Intelligent Data Engineering and Automated Learning – IDEAL 2019: 20th International Conference, Manchester, UK, November 14–16, 2019, Proceedings, Part I

Front Matter ....Pages i-xxii
 Orchids Classification Using Spatial Transformer Network with Adaptive Scaling  (Watcharin Sarachai, Jakramate Bootkrajang, Jeerayut Chaijaruwanich, Samerkae Somhom)....Pages 1-10
 Scalable Dictionary Classifiers for Time Series Classification  (Matthew Middlehurst, William Vickers, Anthony Bagnall)....Pages 11-19
 Optimization of the Numeric and Categorical Attribute Weights in KAMILA Mixed Data Clustering Algorithm  (Nádia Junqueira Martarelli, Marcelo Seido Nagano)....Pages 20-27
 Meaningful Data Sampling for a Faithful Local Explanation Method  (Peyman Rasouli, Ingrid Chieh Yu)....Pages 28-38
 Classifying Prostate Histological Images Using Deep Gaussian Processes on a New Optical Density Granulometry-Based Descriptor  (Miguel López-Pérez, Adrián Colomer, María A. Sales, Rafael Molina, Valery Naranjo)....Pages 39-46
 Adaptive Orthogonal Characteristics of Bio-inspired Neural Networks  (Naohiro Ishii, Toshinori Deguchi, Masashi Kawaguchi, Hiroshi Sasaki, Tokuro Matsuo)....Pages 47-59
 Using Deep Learning for Ordinal Classification of Mobile Marketing User Conversion  (Luís Miguel Matos, Paulo Cortez, Rui Castro Mendes, Antoine Moreau)....Pages 60-67
 Modeling Data Driven Interactions on Property Graph  (Worapol Alex Pongpech)....Pages 68-75
 Adaptive Dimensionality Adjustment for Online “Principal Component Analysis”  (Nico Migenda, Ralf Möller, Wolfram Schenck)....Pages 76-84
 Relevance Metric for Counterfactuals Selection in Decision Trees  (Rubén R. Fernández, Isaac Martín de Diego, Víctor Aceña, Javier M. Moguerza, Alberto Fernández-Isabel)....Pages 85-93
 Weighted Nearest Centroid Neighbourhood  (Víctor Aceña, Javier M. Moguerza, Isaac Martín de Diego, Rubén R. Fernández)....Pages 94-101
 The Prevalence of Errors in Machine Learning Experiments  (Martin Shepperd, Yuchen Guo, Ning Li, Mahir Arzoky, Andrea Capiluppi, Steve Counsell et al.)....Pages 102-109
 A Hybrid Model for Fraud Detection on Purchase Orders  (William Ferreira Moreno Oliverio, Allan Barcelos Silva, Sandro José Rigo, Rodolpho Lopes Bezerra da Costa)....Pages 110-120
 Users Intention Based on Twitter Features Using Text Analytics  (Qadri Mishael, Aladdin Ayesh, Iryna Yevseyeva)....Pages 121-128
 Mixing Hetero- and Homogeneous Models in Weighted Ensembles  (James Large, Anthony Bagnall)....Pages 129-136
 A Hybrid Approach to Time Series Classification with Shapelets  (David Guijo-Rubio, Pedro A. Gutiérrez, Romain Tavenard, Anthony Bagnall)....Pages 137-144
 An Ensemble Algorithm Based on Deep Learning for Tuberculosis Classification  (Alfonso Hernández, Ángel Panizo, David Camacho)....Pages 145-154
 A Data-Driven Approach to Automatic Extraction of Professional Figure Profiles from Résumés  (Alessandro Bondielli, Francesco Marcelloni)....Pages 155-165
 Retrieving and Processing Information from Clinical Algorithm via Formal Concept Analysis  (Aleksandra Vatian, Anna Tatarinova, Svyatoslav Osipov, Nikolai Egorov, Vitalii Boitsov, Elena Ryngach et al.)....Pages 166-174
 Comparative Analysis of Approaches to Building Medical Dialog Systems in Russian  (Aleksandra Vatian, Natalia Dobrenko, Nikolai Andreev, Aleksandr Nemerovskii, Anastasia Nevochhikova, Natalia Gusarova)....Pages 175-183
 Tracking Position and Status of Electric Control Switches Based on YOLO Detector  (Xingang Mou, Jian Cui, Hujun Yin, Xiao Zhou)....Pages 184-194
 A Self-generating Prototype Method Based on Information Entropy Used for Condensing Data in Classification Tasks  (Alberto Manastarla, Leandro A. Silva)....Pages 195-207
 Transfer Knowledge Between Sub-regions for Traffic Prediction Using Deep Learning Method  (Yi Ren, Kunqing Xie)....Pages 208-219
 Global Q-Learning Approach for Power Allocation in Femtocell Networks  (Abdulmajeed M. Alenezi, Khairi Hamdi)....Pages 220-228
 Deep Learning and Sensor Fusion Methods for Studying Gait Changes Under Cognitive Load in Males and Females  (Abdullah S. Alharthi, Krikor B. Ozanyan)....Pages 229-237
 Towards a Robotic Personal Trainer for the Elderly  (J. A. Rincon, A. Costa, P. Novais, V. Julian, C. Carrascosa)....Pages 238-246
 Image Quality Constrained GAN for Super-Resolution  (Jingwen Su, Yao Peng, Hujun Yin)....Pages 247-256
 Use Case Prediction Using Product Reviews Text Classification  (Tinashe Wamambo, Cristina Luca, Arooj Fatima)....Pages 257-264
