This book constitutes the refereed proceedings of the 16th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2015, held in Wroclaw, Breslau, in October 2015.
The 64 revised full papers presented were carefully reviewed and selected from 127 submissions. These papers provided a valuable collection of recent 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 modeling, swarm intelligent, multi-objective optimization, and practical applications in regression, classification, clustering, biological data processing, text processing, video analysis, IDEAL 2015 also featured a number of special sessions on several emerging topics such as computational intelligence for optimization of communication networks, discovering knowledge from data, simulation-driven DES-like modeling and performance evaluation, and intelligent applications in real-world problems.

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zlib/Computers/Konrad Jackowski, Robert Burduk, Krzysztof Walkowiak, Michał Woźniak, Hujun Yin (eds.)/Intelligent Data Engineering and Automated Learning – IDEAL 2015: 16th International Conference Wroclaw, Poland, October 14–16, 2015, Proceedings_2618293.pdf

Konrad Jackowski; Robert Burduk; Krzysztof Walkowiak; Michal Wozniak; Hujun Yin

Konrad Jackowski, Michal Wozniak, Robert Burduk, Krzysztof Walkowiak, Hujun Yin

IDEAL (Conference)

Marcelo Arenas

Springer Nature Switzerland AG

Springer London, Limited

Information Systems and Applications, incl. Internet/Web, and HCI, 9375, 1st ed. 2015, Cham, 2015

