izv. prof. dr. sc. Marin Šilić

Associate professor, Department of Electronics, Microelectronics, Computer and Intelligent Systems

Location:
Public phone number:
6129-549
Internal phone number:
549

An Overview of the State-of-the-Art Machine Learning Methods for Traveling Salesman Problem

Požgaj, Stjepan; Kurdija, Adrian Satja; Šilić, Marin; Delač, Goran; Vladimir, Klemo
2024.

Advancing Attribution-Based Neural Network Explainability through Relative Absolute Magnitude Layer-Wise Relevance Propagation and Multi-Component Evaluation

Vukadin, Davor; Afrić, Petar; Šilić, Marin; Delač, Goran
2024.
ACM Transactions on Intelligent Systems and Technology

Evaluating Harmony: Neural Network Explanation Metrics and Human Perception

Vukadin, Davor; Šilić, Marin; Delač, Goran; Vladimir, Klemo
2024.

Fairness in Graph-based Recommendation: Methods Overview

Čutura, Lucija; Vladimir, Klemo; Delač, Goran; Šilić, Marin
2024.

An Overview of Diffusion Models for Text Generation

Čeović, Helena ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo ;
2023.

An Overview of State-of-the-art Solutions for Scene Text Detection

Džida, Mladen ; Vukadin, Davor ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo
2023.

Detection of Shilling Attacks on Collaborative Filtering Recommender Systems by Combining Multiple Random Forest Models

Grozdanić, Vjeran ; Vladimir, Klemo ; Delač, Goran ; Šilić, Marin ;
2023.

Empirical Study: How Issue Classification Influences Software Defect Prediction

Afrić, Petar ; Vukadin, Davor ; Šilić, Marin ; Delač, Goran
2023.
IEEE access

Named entity recognition for addresses: an empirical study

Čeović, Helena ; Kurdija, Adrian Satja ; Delač, Goran ; Šilić, Marin
2022.
IEEE access

Distributed Multi-User QoS-Aware Service Selection

Kurdija, Satja Adrian ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo
2022.
International Journal of Web and Grid Services

Graph Neural Network for Source Code Defect Prediction

Šikić, Lucija ; Kurdija, Adrian Satja ; Vladimir, Klemo ; Šilić, Marin
2022.
IEEE access

Improving Software Defect Prediction by Aggregated Change Metrics

Šikić, Lucija ; Afrić, Petar ; Kurdija, Adrian Satja ; Šilić, Marin
2021.
IEEE access

Information Extraction from Free-Form CV Documents in Multiple Languages

Vukadin, Davor ; Kurdija, Adrian Satja ; Delač, Goran ; Šilić, Marin
2021.
IEEE access

Candidate Classification and Skill Recommendation in a CV Recommender System

Kurdija, Adrian Satja ; Afrić, Petar ; Šikić, Lucija ; Plejić, Boris ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo ; Srbljić, Siniša
2020.

A probabilistic quality of service model for nondeterministic service compositions.

Adrian Satja Kurdija
2020.

REPD: Source code defect prediction as anomaly detection

Afrić, Petar ; Šikić, Lucija ; Kurdija, Adrian Satja ; Šilić, Marin
2020.
Journal of systems and software

A Comparison of Application Layer Communication Protocols in IoT-enabled Smart Grid

Šikić, Lucija ; Janković, Jasna ; Afrić, Petar ; Šilić, Marin ; Ilić, Željko ; Pandžić, Hrvoje ; Živić, Marijan ; Džanko, Matija
2020.

Empirical study: IoT-based microgrid

Janković, Jasna ; Šikić, Lucija ; Afrić, Petar ; Šilić, Marin ; Ilić, Željko ; Pandžić, Hrvoje ; Živić, Marijan ; Džanko, Matija
2020.

Building Vector Representations for Candidates and Projects in a CV Recommender System

Kurdija, Adrian Satja ; Afrić, Petar ; Šikić, Lucija ; Plejić, Boris ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo ; Srbljić, Siniša
2020.

Analysis and Comparison of Exact and Approximate Bin Packing Algorithms

Tadic, Luka ; Afric, Petar ; Sikic, Lucija ; Kurdija, Adrian Satja ; Klemo, Vladimir ; Delac, Goran ; Silic, Marin
2019.

Recommendation Systems Based on Collaborative Filtering

Lukić, Andrea
2019.

Generating Images Using Deep Learning

Rezić, Ivan
2019.

Generating SQL Language Instructions Based on the Natural Language Description

Primoraj, Juraj
2019.

Solving Clustered Capacitated Vehicle Routing Problem Using Kohonen's Neural Networks

Filipović, Miroslav
2019.

Detection and Reading of Vehicle License Plates

Ivančić, Mislav
2019.

Recommendation System for Method-Level Python Code Changes

Brnčić, Tomislav
2019.

GRASP Method for Vehicle Routing with Delivery Place Selection

Afrić, Petar ; Kurdija, Adrian Satja ; Šikić, Lucija ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo ; Srbljić, Siniša
2019.

Classification of Breast Tumors Using Deep Learning Methods

Vukelić, Elena
2019.

Python Code Deep-Searching Based on the Functionality Description Given in Natural Language

Pacadi, Marko
2019.

Java Code Deep-Searching Based on the Functionality Description Given in Natural Language

Pavić, Mario
2019.

