Pristupačnost
- Bibliography (CROSBI)
- List of select publications
- Teaching
- Research areas
- Personal data
- List of select projects
Evaluating Harmony: Neural Network Explanation Metrics and Human Perception
An Overview of the State-of-the-Art Machine Learning Methods for Traveling Salesman Problem
Advancing Attribution-Based Neural Network Explainability through Relative Absolute Magnitude Layer-Wise Relevance Propagation and Multi-Component Evaluation
Fairness in Graph-based Recommendation: Methods Overview
Detection of Shilling Attacks on Collaborative Filtering Recommender Systems by Combining Multiple Random Forest Models
An Overview of State-of-the-art Solutions for Scene Text Detection
An Overview of Diffusion Models for Text Generation
Empirical Study: How Issue Classification Influences Software Defect Prediction
Distributed Multi-User QoS-Aware Service Selection
Graph Neural Network for Source Code Defect Prediction
Named entity recognition for addresses: an empirical study
Information Extraction from Free-Form CV Documents in Multiple Languages
Improving Software Defect Prediction by Aggregated Change Metrics
A probabilistic quality of service model for nondeterministic service compositions.
Empirical study: IoT-based microgrid
A Comparison of Application Layer Communication Protocols in IoT-enabled Smart Grid
Candidate Classification and Skill Recommendation in a CV Recommender System
REPD: Source code defect prediction as anomaly detection
Building Vector Representations for Candidates and Projects in a CV Recommender System
Recommendation Systems Based on Collaborative Filtering
Population-Based Variable Neighborhood Descent for Discrete Optimization
GRASP Method for Vehicle Routing with Delivery Place Selection
Fast Multi-Criteria Service Selection for Multi- User Composite Applications
Recommendation System for Method-Level Python Code Changes
Patterns Construction for Method-Level Python Code Changes Recommendations
Classification of Breast Tumors Using Deep Learning Methods
The Efficient Three-Dimensional Container Loading Algorithm
Java Code Deep-Searching Based on the Functionality Description Given in Natural Language
Solving Clustered Capacitated Vehicle Routing Problem Using Kohonen's Neural Networks
Generating SQL Language Instructions Based on the Natural Language Description
Detection of Musical Genres Using Deep Learning
Code Similarity Based on Abstract Syntax Tree Analysis
Detection and Reading of Vehicle License Plates
Information Extraction out of Cv’s Given In Free Form Text
Web Application for Meteorological Model Forecasts Visualization
Python Code Deep-Searching Based on the Functionality Description Given in Natural Language
Generating Images Using Deep Learning
Analysis and Comparison of Exact and Approximate Bin Packing Algorithms
Performance of Common Classifiers on node2vec Network Representations
REPD: Source Code Defect Prediction As Anomaly Detection
Comparison of Relational and Time-Series Databases for Real-Time Massive Datasets
Classification of Breast Tumors Using Deep Convolutional Neural Networks
Generating Images Using Deep Learning
Multi-User Service Selection
Stabile Usage of Export Regulatory Standards in Data Security Process
Chess Game Engine Based on Reinforcement Learning
Prediction of Multiplayer Computer Games Outcome Using Machine Learning Algorithms
Efficient Multi-user Service Selection Based on the Transportation Problem
Traffic Lights Control for Average Delay Minimization Using Reinforcement Learning
Protection of Real-time Multimedia Data Streams Using AES Encryption
Traffic Lights Control for Traffic Jams Reduction Using Reinforcement Learning
