ICT Innovations 2020. Machine Learning and Applications : 12th International Conference, ICT Innovations 2020, Skopje, North Macedonia, September 24{u2013}26, 2020, Proceedings

This book constitutes the refereed proceedings of the 12th International ICT Innovations Conference, ICT Innovations 2020, held in Skopje, North Macedonia, in September 2020. The 12 full papers and 6 short papers presented were carefully reviewed and selected from 60 submissions. The focal point of the volume is machine learning and applications in spheres of business, science and technology. Front Matter ....Pages i-xx Temperature Dependent Initial Chemical Conditions for WRF-Chem Air Pollution Simulation Model (Nenad Anchev, Boro Jakimovski, Vlado Spiridonov, Goran Velinov)....Pages 1-14 Smart City Air Pollution Monitoring and Prediction: A Case Study of Skopje (Jovan Kalajdjieski, Mladen Korunoski, Biljana Risteska Stojkoska, Kire Trivodaliev)....Pages 15-27 Cloud Based Personal Health Records Data Exchange in the Age of IoT: The Cross4all Project (Savoska Snezana, Vassilis Kilintzis, Boro Jakimovski, Ilija Jolevski, Nikolaos Beredimas, Alexandros Mourouzis et al.)....Pages 28-41 Time Series Anomaly Detection with Variational Autoencoder Using Mahalanobis Distance (Laze Gjorgiev, Sonja Gievska)....Pages 42-55 Towards Cleaner Environments by Automated Garbage Detection in Images (Aleksandar Despotovski, Filip Despotovski, Jane Lameski, Eftim Zdravevski, Andrea Kulakov, Petre Lameski)....Pages 56-63 Fine – Grained Image Classification Using Transfer Learning and Context Encoding (Marko Markoski, Ana Madevska Bogdanova)....Pages 64-70 Machine Learning and Natural Language Processing: Review of Models and Optimization Problems (Emiliano Mankolli, Vassil Guliashki)....Pages 71-86 Improving NER Performance by Applying Text Summarization on Pharmaceutical Articles (Jovana Dobreva, Nasi Jofche, Milos Jovanovik, Dimitar Trajanov)....Pages 87-97 Case Study: Predicting Students Objectivity in Self-evaluation Responses Using Bert Single-Label and Multi-Label Fine-Tuned Deep-Learning Models (Vlatko Nikolovski, Dimitar Kitanovski, Dimitar Trajanov, Ivan Chorbev)....Pages 98-110 Fat Tree Algebraic Formal Modelling Applied to Fog Computing (Pedro Juan Roig, Salvador Alcaraz, Katja Gilly, Sonja Filiposka)....Pages 111-126 A Circuit for Flushing Instructions from Reservation Stations in Microprocessors (Dejan Spasov)....Pages 127-137 Parallel Programming Strategies for Computing Walsh Spectra of Boolean Functions (Dushan Bikov, Maria Pashinska)....Pages 138-152 Pipelined Serial Register Renaming (Dejan Spasov)....Pages 153-161 Fast Decoding with Cryptcodes for Burst Errors (Aleksandra Popovska-Mitrovikj, Verica Bakeva, Daniela Mechkaroska)....Pages 162-173 Cybersecurity Training Platforms Assessment (Vojdan Kjorveziroski, Anastas Mishev, Sonja Filiposka)....Pages 174-188 Real-Time Monitoring and Assessing Open Government Data: A Case Study of the Western Balkan Countries (Vigan Raça, Nataša Veljković, Goran Velinov, Leonid Stoimenov, Margita Kon-Popovska)....Pages 189-201 Analysis of Digitalization in Healthcare: Case Study (Goce Gavrilov, Orce Simov, Vladimir Trajkovik)....Pages 202-216 Correlating Glucose Regulation with Lipid Profile (Ilija Vishinov, Marjan Gusev, Lidija Poposka, Marija Vavlukis)....Pages 217-227 Back Matter ....Pages 229-229