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Intelligent Data Engineering and Automated Learning – IDEAL 2015

16th International Conference, Wroclaw, Poland, October 14-16, 2015, Proceedings

  • Konrad Jackowski
  • Robert Burduk
  • Krzysztof Walkowiak
  • Michal Wozniak
  • Hujun Yin
Conference proceedings IDEAL 2015

Part of the Lecture Notes in Computer Science book series (LNCS, volume 9375)

Also part of the Information Systems and Applications, incl. Internet/Web, and HCI book sub series (LNISA, volume 9375)

Table of contents

  1. Front Matter
    Pages I-XX
    PDF
  2. Data Streams Fusion by Frequent Correlations Mining
    Radosław Z. Ziembiński
    Pages 1-8
  3. Web Genre Classification via Hierarchical Multi-label Classification
    Gjorgji Madjarov, Vedrana Vidulin, Ivica Dimitrovski, Dragi Kocev
    Pages 9-17
  4. Multi-agent Reinforcement Learning for Control Systems: Challenges and Proposals
    Manuel Graña, Borja Fernandez-Gauna
    Pages 18-25
  5. Optimal Filtering for Time Series Classification
    Frank Höppner
    Pages 26-35
  6. Addressing Overlapping in Classification with Imbalanced Datasets: A First Multi-objective Approach for Feature and Instance Selection
    Alberto Fernández, Maria Jose del Jesus, Francisco Herrera
    Pages 36-44
  7. Cost-Sensitive Neural Network with ROC-Based Moving Threshold for Imbalanced Classification
    Bartosz Krawczyk, Michał Woźniak
    Pages 45-52
  8. Managing Monotonicity in Classification by a Pruned Random Forest
    Sergio González, Francisco Herrera, Salvador García
    Pages 53-60
  9. Ensemble Selection Based on Discriminant Functions in Binary Classification Task
    Paulina Baczyńska, Robert Burduk
    Pages 61-68
  10. An Extension of Multi-label Binary Relevance Models Based on Randomized Reference Classifier and Local Fuzzy Confusion Matrix
    Pawel Trajdos, Marek Kurzynski
    Pages 69-76
  11. Fusion of Self-Organizing Maps with Different Sizes
    Leandro Antonio Pasa, José Alfredo F. Costa, Marcial Guerra de Medeiros
    Pages 77-86
  12. A Particle Swarm Clustering Algorithm with Fuzzy Weighted Step Sizes
    Alexandre Szabo, Myriam Regattieri Delgado, Leandro Nunes de Castro
    Pages 87-95
  13. A Bacterial Colony Algorithm for Association Rule Mining
    Danilo Souza da Cunha, Rafael Silveira Xavier, Leandro Nunes de Castro
    Pages 96-103
  14. Information Retrieval and Data Forecasting via Probabilistic Nodes Combination
    Dariusz Jacek Jakóbczak
    Pages 104-112
  15. EVIDIST: A Similarity Measure for Uncertain Data Streams
    Abdelwaheb Ferchichi, Mohamed Salah Gouider, Lamjed Ben Said
    Pages 113-120
  16. Knowledge Discovery in Enterprise Databases for Forecasting New Product Success
    Marcin Relich, Krzysztof Bzdyra
    Pages 121-129
  17. Effective Realizations of Biorthogonal Wavelet Transforms of Lengths \(2K + 1\)/\(2K - 1\) with Lattice Structures on GPU and CPU
    Dariusz Puchala, Bartomiej Szczepaniak, Mykhaylo Yatsymirskyy
    Pages 130-137
  18. Deterministic Extraction of Compact Sets of Rules for Subgroup Discovery
    Juan L. Domínguez-Olmedo, Jacinto Mata Vázquez, Victoria Pachón
    Pages 138-145
  19. Variable Transformation for Granularity Change in Hierarchical Databases in Actual Data Mining Solutions
    Paulo J. L. Adeodato
    Pages 146-155
  20. OMAIDS: A Multi-agents Intrusion Detection System Based Ontology
    Imen Brahmi, Hanen Brahmi
    Pages 156-163
  21. ICA for Detecting Artifacts in a Few Channel BCI
    Izabela Rejer, Paweł Górski
    Pages 164-171
  22. An Empirical Evaluation of Robust Gaussian Process Models for System Identification
    César Lincoln C. Mattos, José Daniel A. Santos, Guilherme A. Barreto
    Pages 172-180
  23. Throughput Analysis of Automatic Production Lines Based on Simulation Methods
    Sławomir Kłos, Justyna Patalas-Maliszewska
    Pages 181-190
  24. A Novel Recursive Solution to LS-SVR for Robust Identification of Dynamical Systems
    José Daniel A. Santos, Guilherme A. Barreto
    Pages 191-198
  25. NMF and PCA as Applied to Gearbox Fault Data
    Anna M. Bartkowiak, Radoslaw Zimroz
    Pages 199-206
  26. Application of Cascades of Classifiers in the Vehicle Detection Scenario for the ‘SM4Public’ System
    Dariusz Frejlichowski, Katarzyna Gościewska, Adam Nowosielski, Paweł Forczmański, Radosław Hofman
    Pages 207-215
  27. Assessment of Production System Stability with the Use of the FMEA Analysis and Simulation Models
    Anna Burduk, Mieczysław Jagodziński
    Pages 216-223
  28. Study of Collective Robotic Tasks Based on the Behavioral Model of the Agent
    Fredy Martínez, Edwar Jacinto, Fernando Martínez
    Pages 224-231
  29. Minimalist Artificial Eye for Autonomous Robots and Path Planning
    Omar Espinosa, Luisa Castañeda, Fredy Martínez
    Pages 232-238
  30. 15 DOF Robotic Hand Fuzzy-Sliding Control for Grasping Tasks
    Edwar Jacinto, Holman Montiel, Fredy Martínez
    Pages 239-247
  31. Intelligent Automated Design of Machine Components Using Antipatterns
    Wojciech Kacalak, Maciej Majewski, Zbigniew Budniak
    Pages 248-255
  32. Application of Fuzzy Logic Controller for Machine Load Balancing in Discrete Manufacturing System
    Grzegorz Kłosowski, Arkadiusz Gola, Antoni Świć
    Pages 256-263
  33. Data-Driven Simulation Model Generation for ERP and DES Systems Integration
    Damian Krenczyk, Grzegorz Bocewicz
    Pages 264-272
  34. Improving the NSGA-II Performance with an External Population
    Krzysztof Michalak
    Pages 273-280
  35. Local Search Based on a Local Utopia Point for the Multiobjective Travelling Salesman Problem
    Krzysztof Michalak
    Pages 281-289
  36. A Simulated Annealing Heuristic for a Branch and Price-Based Routing and Spectrum Allocation Algorithm in Elastic Optical Networks
    Mirosław Klinkowski, Krzysztof Walkowiak
    Pages 290-299
  37. A Hybrid Programming Framework for Resource-Constrained Scheduling Problems
    Paweł Sitek, Jarosław Wikarek
    Pages 300-308
  38. Tabu Search Algorithm for Routing and Spectrum Allocation of Multicast Demands in Elastic Optical Networks
    Róża Goścień
    Pages 309-317
  39. Simulated Annealing Algorithm for Minimization of Bandwidth Fragmentation in Elastic Optical Networks with Multicast and Unicast Flows
    Piotr Nagły, Krzysztof Walkowiak
    Pages 318-327
  40. Multi Population Pattern Searching Algorithm for Solving Routing Spectrum Allocation with Joint Unicast and Anycast Problem in Elastic Optical Networks
    Michal Przewozniczek
    Pages 328-339
  41. Hybrid Evolutionary Algorithm with Adaptive Crossover, Mutation and Simulated Annealing Processes to Project Scheduling
    Virginia Yannibelli, Analía Amandi
    Pages 340-351
  42. Building an Efficient Evolutionary Algorithm for Forex Market Predictions
    Rafal Moscinski, Danuta Zakrzewska
    Pages 352-360
  43. Tabu-Search Algorithm for Optimization of Elastic Optical Network Based Distributed Computing Systems
    Marcin Markowski
    Pages 361-369
  44. Multi-manifold Approach to Multi-view Face Recognition
    Shireen Mohd Zaki, Hujun Yin
    Pages 370-377
  45. Neural Network-Based User-Independent Physical Activity Recognition for Mobile Devices
    Bojan Kolosnjaji, Claudia Eckert
    Pages 378-386
  46. Reduction of Signal Strength Data for Fingerprinting-Based Indoor Positioning
    Maciej Grzenda
    Pages 387-394
  47. Pattern Password Authentication Based on Touching Location
    Orcan Alpar, Ondrej Krejcar
    Pages 395-403
  48. A New Approach to Link Prediction in Gene Regulatory Networks
    Turki Turki, Jason T. L. Wang
    Pages 404-415
  49. On Stability of Ensemble Gene Selection
    Nicoletta Dessì, Barbara Pes, Marta Angioni
    Pages 416-423
  50. Early Alzheimer’s Disease Prediction in Machine Learning Setup: Empirical Analysis with Missing Value Computation
    Sidra Minhas, Aasia Khanum, Farhan Riaz, Atif Alvi, Shoab A. Khan, Alzheimer’s Disease Neuroimaging Initiative
    Pages 424-432