Comparing Efficiency of Various Machine Learning Algorithms on Different Datasets
Session Management System for Multimedia Data Streams Services
Efficient Global Correlation Measures for a Collaborative Filtering Dataset
Hybrid Recommender System for Movies
Real-time adaptive QoS prediction using approximate matrix multiplication
Minimizing Total Driven Distance from Source to Destination Using Reinforcement Learning
Image Searching and Sorting Using Deep Learning Features
Application of social game context to teaching mutual exclusion
Coexistence of G.fast and VDSL2 systems in copper access networks
Finding Similar Text Documents Using Locality Sensitive Hashing Algorithms
Deep Features Interpolation for Image Content Changes
Image Context Recognition Using Deep Learning
Facial Expression Recognition Using Deep Learning
Identification of modified images uploaded on social networks using perceptual image hashing algorithms
Efficient Web Service Reliability Prediction Using Collaborative Filtering
Evaluating Robustness of Perceptual Image Hashing Algorithms
Finding similar mail conversations using locality sensitive hashing
A preliminary study on similarity-preserving digital book identifiers
Prediction of Atomic Web Services Reliability for QoS-aware Recommendation
Visualisation of Balanced Binary Search Tree Algorithms Using Web Interface
Framework for distribution of tasks among working nodes in distributed systems
Scalable and Accurate Prediction of Availability of Atomic Web Services
A Reliability Improvement Method for SOA-Based Applications
Reliability Sensitivity Analysis for Yahoo! Pipes Mashups
Widget for Definition and Simulation of Turing Machine
An Application for Automated Scheduling of Incoming Tasks Based on the Analysis of Current Task Schedule
Reliability Prediction of Consumer Computing Applications
Prediction of atomic web services reliability based on k-means clustering
Reliability Modeling for SOA Systems
Debugging in consumer-programming oriented environments
Emerging Security Threats For Mobile Platforms
Secure Communication Framework for Consumer Computing Cloud
Security Vulnerabilities in Modern Web Browser Architecture
Security of Web Level User Identity Management
Geppeto: Consumer's Approach to Programming
Access control storage in Programmable Internet Environment
Web Services Testing Application
1. Šilić, Marin; Delač, Goran; Srbljić, Siniša.
Prediction of Atomic Web Services Reliability for QoS-aware Recommendation. // IEEE Transaction on Services Computing. 8 (2015) , 3; 425-438 (članak, znanstveni).
2. Delač, Goran; Šilić, Marin; Srbljić, Siniša.
A Reliability Improvement Method for SOA-Based Applications. // Ieee transactions on dependable and secure computing. 12 (2014) , 2; 136-149 (članak, znanstveni).
3. Šilić, Marin; Delač, Goran; Krka, Ivo; Srbljić, Siniša.
Scalable and Accurate Prediction of Availability of Atomic Web Services. // IEEE Transactions on Services Computing. 7 (2014) , 2; 252-264 (članak, znanstveni).
4. Šilić, Marin; Delač, Goran; Srbljić Siniša.
Prediction of atomic web services reliability based on k-means clustering // Proceedings of the 2013 9th Joint Meeting on Foundations of Software Engineering, ESEC/FSE'13 / Meyer, Bertrand ; Baresi, Luciano ; Mezini, Mira (ur.).
New York, NY, USA : ACM, 2013. 70-80 (predavanje,međunarodna recenzija,objavljeni rad,znanstveni).
5. Vladimir, Klemo; Šilić, Marin; Romić, Nenad; Delač, Goran; Srbljić, Siniša.
A preliminary study on similarity-preserving digital book identifiers // Proceedings of the 9th Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities.
2015. (predavanje,međunarodna recenzija,objavljeni rad,znanstveni).