Lecture notes in computer science, 9375, Cham, 2015

Place of publication not identified, 2015

LNCS sublibrary, 1st ed. 2015, Cham, 2015

Springer Nature, Cham, 2015

Switzerland, Switzerland

sm46365411

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Front Matter....Pages -
Data Streams Fusion by Frequent Correlations Mining....Pages 1-8
Web Genre Classification via Hierarchical Multi-label Classification....Pages 9-17
Multi-agent Reinforcement Learning for Control Systems: Challenges and Proposals....Pages 18-25
Optimal Filtering for Time Series Classification....Pages 26-35
Addressing Overlapping in Classification with Imbalanced Datasets: A First Multi-objective Approach for Feature and Instance Selection....Pages 36-44
Cost-Sensitive Neural Network with ROC-Based Moving Threshold for Imbalanced Classification....Pages 45-52
Managing Monotonicity in Classification by a Pruned Random Forest....Pages 53-60
Ensemble Selection Based on Discriminant Functions in Binary Classification Task....Pages 61-68
An Extension of Multi-label Binary Relevance Models Based on Randomized Reference Classifier and Local Fuzzy Confusion Matrix....Pages 69-76
Fusion of Self-Organizing Maps with Different Sizes....Pages 77-86
A Particle Swarm Clustering Algorithm with Fuzzy Weighted Step Sizes....Pages 87-95
A Bacterial Colony Algorithm for Association Rule Mining....Pages 96-103
Information Retrieval and Data Forecasting via Probabilistic Nodes Combination....Pages 104-112
EVIDIST: A Similarity Measure for Uncertain Data Streams....Pages 113-120
Knowledge Discovery in Enterprise Databases for Forecasting New Product Success....Pages 121-129
Effective Realizations of Biorthogonal Wavelet Transforms of Lengths 2K + 1/2K – 1 with Lattice Structures on GPU and CPU....Pages 130-137
Deterministic Extraction of Compact Sets of Rules for Subgroup Discovery....Pages 138-145
Variable Transformation for Granularity Change in Hierarchical Databases in Actual Data Mining Solutions....Pages 146-155
OMAIDS: A Multi-agents Intrusion Detection System Based Ontology....Pages 156-163
ICA for Detecting Artifacts in a Few Channel BCI....Pages 164-171
An Empirical Evaluation of Robust Gaussian Process Models for System Identification....Pages 172-180
Throughput Analysis of Automatic Production Lines Based on Simulation Methods....Pages 181-190
A Novel Recursive Solution to LS-SVR for Robust Identification of Dynamical Systems....Pages 191-198
NMF and PCA as Applied to Gearbox Fault Data....Pages 199-206
Application of Cascades of Classifiers in the Vehicle Detection Scenario for the ‘SM4Public’ System....Pages 207-215
Assessment of Production System Stability with the Use of the FMEA Analysis and Simulation Models....Pages 216-223
Study of Collective Robotic Tasks Based on the Behavioral Model of the Agent....Pages 224-231
Minimalist Artificial Eye for Autonomous Robots and Path Planning....Pages 232-238
15 DOF Robotic Hand Fuzzy-Sliding Control for Grasping Tasks....Pages 239-247
Intelligent Automated Design of Machine Components Using Antipatterns....Pages 248-255
Application of Fuzzy Logic Controller for Machine Load Balancing in Discrete Manufacturing System....Pages 256-263
Data-Driven Simulation Model Generation for ERP and DES Systems Integration....Pages 264-272
Improving the NSGA-II Performance with an External Population....Pages 273-280
Local Search Based on a Local Utopia Point for the Multiobjective Travelling Salesman Problem....Pages 281-289
A Simulated Annealing Heuristic for a Branch and Price-Based Routing and Spectrum Allocation Algorithm in Elastic Optical Networks....Pages 290-299
A Hybrid Programming Framework for Resource-Constrained Scheduling Problems....Pages 300-308
Tabu Search Algorithm for Routing and Spectrum Allocation of Multicast Demands in Elastic Optical Networks....Pages 309-317
Simulated Annealing Algorithm for Minimization of Bandwidth Fragmentation in Elastic Optical Networks with Multicast and Unicast Flows....Pages 318-327
Multi Population Pattern Searching Algorithm for Solving Routing Spectrum Allocation with Joint Unicast and Anycast Problem in Elastic Optical Networks....Pages 328-339
Hybrid Evolutionary Algorithm with Adaptive Crossover, Mutation and Simulated Annealing Processes to Project Scheduling....Pages 340-351
Building an Efficient Evolutionary Algorithm for Forex Market Predictions....Pages 352-360
Tabu-Search Algorithm for Optimization of Elastic Optical Network Based Distributed Computing Systems....Pages 361-369
Multi-manifold Approach to Multi-view Face Recognition....Pages 370-377
Neural Network-Based User-Independent Physical Activity Recognition for Mobile Devices....Pages 378-386
Reduction of Signal Strength Data for Fingerprinting-Based Indoor Positioning....Pages 387-394
Pattern Password Authentication Based on Touching Location....Pages 395-403
A New Approach to Link Prediction in Gene Regulatory Networks....Pages 404-415
On Stability of Ensemble Gene Selection....Pages 416-423
Early Alzheimer’s Disease Prediction in Machine Learning Setup: Empirical Analysis with Missing Value Computation....Pages 424-432
Description of Visual Content in Dermoscopy Images Using Joint Histogram of Multiresolution Local Binary Patterns and Local Contrast....Pages 433-440
Modeling the Behavior of Unskilled Users in a Multi-UAV Simulation Environment....Pages 441-448
Multistep Forecast of FX Rates Using an Extended Self-organizing Regressive Neural Network....Pages 449-456
Natural Gesture Based Interaction with Virtual Heart in Augmented Reality....Pages 457-465
Qualitative and Quantitative Sentiment Proxies: Interaction Between Markets....Pages 466-474
Propagating Disaster Warnings on Social and Digital Media....Pages 475-484
A Distributed Approach to Flood Prediction Using a WSN and ML: A Comparative Study of ML Techniques in a WSN Deployed in Brazil....Pages 485-492
A Learning Web Platform Based on a Fuzzy Linguistic Recommender System to Help Students to Learn Recommendation Techniques....Pages 493-500
Comparison of Clustering Methods in Cotton Textile Industry....Pages 501-508
A Belief Function Reasoning Approach to Web User Profiling....Pages 509-516
The Belief Theory for Emotion Recognition....Pages 517-526
Using a Portable Device for Online Single-Trial MRCP Detection and Classification....Pages 527-534
The Impact of News Media and Affect in Financial Markets....Pages 535-540
Clusterization of Indices and Assets in the Stock Market....Pages 541-550
Behaviour and Markets: The Interaction Between Sentiment Analysis and Ethical Values?....Pages 551-558
Back Matter....Pages -

This book constitutes the refereed proceedings of the 16th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2015, held in Wroclaw, Poland, in October 2015. The 64 revised full papers presented were carefully reviewed and selected from 127 submissions. These papers provided a valuable collection of recent 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 modeling, swarm intelligent, multi-objective optimization, and practical applications in regression, classification, clustering, biological data processing, text processing, video analysis, IDEAL 2015 also featured a number of special sessions on several emerging topics such as computational intelligence for optimization of communication networks, discovering knowledge fromdata, simulation-driven DES-like modeling and performance evaluation, and intelligent applications in real-world problems.
Erscheinungsdatum: 01.10.2015

This book constitutes the refereed proceedings of the 16th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2015, held in Wroclaw, Poland, in October 2015. The 64 revised full papers presented were carefully reviewed and selected from 127 submissions. These papers provided a valuable collection of recent 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 modeling, swarm intelligent, multi-objective optimization, and practical applications in regression, classification, clustering, biological data processing, text processing, video analysis, IDEAL 2015 also featured a number of special sessions on several emerging topics such as computational intelligence for optimization of communication networks, discovering knowledge from data, simulation-driven DES-like modeling and performance evaluation, and intelligent applications in real-world problems.

2015-11-25