About these proceedings

Introduction

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.

Keywords

Bioinformatics Data mining Evolutionary computation Machine learning Neural networks Cloud computing Combinatorial optimization Computer vision problems Data streams Distributed artificial intelligence Genetic algorithms Information retrieval Intrusion detection Multi-agent systems Parallel computing Pattern recognition Recommender systems Semantic Web Semi-supervised learning Social networks

Editors and affiliations

  • Konrad Jackowski
    • 1
  • Robert Burduk
    • 2
  • Krzysztof Walkowiak
    • 3
  • Michal Wozniak
    • 4
  • Hujun Yin
    • 5
  1. 1.Wroclaw University of TechnologyWroclawPoland
  2. 2.Department of SystemsWroclaw University of TechnologyWroclawPoland
  3. 3.Wroclaw Univ of TechWroclawPoland
  4. 4.Wroclaw University of TechnologyFaculty of ElectronicsWroclawPoland
  5. 5.School of Electrical & Electronic EUniversity of ManchesterManchesterUnited Kingdom

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-319-24834-9
  • Copyright Information Springer International Publishing Switzerland 2015
  • Publisher Name Springer, Cham
  • eBook Packages Computer Science Computer Science (R0)
  • Print ISBN 978-3-319-24833-2
  • Online ISBN 978-3-319-24834-9
  • Series Print ISSN 0302-9743
  • Series Online ISSN 1611-3349
  • Buy this book on publisher's site