This volume constitutes the refereed proceedings of the 11th International Conference on Hybrid Artificial Intelligent Systems, HAIS 2016, held in Seville, Spain, in April 2016.
The 63 full papers published in this volume were carefully reviewed and selected from 150 submissions. They are organized in topical sections on data mining and knowledge discovery; time series; bio-inspired models and evolutionary computation; learning algorithms; video and image; classification and cluster analysis; applications; bioinformatics; and hybrid intelligent systems for data mining and applications.
Author(s): Francisco Martínez-Álvarez, Alicia Troncoso, Héctor Quintián, Emilio Corchado (eds.)
Series: Lecture Notes in Artificial Intelligence 9648
Publisher: Springer
Year: 2016
Language: English
Pages: XX+765
Tags: Artificial Intelligence (incl. Robotics); Algorithm Analysis and Problem Complexity; Information Systems Applications (incl. Internet); Computation by Abstract Devices; Pattern Recognition; Image Processing and Computer Vision
Front Matter....Pages I-XIX
Front Matter....Pages 1-1
Screening a Case Base for Stroke Disease Detection....Pages 3-13
Towards Automatic Composition of Multicomponent Predictive Systems....Pages 14-26
LiCord: Language Independent Content Word Finder....Pages 27-39
Mining Correlated High-Utility Itemsets Using the Bond Measure....Pages 40-52
An HMM-Based Multi-view Co-training Framework for Single-View Text Corpora....Pages 53-65
Does Sentiment Analysis Help in Bayesian Spam Filtering?....Pages 66-78
A Context-Aware Keyboard Generator for Smartphone Using Random Forest and Rule-Based System....Pages 79-90
Privacy Preserving Data Mining for Deliberative Consultations....Pages 91-101
Feature Selection Using Approximate Multivariate Markov Blankets....Pages 102-113
Student Performance Prediction Applying Missing Data Imputation in Electrical Engineering Studies Degree....Pages 114-125
Accuracy Increase on Evolving Product Unit Neural Networks via Feature Subset Selection....Pages 126-135
Front Matter....Pages 136-148
Rainfall Prediction: A Deep Learning Approach....Pages 149-149
Time Series Representation by a Novel Hybrid Segmentation Algorithm....Pages 151-162
A Nearest Neighbours-Based Algorithm for Big Time Series Data Forecasting....Pages 163-173
Active Learning Classifier for Streaming Data....Pages 174-185
Front Matter....Pages 186-197
Application of Genetic Algorithms and Heuristic Techniques for the Identification and Classification of the Information Used by a Recipe Recommender....Pages 199-199
A New Visualization Tool in Many-Objective Optimization Problems....Pages 201-212
A Novel Adaptive Genetic Algorithm for Mobility Management in Cellular Networks....Pages 213-224
Bio-Inspired Algorithms and Preferences for Multi-objective Problems....Pages 225-237
Front Matter....Pages 238-249
Assessment of Multi-Objective Optimization Algorithms for Parametric Identification of a Li-Ion Battery Model....Pages 199-199
Comparing ACO Approaches in Epilepsy Seizures....Pages 250-260
Estimating the Maximum Power Delivered by Concentrating Photovoltaics Technology Through Atmospheric Conditions Using a Differential Evolution Approach....Pages 261-272
A Hybrid Bio-inspired ELECTRE Approach for Decision Making in Purchasing Agricultural Equipment....Pages 273-282
Front Matter....Pages 283-295
Evaluating the Difficulty of Instances of the Travelling Salesman Problem in the Nearby of the Optimal Solution Based on Random Walk Exploration....Pages 297-297
A Nearest Hyperrectangle Monotonic Learning Method....Pages 299-310
Knowledge Modeling by ELM in RL for SRHT Problem....Pages 311-322
Can Metalearning Be Applied to Transfer on Heterogeneous Datasets?....Pages 323-331
