Foundations of Intelligent Systems: 23rd International Symposium, ISMIS 2017, Warsaw, Poland, June 26-29, 2017, Proceedings

Front Matter....Pages I-XXIX
Front Matter....Pages 1-1
Abductive Reasoning on Compliance Monitoring....Pages 3-16
Front Matter....Pages 17-17
Multi-levels 3D Chromatin Interactions Prediction Using Epigenomic Profiles....Pages 19-28
A Supervised Model for Predicting the Risk of Mortality and Hospital Readmissions for Newly Admitted Patients....Pages 29-36
An Expert System Approach to Eating Disorder Diagnosis....Pages 37-46
Multimodal System for Diagnosis and Polysensory Stimulation of Subjects with Communication Disorders....Pages 47-56
Acute Kidney Injury Detection: An Alarm System to Improve Early Treatment....Pages 57-63
Front Matter....Pages 64-73
Selection of Initial Modes for Rough Possibilistic K-Modes Methods....Pages 75-75
On the Existence of Kernel Function for Kernel-Trick of k-Means....Pages 77-86
Using Network Analysis to Improve Nearest Neighbor Classification of Non-network Data....Pages 87-96
An Accurate and Efficient Method to Detect Critical Links to Maintain Information Flow in Network....Pages 97-104
Front Matter....Pages 105-115
Continuous Embedding Spaces for Bank Transaction Data....Pages 116-126
Shallow Reading with Deep Learning: Predicting Popularity of Online Content Using only Its Title....Pages 127-127
Recurrent Neural Networks for Online Video Popularity Prediction....Pages 129-135
Front Matter....Pages 136-145
User-Based Context Modeling for Music Recommender Systems....Pages 146-153
Uncalibrated Visual Servo for the Remotely Operated Vehicle....Pages 155-155
Comparative Analysis of Musical Performances by Using Emotion Tracking....Pages 157-167
Automated Web Services Composition with Iterated Services....Pages 168-174
On the Gradual Acceptability of Arguments in Bipolar Weighted Argumentation Frameworks with Degrees of Trust....Pages 175-184
Front Matter....Pages 185-194
Automatic Defect Detection by Classifying Aggregated Vehicular Behavior....Pages 195-204
Automatic Speech Recognition Adaptation to the IoT Domain Dialogue System....Pages 155-155
Front Matter....Pages 205-214
Rule-Based Reasoning with Belief Structures....Pages 215-226
Combining Machine Learning and Knowledge-Based Systems for Summarizing Interviews....Pages 227-227
Validity of Automated Inferences in Mapping of Anatomical Ontologies....Pages 229-239
An Experiment in Causal Structure Discovery. A Constraint Programming Approach....Pages 240-250
Front Matter....Pages 251-260
Actively Balanced Bagging for Imbalanced Data....Pages 261-268
A Comparison of Four Classification Systems Using Rule Sets Induced from Incomplete Data Sets by Local Probabilistic Approximations....Pages 269-269
Robust Learning in Expert Networks: A Comparative Analysis....Pages 271-281
Efficient All Relevant Feature Selection with Random Ferns....Pages 282-291
Evaluating Difficulty of Multi-class Imbalanced Data....Pages 292-301
Extending Logistic Regression Models with Factorization Machines....Pages 302-311
Filtering Decision Rules with Continuous Attributes Governed by Discretisation....Pages 312-322
Front Matter....Pages 323-332
OptiLocator: Discovering Optimum Location for a Business Using Spatial Co-location Mining and Spatio-Temporal Data....Pages 333-343
Activity Recognition Model Based on GPS Data, Points of Interest and User Profile....Pages 345-345
Extended Process Models for Activity Prediction....Pages 347-357
Automatic Defect Detection by One-Class Classification on Raw Vehicle Sensor Data....Pages 358-367
Visualizing Switching Regimes Based on Multinomial Distribution in Buzz Marketing Sites....Pages 368-377
“Serial” versus “Parallel”: A Comparison of Spatio-Temporal Clustering Approaches....Pages 378-384
Time-Frequency Representations for Speed Change Classification: A Pilot Study....Pages 385-395
Front Matter....Pages 396-403
Opinion Mining on Non-English Short Text....Pages 404-413
Pathway Computation in Models Derived from Bio-Science Text Sources....Pages 415-415
Semantic Enriched Short Text Clustering....Pages 417-423
Exploiting Web Sites Structural and Content Features for Web Pages Clustering....Pages 424-434
Concept-Enhanced Multi-view Co-clustering of Document Data....Pages 435-445
Front Matter....Pages 446-456
Scalable Framework for the Analysis of Population Structure Using the Next Generation Sequencing Data....Pages 457-467
Modification to K-Medoids and CLARA for Effective Document Clustering....Pages 469-469
Supporting the Page-Hinkley Test with Empirical Mode Decomposition for Change Detection....Pages 471-480
Co-training Semi-supervised Learning for Single-Target Regression in Data Streams Using AMRules....Pages 481-491
Time-Series Data Analytics Using Spark and Machine Learning....Pages 492-498
Front Matter....Pages 499-508
Scalable Machine Learning with Granulated Data Summaries: A Case of Feature Selection....Pages 509-515
Clustering Ensemble for Prioritized Sampling Based on Average and Rough Patterns....Pages 517-517
C&E Re-clustering: Reconstruction of Clustering Results by Three-Way Strategy....Pages 519-529
Multi-criteria Based Three-Way Classifications with Game-Theoretic Rough Sets....Pages 530-539
Front Matter....Pages 540-549
A Formal Context for Acyclic Join Dependencies....Pages 550-559
On Containment of Triclusters Collections Generated by Quantified Box Operators....Pages 561-561
The Inescapable Relativity of Explicitly Represented Knowledge: An FCA Perspective....Pages 563-572
Blocks of the Direct Product of Tolerance Relations....Pages 573-579
Viewing Morphisms Between Pattern Structures via Their Concept Lattices and via Their Representations....Pages 580-586
Front Matter....Pages 587-596
On-Demand Generation of AOC-Posets: Reducing the Complexity of Conceptual Navigation....Pages 597-608
Front Matter....Pages 609-609
From Meaningful Orderings in the Web of Data to Multi-level Pattern Structures....Pages 611-621
On Locality Sensitive Hashing for Sampling Extent Generators....Pages 609-609
An Application of AOC-Posets: Indexing Large Corpuses for Text Generation Under Constraints....Pages 622-631
On Neural Network Architecture Based on Concept Lattices....Pages 632-641
Query-Based Versus Tree-Based Classification: Application to Banking Data....Pages 642-652
Using Formal Concept Analysis for Checking the Structure of an Ontology in LOD: The Example of DBpedia....Pages 653-663
A Proposal for Classifying the Content of the Web of Data Based on FCA and Pattern Structures....Pages 664-673
Front Matter....Pages 674-683
ISMIS 2017 Data Mining Competition: Trading Based on Recommendations....Pages 684-694
Predicting Stock Trends Based on Expert Recommendations Using GRU/LSTM Neural Networks....Pages 695-695
Using Recommendations for Trade Returns Prediction with Machine Learning....Pages 697-707
Heterogeneous Ensemble of Specialised Models - A Case Study in Stock Market Recommendations....Pages 708-717
Algorithmic Daily Trading Based on Experts’ Recommendations....Pages 718-727
Back Matter....Pages 728-734
....Pages 735-744