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Intelligent data engineering and automated learning -- IDEAL 2019 : 20th International Conference, Manchester, UK, November 14-16, 2019, Proceedings. Part I

Author: Hujun YinDavid CamachoPeter TinoAntonio J Tallón-BallesterosRonaldo MenezesAll authors
Publisher: Cham, Switzerland : Springer, 2019.
Series: Lecture notes in computer science, 11871.; LNCS sublibrary., SL 3,, Information systems and applications, incl. Internet/Web, and HCI.
Edition/Format:   eBook : Document : Conference publication : EnglishView all editions and formats
Summary:
This two-volume set of LNCS 11871 and 11872 constitutes the thoroughly refereed conference proceedings of the 20th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2019, held in Manchester, UK, in November 2019. The 94 full papers presented were carefully reviewed and selected from 149 submissions. These papers provided a timely sample of the latest advances in data engineering  Read more...
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Genre/Form: Electronic books
Conference papers and proceedings
Congresses
Material Type: Conference publication, Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Hujun Yin; David Camacho; Peter Tino; Antonio J Tallón-Ballesteros; Ronaldo Menezes; Richard Allmendinger
ISBN: 9783030336073 3030336077
OCLC Number: 1127290928
Notes: International conference proceedings.
Includes author index.
Description: 1 online resource (xxii, 554 pages) : illustrations (some color).
Contents: Orchids Classification Using Spatial Transformer Network with Adaptive Scaling / Watcharin Sarachai, Jakramate Bootkrajang, Jeerayut Chaijaruwanich, and Samerkae Somhom --
Scalable Dictionary Classifiers for Time Series Classification / Matthew Middlehurst, William Vickers, and Anthony Bagnall --
Optimization of the Numeric and Categorical Attribute Weights in KAMILA Mixed Data Clustering Algorithm / Nádia Junqueira Martarelli and Marcelo Seido Nagano --
Meaningful Data Sampling for a Faithful Local Explanation Method / Peyman Rasouli and Ingrid Chieh Yu --
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, and Valery Naranjo --
Adaptive Orthogonal Characteristics of Bio-inspired Neural Networks / Naohiro Ishii, Toshinori Deguchi, Masashi Kawaguchi, Hiroshi Sasaki, and Tokuro Matsuo --
Using Deep Learning for Ordinal Classification of Mobile Marketing User Conversion / Luís Miguel Matos, Paulo Cortez, Rui Castro Mendes, and Antoine Moreau --
Modeling Data Driven Interactions on Property Graph / Worapol Alex Pongpech --
Adaptive Dimensionality Adjustment for Online "Principal Component Analysis" / Nico Migenda, Ralf Möller, and Wolfram Schenck --
Relevance Metric for Counterfactuals Selection in Decision Trees / Rubén R. Fernández, Isaac Martín de Diego, Víctor Aceña, Javier M. Moguerza, and Alberto Fernández-Isabel --
Weighted Nearest Centroid Neighbourhood / Víctor Aceña, Javier M. Moguerza, Isaac Martín de Diego, and Rubén R. Fernández The Prevalence of Errors in Machine Learning Experiments / Martin Shepperd, Yuchen Guo, Ning Li, Mahir Arzoky, Andrea Capiluppi, Steve Counsell, Giuseppe Destefanis, Stephen Swift, Allan Tucker, and Leila Yousefi --
A Hybrid Model for Fraud Detection on Purchase Orders / William Ferreira Moreno Oliverio, Allan Barcelos Silva, Sandro José Rigo, and Rodolpho Lopes Bezerra da Costa --
Users Intention Based on Twitter Features Using Text Analytics / Qadri Mishael, Aladdin Ayesh, and Iryna Yevseyeva --
Mixing Hetero- and Homogeneous Models in Weighted Ensembles / James Large and Anthony Bagnall --
A Hybrid Approach to Time Series Classification with Shapelets / David Guijo-Rubio, Pedro A. Gutiérrez, Romain Tavenard, and Anthony Bagnall --
An Ensemble Algorithm Based on Deep Learning for Tuberculosis Classification / Alfonso Hernández, Ángel Panizo, and David Camacho --
A Data-Driven Approach to Automatic Extraction of Professional Figure Profiles from Résumés / Alessandro Bondielli and Francesco Marcelloni --
Retrieving and Processing Information from Clinical Algorithm via Formal Concept Analysis / Aleksandra Vatian, Anna Tatarinova, Svyatoslav Osipov, Nikolai Egorov, Vitalii Boitsov, Elena Ryngach, Tatiana Treshkur, Anatoly Shalyto, and Natalia Gusarova --
Comparative Analysis of Approaches to Building Medical Dialog Systems in Russian / Aleksandra Vatian, Natalia Dobrenko, Nikolai Andreev, Aleksandr Nemerovskii, Anastasia Nevochhikova, and Natalia Gusarova --
Tracking Position and Status of Electric Control Switches Based on YOLO Detector / Xingang Mou, Jian Cui, Hujun Yin, and Xiao Zhou --
A Self-generating Prototype Method Based on Information Entropy Used for Condensing Data in Classification Tasks / Alberto Manastarla and Leandro A. Silva Transfer Knowledge Between Sub-regions for Traffic Prediction Using Deep Learning Method / Yi Ren and Kunqing Xie --
Global Q-Learning Approach for Power Allocation in Femtocell Networks / Abdulmajeed M. Alenezi and Khairi Hamdi --