Teaching
University undergraduate
- Introduction to Theoretical Computer Science (Lecturer in charge)
- Introduction to Theoretical Computer Science (Lecturer in charge)
- Programming Language Translation (Lecturer in charge)
- Programming Language Translation (Lecturer in charge)
- BSc Thesis (Lecturers)
- BSc Thesis (Lecturers)
- Final BSc Thesis (Lecturers)
- Project C (Lecturers)
- Software Design Project (Lecturers)
- Software Design Project (Lecturers)
University graduate
- Analysis of Massive Datasets (Lecturer in charge, Lecturer in charge)
- Analysis of Massive Datasets (Lecturer in charge)
- Cloud Computing (Lecturer in charge)
- Software for Communication Systems (Lecturer in charge)
- Graduation Thesis (Lecturers)
- Graduation Thesis (Lecturers)
- Project (Lecturers)
- Project (Lecturers)
- Project (Lecturers)
- Project (Lecturers)
- Seminar 1 (Lecturers)
- Seminar 2 (Lecturers)
Postgraduate doctoral study programme
- Programming Language Translation in Distributed Systems (Lecturer in charge)
Competences
-
Computational and artificial intelligence
Knowledge based systems Knowledge engineering Learning (artificial intelligence) Machine learning Prediction methods Computation theory Computational complexity Concurrent computing Greedy algorithms Neural networks -
Computers and information processing
Big Data applications Data processing Data analysis Data collection Data preprocessing Text processing Image classification Object detection Clustering methods Data mining Anomaly detection Association rules Text analysis Text mining Web mining Face recognition Nearest neighbor methods Web services Software as a service Software design Software maintenance Software reusability Software engineering Software architecture -
Computational and artificial intelligence
Knowledge based systems Knowledge engineering Learning (artificial intelligence) Machine learning Prediction methods Computation theory Computational complexity Concurrent computing Greedy algorithms Neural networks -
Computers and information processing
Big Data applications Data processing Data analysis Data collection Data preprocessing Text processing Image classification Object detection Clustering methods Data mining Anomaly detection Association rules Text analysis Text mining Web mining Face recognition Nearest neighbor methods Web services Software as a service Software design Software maintenance Software reusability Software engineering Software architecture
Personal data
List of select projects
- Text summarization and time series prediction using machine learning, collaboration between Faculty and Atos Convergence Creators Ltd. Zagreb, Jan. 2021 – , Project leader: Associate professor Marin Šilić, Ph.D.; Technical project coordinators: Associate professor Željko Ilić, Ph.D., and Associate professor Marin Šilić, Ph.D.
- Machine learning applied in test automation and mobile networks 2, collaboration between Faculty and Atos Convergence Creators Ltd. Zagreb, Nov. 2019 – June 2020, Project leader: Assistant professor Marin Šilić, Ph.D.; Technical project coordinators: Associate professor Željko Ilić, Ph.D., and Assistant professor Marin Šilić, Ph.D.
- Machine learning applied in test automation and mobile networks, projekt suradnje s Atos Convergence Creators d.o.o. Zagreb, studeni 2018. – lipanj 2019., Voditelj projekta: doc.dr.sc. Marin Šilić, Tehnički koordinatori projekta: doc.dr.sc. Željko Ilić i doc.dr.sc. Marin Šilić.
- Reinforcement learning applied in telecom and computer networks, collaboration between Faculty and SIEMENS Convergence Creators Ltd. Zagreb, Nov. 2017 – June 2018, Project leaders and technical project coordinators: assistant professor Željko Ilić, Ph.D., and assistant professor Marin Šilić, Ph.D.
- Software modules for SDN WAN management (project task: Developing software for managing WAN with SDN), collaboration between Faculty and Combis d.o.o. Zagreb, Jan. – July, 2017, Project leader: assistant professor Željko Ilić, Ph.D.; Technical project coordinator: assistant professor Marin Šilić, Ph.D.
- Analysis of vectorization techniques in a network with multiple DSLAMs, collaboration between Faculty and HAKOM (Croatian post and electronic communications agency), Zagreb, March - Nov. 2016, Project leader: assistant professor Željko Ilić, Ph.D., assistant professor Marin Šilić, Ph.D.
- IP-based Networks and Applications (Project Task: Network Packet Broker for Software Defined Networks), collaboration between Faculty and Combis d.o.o. Zagreb, Feb. – June 2016, Project leader: assistant professor Željko Ilić, Ph.D.; Technical project coordinator: Marin Šilić, Ph.D.
- 3GPP LTE Network and Applications, collaboration between Faculty and SIEMENS Convergence Creators Ltd. Zagreb, 2014 – 2015, Project leader: assistant professor Željko Ilić, Ph.D.; Technical project coordinator: Marin Šilić, Ph.D.
- Multimedia solutions, collaboration between Faculty and SIEMENS Convergence Creators Ltd. Zagreb, 2013 – 2014, Project leader: assistant professor Željko Ilić, Ph.D.; Technical project coordinator: Marin Šilić, Ph.D.
- Analysis of availability and data rates of existing broadband copper access network, collaboration between Faculty and HAKOM (Croatian post and electronic communications agency), Zagreb, April, 2013 – May, 2014, Project leader: assistant professor Željko Ilić, Ph.D.; Technical project coordinator: Marin Šilić, Ph.D.