 Convolutional Neural Network for Core Sections Identification in Scientific Research Publications  (Bello Aliyu Muhammad, Rahat Iqbal, Anne James, Dianabasi Nkantah)....Pages 265-273
 Knowledge Inference Through Analysis of Human Activities  (Leandro O. Freitas, Pedro R. Henriques, Paulo Novais)....Pages 274-281
 Representation Learning of Knowledge Graphs with Multi-scale Capsule Network  (Jingwei Cheng, Zhi Yang, Jinming Dang, Chunguang Pan, Fu Zhang)....Pages 282-290
 CNNPSP: Pseudouridine Sites Prediction Based on Deep Learning  (Yongxian Fan, Yongzhen Li, Huihua Yang, Xiaoyong Pan)....Pages 291-301
 A Multimodal Approach to Image Sentiment Analysis  (António Gaspar, Luís A. Alexandre)....Pages 302-309
 Joining Items Clustering and Users Clustering for Evidential Collaborative Filtering  (Raoua Abdelkhalek, Imen Boukhris, Zied Elouedi)....Pages 310-318
 Conditioned Generative Model via Latent Semantic Controlling for Learning Deep Representation of Data  (Jin-Young Kim, Sung-Bae Cho)....Pages 319-327
 Toward a Framework for Seasonal Time Series Forecasting Using Clustering  (Colin Leverger, Simon Malinowski, Thomas Guyet, Vincent Lemaire, Alexis Bondu, Alexandre Termier)....Pages 328-340
 An Evidential Imprecise Answer Aggregation Approach Based on Worker Clustering  (Lina Abassi, Imen Boukhris)....Pages 341-349
 Combining Machine Learning and Classical Optimization Techniques in Vehicle to Vehicle Communication Network  (Mutasem Hamdan, Khairi Hamdi)....Pages 350-358
 Adversarial Edit Attacks for Tree Data  (Benjamin Paaßen)....Pages 359-366
 Non-stationary Noise Cancellation Using Deep Autoencoder Based on Adversarial Learning  (Kyung-Hyun Lim, Jin-Young Kim, Sung-Bae Cho)....Pages 367-374
 A Deep Learning-Based Surface Defect Inspection System for Smartphone Glass  (Gwang-Myong Go, Seok-Jun Bu, Sung-Bae Cho)....Pages 375-385
 Superlinear Speedup of Parallel Population-Based Metaheuristics: A Microservices and Container Virtualization Approach  (Hatem Khalloof, Phil Ostheimer, Wilfried Jakob, Shadi Shahoud, Clemens Duepmeier, Veit Hagenmeyer)....Pages 386-393
 Active Dataset Generation for Meta-learning System Quality Improvement  (Alexey Zabashta, Andrey Filchenkov)....Pages 394-401
 Do You Really Follow Them? Automatic Detection of Credulous Twitter Users  (Alessandro Balestrucci, Rocco De Nicola, Marinella Petrocchi, Catia Trubiani)....Pages 402-410
 User Localization Based on Call Detail Record  (Buddhi Ayesha, Bhagya Jeewanthi, Charith Chitraranjan, Amal Shehan Perera, Amal S. Kumarage)....Pages 411-423
 Automatic Ground Truth Dataset Creation for Fake News Detection in Social Media  (Danae Pla Karidi, Harry Nakos, Yannis Stavrakas)....Pages 424-436
 Artificial Flora Optimization Algorithm for Task Scheduling in Cloud Computing Environment  (Nebojsa Bacanin, Eva Tuba, Timea Bezdan, Ivana Strumberger, Milan Tuba)....Pages 437-445
 A Significantly Faster Elastic-Ensemble for Time-Series Classification  (George Oastler, Jason Lines)....Pages 446-453
 ALIME: Autoencoder Based Approach for Local Interpretability  (Sharath M. Shankaranarayana, Davor Runje)....Pages 454-463
 Detection of Abnormal Load Consumption in the Power Grid Using Clustering and Statistical Analysis  (Matúš Cuper, Marek Lóderer, Viera Rozinajová)....Pages 464-475
 Deep Convolutional Neural Networks Based on Image Data Augmentation for Visual Object Recognition  (Khaoula Jayech)....Pages 476-485
 An Efficient Scheme for Prototyping kNN in the Context of Real-Time Human Activity Recognition  (Paulo J. S. Ferreira, Ricardo M. C. Magalhães, Kemilly Dearo Garcia, João M. P. Cardoso, João Mendes-Moreira)....Pages 486-493
 A Novel Recommendation System for Next Feature in Software  (Victor R. Prata, Ronaldo S. Moreira, Luan S. Cordeiro, Átilla N. Maia, Alan R. Martins, Davi A. Leão et al.)....Pages 494-501
 Meta-learning Based Evolutionary Clustering Algorithm  (Dmitry Tomp, Sergey Muravyov, Andrey Filchenkov, Vladimir Parfenov)....Pages 502-513
 Fast Tree-Based Classification via Homogeneous Clustering  (George Pardis, Konstantinos I. Diamantaras, Stefanos Ougiaroglou, Georgios Evangelidis)....Pages 514-524
 Ordinal Equivalence Classes for Parallel Coordinates  (Alexey Myachin, Boris Mirkin)....Pages 525-533
 New Internal Clustering Evaluation Index Based on Line Segments  (Juan Carlos Rojas Thomas, Matilde Santos Peñas)....Pages 534-541
 Threat Identification in Humanitarian Demining Using Machine Learning and Spectroscopic Metal Detection  (Wouter van Verre, Toykan Özdeǧer, Ananya Gupta, Frank J. W. Podd, Anthony J. Peyton)....Pages 542-549
Back Matter ....Pages 551-554