Deep Learning and Sensor Fusion Methods for Studying Gait Changes Under Cognitive Load in Males and Females / Abdullah S. Alharthi and Krikor B. Ozanyan --
Towards a Robotic Personal Trainer for the Elderly / J. A. Rincon, A. Costa, P. Novais, V. Julian, and C. Carrascosa --
Image Quality Constrained GAN for Super-Resolution / Jingwen Su, Yao Peng, and Hujun Yin --
Use Case Prediction Using Product Reviews Text Classification / Tinashe Wamambo, Cristina Luca, and Arooj Fatima --
Convolutional Neural Network for Core Sections Identification in Scientific Research Publications / Bello Aliyu Muhammad, Rahat Iqbal, Anne James, and Dianabasi Nkantah --
Knowledge Inference Through Analysis of Human Activities / Leandro O. Freitas, Pedro R. Henriques, and Paulo Novais --
Representation Learning of Knowledge Graphs with Multi-scale Capsule Network / Jingwei Cheng, Zhi Yang, Jinming Dang, Chunguang Pan, and Fu Zhang --
CNNPSP: Pseudouridine Sites Prediction Based on Deep Learning / Yongxian Fan, Yongzhen Li, Huihua Yang, and Xiaoyong Pan --
A Multimodal Approach to Image Sentiment Analysis / António Gaspar and Luís A. Alexandre --
Joining Items Clustering and Users Clustering for Evidential Collaborative Filtering / Raoua Abdelkhalek, Imen Boukhris, and Zied Elouedi --
Conditioned Generative Model via Latent Semantic Controlling for Learning Deep Representation of Data / Jin-Young Kim and Sung-Bae Cho Toward a Framework for Seasonal Time Series Forecasting Using Clustering / Colin Leverger, Simon Malinowski, Thomas Guyet, Vincent Lemaire, Alexis Bondu, and Alexandre Termier --
An Evidential Imprecise Answer Aggregation Approach Based on Worker Clustering / Lina Abassi and Imen Boukhris --
Combining Machine Learning and Classical Optimization Techniques in Vehicle to Vehicle Communication Network / Mutasem Hamdan and Khairi Hamdi --
Adversarial Edit Attacks for Tree Data / Benjamin Paaßen --
Non-stationary Noise Cancellation Using Deep Autoencoder Based on Adversarial Learning / Kyung-Hyun Lim, Jin-Young Kim, and Sung-Bae Cho --
A Deep Learning-Based Surface Defect Inspection System for Smartphone Glass / Gwang-Myong Go, Seok-Jun Bu, and Sung-Bae Cho --
Superlinear Speedup of Parallel Population-Based Metaheuristics: A Microservices and Container Virtualization Approach / Hatem Khalloof, Phil Ostheimer, Wilfried Jakob, Shadi Shahoud, Clemens Duepmeier, and Veit Hagenmeyer --
Active Dataset Generation for Meta-learning System Quality Improvement / Alexey Zabashta and Andrey Filchenkov --
Do You Really Follow Them? Automatic Detection of Credulous Twitter Users / Alessandro Balestrucci, Rocco De Nicola, Marinella Petrocchi, and Catia Trubiani --
User Localization Based on Call Detail Record / Buddhi Ayesha, Bhagya Jeewanthi, Charith Chitraranjan, Amal Shehan Perera, and Amal S. Kumarage --
Automatic Ground Truth Dataset Creation for Fake News Detection in Social Media / Danae Pla Karidi, Harry Nakos, and Yannis Stavrakas Artificial Flora Optimization Algorithm for Task Scheduling in Cloud Computing Environment / Nebojsa Bacanin, Eva Tuba, Timea Bezdan, Ivana Strumberger, and Milan Tuba --
A Significantly Faster Elastic-Ensemble for Time-Series Classification / George Oastler and Jason Lines --
ALIME: Autoencoder Based Approach for Local Interpretability / Sharath M. Shankaranarayana and Davor Runje --
Detection of Abnormal Load Consumption in the Power Grid Using Clustering and Statistical Analysis / Matúš Cuper, Marek Lóderer, and Viera Rozinajová --
Deep Convolutional Neural Networks Based on Image Data Augmentation for Visual Object Recognition / Khaoula Jayech --
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, and João Mendes-Moreira --
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, C. H. L. Cavalcante, Amauri H. Souza Júnior, and Ajalmar R. Rocha Neto --
Meta-learning Based Evolutionary Clustering Algorithm / Dmitry Tomp, Sergey Muravyov, Andrey Filchenkov, and Vladimir Parfenov --
Fast Tree-Based Classification via Homogeneous Clustering / George Pardis, Konstantinos I. Diamantaras, Stefanos Ougiaroglou, and Georgios Evangelidis --
Ordinal Equivalence Classes for Parallel Coordinates / Alexey Myachin and Boris Mirkin --
New Internal Clustering Evaluation Index Based on Line Segments / Juan Carlos Rojas Thomas and Matilde Santos Peñas --
Threat Identification in Humanitarian Demining Using Machine Learning and Spectroscopic Metal Detection / Wouter van Verre, Toykan Özdeǧer, Ananya Gupta, Frank J. W. Podd, and Anthony J. Peyton.
Series Title: Lecture notes in computer science, 11871.; LNCS sublibrary., SL 3,, Information systems and applications, incl. Internet/Web, and HCI.
Other Titles: IDEAL 2019
Responsibility: Hujun Yin, David Camacho, Peter Tino, Antonio J. Tallón-Ballesteros, Ronaldo Menezes, Richard Allmendinger (eds.).

Abstract:

This two-volume set of LNCS 11871 and 11872 constitutes the thoroughly refereed conference proceedings of the 20th International Conference on Intelligent Data Engineering and Automated Learning,  Read more...

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