Smart Sketchpad: Using Machine Learning to Provide Contextually Relevant Examples to Artists....Pages 332-343
An Analysis of the Hardness of Novel TSP Iberian Instances....Pages 344-352
A Data Structure to Speed-Up Machine Learning Algorithms on Massive Datasets....Pages 353-364
A Sensory Control System for Adjusting Group Emotion Using Bayesian Networks and Reinforcement Learning....Pages 365-376
Front Matter....Pages 377-388
Identification of Plant Textures in Agricultural Images by Principal Component Analysis....Pages 389-389
Automatic Image-Based Method for Quantitative Analysis of Photosynthetic Cell Cultures....Pages 391-401
Fall Detection Using Body-Worn Accelerometer and Depth Maps Acquired by Active Camera....Pages 402-413
Classification of Melanoma Presence and Thickness Based on Computational Image Analysis....Pages 414-426
Front Matter....Pages 427-438
Solution to Data Imbalance Problem in Application Layer Anomaly Detection Systems....Pages 439-439
Ordinal Evolutionary Artificial Neural Networks for Solving an Imbalanced Liver Transplantation Problem....Pages 441-450
A Fuzzy-Based Approach for the Multilevel Component Selection Problem....Pages 451-462
A Clustering-Based Method for Team Formation in Learning Environments....Pages 463-474
Front Matter....Pages 475-486
R Ultimate Multilabel Dataset Repository....Pages 439-439
On the Impact of Dataset Complexity and Sampling Strategy in Multilabel Classifiers Performance....Pages 487-499
Managing Monotonicity in Classification by a Pruned AdaBoost....Pages 500-511
Model Selection for Financial Distress Prediction by Aggregating TOPSIS and PROMETHEE Rankings....Pages 512-523
Combining k-Nearest Neighbor and Centroid Neighbor Classifier for Fast and Robust Classification....Pages 524-535
A First Study on the Use of Boosting for Class Noise Reparation....Pages 536-548
Ensemble of HOSVD Generated Tensor Subspace Classifiers with Optimal Tensor Flattening Directions....Pages 549-559
Front Matter....Pages 560-571
Evaluation of Decision Trees Algorithms for Position Reconstruction in Argon Dark Matter Experiment....Pages 573-573
A Preliminary Study of the Suitability of Deep Learning to Improve LiDAR-Derived Biomass Estimation....Pages 575-587
Fisher Score-Based Feature Selection for Ordinal Classification: A Social Survey on Subjective Well-Being....Pages 588-596
A Soft Computing Approach to Optimize the Clarification Process in Wastewater Treatment....Pages 597-608
A Proposed Methodology for Setting the Finite Element Models Based on Healthy Human Intervertebral Lumbar Discs....Pages 609-620
Passivity Based Control of Cyber Physical Systems Under Zero-Dynamics Attack....Pages 621-633
The Multivariate Entropy Triangle and Applications....Pages 634-646
Motivational Engine with Sub-goal Identification in Neuroevolution Based Cognitive Robotics....Pages 647-658
Front Matter....Pages 659-670
TRIQ: A Comprehensive Evaluation Measure for Triclustering Algorithms....Pages 671-671
Biclustering of Gene Expression Data Based on SimUI Semantic Similarity Measure....Pages 673-684
Discovery of Genes Implied in Cancer by Genetic Algorithms and Association Rules....Pages 685-693
Extending Probabilistic Encoding for Discovering Biclusters in Gene Expression Data....Pages 694-705
Front Matter....Pages 706-717
A Hybrid Approach to Closeness in the Framework of Order of Magnitude Qualitative Reasoning....Pages 719-719
Front Matter....Pages 721-729
Hybrid Algorithm for Floor Detection Using GSM Signals in Indoor Localisation Task....Pages 719-719
Hybrid Optimization Method Applied to Adaptive Splitting and Selection Algorithm....Pages 730-741
Hybrid Intelligent Model for Fault Detection of a Lithium Iron Phosphate Power Cell Used in Electric Vehicles....Pages 742-750
Back Matter....Pages 751-762
....Pages 763-765