Free Based Memetic Algorithm for Resource-Constrained Project Scheduling Problems.- ADirection based Multi-Objective Agent Genetic Algorithm.- A Study of Representations for Resource Constrained Project Scheduling Problems Using Fitness Distance Correlation.- Adapt a Text-Oriented Chunker for Oral Data: How Much Manual Effort Is Necessary?.- SVD Based Graph Regularized Matrix Factorization.- Clustering, Noise Reduction and Visualization Using Features Extracted from the Self-Organizing Map.- Efficient Service Deployment by Image-Aware VM Allocation Strategy.- Forecasting Financial Time Series Using a Hybrid Self-Organising Neural Model.- A Novel Diversity Maintenance Scheme for Evolutionary Multi-objective Optimization.- Adaptive Differential Evolution Fuzzy Clustering Algorithm with Spatial Information and Kernel Metric for Remote Sensing Imagery.- Dynamic EM in Neologism Evolution.- Estimation of the Regularisation Parameter in Huber-MRF for Image Resolution Enhancement.- Sparse Prototype Representation by Core Sets.- Reconstruction of Wind Speed Based on Synoptic Pressure Values and Support Vector Regression.- Direct Solar Radiation Prediction Based on Soft-Computing Algorithms Including Novel Predictive Atmospheric Variables.- A Novel Coral Reefs Optimization Algorithm for Multi-objective Problems.- Fuzzy Clustering with Grouping Genetic Algorithms.- Graph-Based Substructure Pattern Mining Using CUDA Dynamic Parallelism.- Scaling Up Covariance Matrix Adaptation Evolution Strategy Using Cooperative Coevolution.- Gradient Boosting-Based Negative Correlation Learning.- Metamodel Assisted Mixed-Integer Evolution Strategies Based on Kendall Rank Correlation Coefficient.- Semi-supervised Ranking via List-Wise Approach.- Gaussian Process for Transfer Learning through Minimum Encoding.- Kernel Based Manifold Learning for Complex Industry Fault Detection.- An Estimation of Distribution Algorithm for the 3D Bin Packing Problem with Various Bin Sizes.- Accelerating BIRCH for Clustering Large Scale Streaming Data Using CUDA Dynamic Parallelism.- Swarm Intelligence in

Erscheint lt. Verlag	20.9.2013
Reihe/Serie	Information Systems and Applications, incl. Internet/Web, and HCI
Reihe/Serie	Lecture Notes in Computer Science
Zusatzinfo	XVIII, 639 p. 215 illus.
Verlagsort	Berlin
Sprache	englisch
Maße	155 x 235 mm
Gewicht	997 g
Themenwelt	Informatik ► Datenbanken ► Data Warehouse / Data Mining
Schlagworte	Algorithm analysis and problem complexity • ant colony optimization • Cloud Computing • Datenstrukturen • Genetic algorithms • Parallel Computing • Semi-Supervised Learning
ISBN-13	9783642412776 / 9783642412776
Zustand	Neuware