Pattern Recognition and Machine Intelligence: 6th International Conference, PReMI 2015, Warsaw, Poland, June 30 - July 3, 2015, Proceedings (Lecture Notes in Computer Science Book 9124)

This book constitutes the proceedings of the 6th International Conference on Pattern Recognition and Machine Intelligence, PReMI 2015, held in Warsaw, Poland, in June/July 2015. The total of 53 full papers and 1 short paper presented in this volume were carefully reviewed and selected from 90 submissions. They were organized in topical sections named: foundations of machine learning; image processing; image retrieval; image tracking; pattern recognition; data mining techniques for large scale data; fuzzy computing; rough sets; bioinformatics; and applications of artificial intelligence. Front Matter....Pages I-XXVII Front Matter....Pages 1-1 Recent Advances in Recommender Systems and Future Directions....Pages 3-9 Front Matter....Pages 11-11 On the Number of Rules and Conditions in Mining Data with Attribute-Concept Values and “Do Not Care” Conditions....Pages 13-22 Simplifying Contextual Structures....Pages 23-32 Towards a Robust Scale Invariant Feature Correspondence....Pages 33-43 A Comparison of Two Approaches to Discretization: Multiple Scanning and C4.5....Pages 44-53 Hierarchical Agglomerative Method for Improving NPS....Pages 54-64 A New Linear Discriminant Analysis Method to Address the Over-Reducing Problem....Pages 65-72 Front Matter....Pages 73-73 Procedural Generation of Adjustable Terrain for Application in Computer Games Using 2D Maps....Pages 75-84 Fixed Point Learning Based 3D Conversion of 2D Videos....Pages 85-94 Fast and Accurate Foreground Background Separation for Video Surveillance....Pages 95-104 Enumeration of Shortest Isothetic Paths Inside a Digital Object....Pages 105-115 Modified Exemplar-Based Image Inpainting via Primal-Dual Optimization....Pages 116-125 A Novel Approach for Image Super Resolution Using Kernel Methods....Pages 126-135 Generation of Random Triangular Digital Curves Using Combinatorial Techniques....Pages 136-145 Front Matter....Pages 147-147 Tackling Curse of Dimensionality for Efficient Content Based Image Retrieval....Pages 149-158 Face Profile View Retrieval Using Time of Flight Camera Image Analysis....Pages 159-168 Context-Based Semantic Tagging of Multimedia Data....Pages 169-179 Front Matter....Pages 181-181 Real-Time Distributed Multi-object Tracking in a PTZ Camera Network....Pages 183-192 Improved Simulation of Holography Based on Stereoscopy and Face Tracking....Pages 193-201 Head Pose Tracking from RGBD Sensor Based on Direct Motion Estimation....Pages 202-212 Front Matter....Pages 213-213 A Novel Hybrid CNN-AIS Visual Pattern Recognition Engine....Pages 215-224 Modified Orthogonal Neighborhood Preserving Projection for Face Recognition....Pages 225-235 An Optimal Greedy Approximate Nearest Neighbor Method in Statistical Pattern Recognition....Pages 236-245 Ear Recognition Using Block-Based Principal Component Analysis and Decision Fusion....Pages 246-254 Front Matter....Pages 255-255 Binarizing Change for Fast Trend Similarity Based Clustering of Time Series Data....Pages 257-267 Big Data Processing by Volunteer Computing Supported by Intelligent Agents....Pages 268-278 Two Stage SVM and kNN Text Documents Classifier....Pages 279-289 Task Allocation and Scalability Evaluation for Real-Time Multimedia Processing in a Cluster Environment....Pages 290-300 Front Matter....Pages 301-301 Concept Synthesis Using Logic of Prototypes and Counterexamples: A Graded Consequence Approach....Pages 303-313 Fuzzy Rough Sets Theory Reducts for Quantitative Decisions – Approach for Spatial Data Generalization....Pages 314-324 Fuzzy Rough Sets Theory Applied to Parameters of Eye Movements Can Help to Predict Effects of Different Treatments in Parkinson’s Patients....Pages 325-334 Determining OWA Operator Weights by Maximum Deviation Minimization....Pages 335-344 Fuzzy Set Interpretation of Comparator Networks....Pages 345-353 Inverted Fuzzy Implications in Backward Reasoning....Pages 354-364 Front Matter....Pages 365-365 Generating Core Based on Discernibility Measure and MapReduce....Pages 367-376 Music Genre Recognition in the Rough Set-Based Environment....Pages 377-386 Scalability of Data Decomposition Based Algorithms: Attribute Reduction Problem....Pages 387-396 Application of Fuzzy Rough Sets to Financial Time Series Forecasting....Pages 397-406 A New Post-processing Method to Detect Brain Tumor Using Rough-Fuzzy Clustering....Pages 407-417 Rough Set Based Modeling and Visualization of the Acoustic Field Around the Human Head....Pages 418-427 Front Matter....Pages 365-365 Global Optimization of Exact Association Rules Relative to Coverage....Pages 428-437 Front Matter....Pages 439-439 PDP-RF: Protein Domain Boundary Prediction Using Random Forest Classifier....Pages 441-450 A New Similarity Measure for Identification of Disease Genes....Pages 451-461 MaER: A New Ensemble Based Multiclass Classifier for Binding Activity Prediction of HLA Class II Proteins....Pages 462-471 Selection of a Consensus Area Size for Multithreaded Wavefront-Based Alignment Procedure for Compressed Sequences of Protein Secondary Structures....Pages 472-481 Supervised Cluster Analysis of miRNA Expression Data Using Rough Hypercuboid Partition Matrix....Pages 482-494 Analysis of AmpliSeq RNA-Sequencing Enrichment Panels....Pages 495-500 Consensus-Based Prediction of RNA and DNA Binding Residues from Protein Sequences....Pages 501-511 Front Matter....Pages 513-513 Fusion of Static and Dynamic Parameters at Decision Level in Human Gait Recognition....Pages 515-524 Web Search Results Clustering Using Frequent Termset Mining....Pages 525-534 Effective Imbalanced Classification of Breast Thermogram Features....Pages 535-544 Rician Noise Removal Approach for Brain MR Images Using Kernel Principal Component Analysis....Pages 545-553 Climate Network Based Index Discovery for Prediction of Indian Monsoon....Pages 554-564 Using Patterns in Computer Go....Pages 565-574 Event Detection from Business News....Pages 575-585 Back Matter....Pages 587-588 This book constitutes the refereed proceedings of the 5th International Conference on Pattern Recognition and Machine Intelligence, PReMI 2013, held in Kolkata, India in December 2013. The 101 revised papers presented together with 9 invited talks were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on pattern recognition; machine learning; image processing; speech and video processing; medical imaging; document image processing; soft computing; bioinformatics and computational biology; and social media mining.