ICT Innovations 2019. Big Data Processing and Mining: 11th International Conference, ICT Innovations 2019, Ohrid, North Macedonia, October 17–19, 2019, Proceedings

Description

This book constitutes the refereed proceedings of the 11th International ICT Innovations Conference, ICT Innovations 2019, held in Ohrid, Macedonia, in October 2019. The 18 full papers presented were carefully reviewed and selected from 75 submissions. They cover the following topics: sensor applications and deployments, embedded and cyber-physical systems, robotics, network architectures, cloud computing, software infrastructure, software creation and management, models of computation, computational complexity and cryptography, design and analysis of algorithms, mathematical optimization, probability and statistics, data management systems, data mining, human computer interaction (HCI), artificial intelligence, machine learning, life and medical sciences, health care information systems, bioinformatics. Front Matter ....Pages i-xx Automatic Text Generation in Macedonian Using Recurrent Neural Networks (Ivona Milanova, Ksenija Sarvanoska, Viktor Srbinoski, Hristijan Gjoreski)....Pages 1-12 Detection of Toy Soldiers Taken from a Bird’s Perspective Using Convolutional Neural Networks (Saša Sambolek, Marina Ivašić-Kos)....Pages 13-26 Prediction of Student Success Through Analysis of Moodle Logs: Case Study (Neslihan Ademi, Suzana Loshkovska, Slobodan Kalajdziski)....Pages 27-40 Multidimensional Sensor Data Prediction (Stefan Popov, Biljana Risteska Stojkoska)....Pages 41-51 Five Years Later: How Effective Is the MAC Randomization in Practice? The No-at-All Attack (Ivan Vasilevski, Dobre Blazhevski, Veno Pachovski, Irena Stojmenovska)....Pages 52-64 Improvement of the Binary Varshamov Bound (Dejan Spasov)....Pages 65-71 Electrical Energy Consumption Prediction Using Machine Learning (Simon Stankoski, Ivana Kiprijanovska, Igor Ilievski, Jovanovski Slobodan, Hristijan Gjoreski)....Pages 72-82 Diatom Ecological Modelling with Weighted Pattern Tree Algorithm by Using Polygonal and Gaussian Membership Functions (Andreja Naumoski, Georgina Mirceva, Kosta Mitreski)....Pages 83-95 A Study of Different Models for Subreddit Recommendation Based on User-Community Interaction (Andrej Janchevski, Sonja Gievska)....Pages 96-108 Application of Hierarchical Bayesian Model in Ophtalmological Study (Biljana Tojtovska, Panche Ribarski, Antonela Ljubic)....Pages 109-120 Friendship Paradox and Hashtag Embedding in the Instagram Social Network (David Serafimov, Miroslav Mirchev, Igor Mishkovski)....Pages 121-133 An In-Depth Analysis of Personality Prediction (Filip Despotovski, Sonja Gievska)....Pages 134-147 Ski Injury Predictions with Explanations (Sandro Radovanović, Andrija Petrović, Boris Delibašić, Milija Suknović)....Pages 148-160 Performance Evaluation of Word and Sentence Embeddings for Finance Headlines Sentiment Analysis (Kostadin Mishev, Ana Gjorgjevikj, Riste Stojanov, Igor Mishkovski, Irena Vodenska, Ljubomir Chitkushev et al.)....Pages 161-172 A Hybrid Model for Financial Portfolio Optimization Based on LS-SVM and a Clustering Algorithm (Ivana P. Marković, Jelena Z. Stanković, Miloš B. Stojanović, Jovica M. Stanković)....Pages 173-186 Protein Secondary Structure Graphs as Predictors for Protein Function (Frosina Stojanovska, Nevena Ackovska)....Pages 187-201 Exploring the Attention Mechanism in Deep Models: A Case Study on Sentiment Analysis (Martina Toshevska, Slobodan Kalajdziski)....Pages 202-211 Image Augmentation with Neural Style Transfer (Borijan Georgievski)....Pages 212-224 Back Matter ....Pages 225-225