The Efficient Three-Dimensional Container Loading Algorithm

Matić, Shimun
2019.

Information Extraction out of Cv’s Given In Free Form Text

Assouline, Nicolas
2019.

Detection of Musical Genres Using Deep Learning

Orešković, Krešo
2019.

Comparison of Relational and Time-Series Databases for Real-Time Massive Datasets

Musa, Ema ; Delač, Goran ; Šilić, Marin ; Vladimir, Klemo
2019.

Fast Multi-Criteria Service Selection for Multi- User Composite Applications

Kurdija, Adrian Satja ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo
2019.
IEEE Transactions on Services Computing

Web Application for Meteorological Model Forecasts Visualization

Precali, Ivan
2019.

Patterns Construction for Method-Level Python Code Changes Recommendations

Sternak, Tvrtko
2019.

Performance of Common Classifiers on node2vec Network Representations

Pozek, Mislav ; Sikic, Lucija ; Afric, Petar ; Kurdija, Adrian Satja ; Klemo, Vladimir ; Delac, Goran ; Silic, Marin
2019.

REPD: Source Code Defect Prediction As Anomaly Detection

Afrić, Petar ; Šikić, Lucija ; Kurdija, Adrian Satja ; Delač, Goran ; Šilić, Marin
2019.

Population-Based Variable Neighborhood Descent for Discrete Optimization

Afrić, Petar ; Kurdija, Adrian Satja ; Šikić, Lucija ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo ; Srbljić, Siniša
2019.

Code Similarity Based on Abstract Syntax Tree Analysis

Berta, Borna
2019.

Prediction of Multiplayer Computer Games Outcome Using Machine Learning Algorithms

Butorac, Karlo
2018.

Chess Game Engine Based on Reinforcement Learning

Njegač, Sven
2018.

Classification of Breast Tumors Using Deep Convolutional Neural Networks

Vukadin, Davor
2018.

Minimizing Total Driven Distance from Source to Destination Using Reinforcement Learning

Petak, Martina
2018.

Traffic Lights Control for Average Delay Minimization Using Reinforcement Learning

Silović, Josip
2018.

Real-time adaptive QoS prediction using approximate matrix multiplication

Kurdija, Adrian Satja ; Šilić, Marin ; Srbljić, Siniša
2018.
International Journal of Web and Grid Services

Image Searching and Sorting Using Deep Learning Features

Šilić, Matko
2018.

Stabile Usage of Export Regulatory Standards in Data Security Process

Plejić, Boris ; Šilić, Marin ; Golub, Marin
2018.

Efficient Global Correlation Measures for a Collaborative Filtering Dataset

Kurdija, Adrian Satja ; Šilić, Marin ; Vladimir, Klemo ; Delač, Goran
2018.
Knowledge-based systems

Multi-User Service Selection

Kurdija, Adrian Satja ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo ; Srbljić, Siniša
2018.

Application of social game context to teaching mutual exclusion

Popović, Miroslav ; Vladimir, Klemo ; Šilić, Marin
2018.
Automatika : časopis za automatiku, mjerenje, elektroniku, računarstvo i komunikacije

Comparing Efficiency of Various Machine Learning Algorithms on Different Datasets

Šarić, Igor
2018.

Generating Images Using Deep Learning

Šušnjara, Juraj
2018.

Protection of Real-time Multimedia Data Streams Using AES Encryption

Dujmušić, Filip
2018.

Efficient Multi-user Service Selection Based on the Transportation Problem

Kurdija, Adrian Satja ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo ; Srbljić, Siniša
2018.

Hybrid Recommender System for Movies

Sučić, Zvonimir
2018.

Traffic Lights Control for Traffic Jams Reduction Using Reinforcement Learning

Penezić, Ema
2018.

Session Management System for Multimedia Data Streams Services

Pevec, Matija
2018.

Finding Similar Text Documents Using Locality Sensitive Hashing Algorithms

Jurjević, Marin
2017.

Efficient Web Service Reliability Prediction Using Collaborative Filtering

Kurdija, Adrian Satja ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo ; Srbljić, Siniša
2017.

Coexistence of G.fast and VDSL2 systems in copper access networks

Mikac, Vedran ; Ilić, Željko ; Šilić, Marin ; Jurin, Goran ; Švedek, Velimir
2017.

Facial Expression Recognition Using Deep Learning

Filipović, Miroslav
2017.

Identification of modified images uploaded on social networks using perceptual image hashing algorithms

Drmić, Andrea
2017.

Evaluating Robustness of Perceptual Image Hashing Algorithms

Drmić, Andrea ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo ; Kurdija, Adrian Satja
2017.

Deep Features Interpolation for Image Content Changes

Požek, Mislav
2017.

Image Context Recognition Using Deep Learning

Matić, Shimun
2017.

Finding similar mail conversations using locality sensitive hashing

Kolobara, Bernard
2016.

Prediction of Atomic Web Services Reliability for QoS-aware Recommendation

Šilić, Marin ; Delač, Goran ; Srbljić, Siniša
2015.
IEEE Transactions on Services Computing

Visualisation of Balanced Binary Search Tree Algorithms Using Web Interface

Baričević, Dominik
2015.

A preliminary study on similarity-preserving digital book identifiers

Vladimir, Klemo ; Šilić, Marin ; Romić, Nenad ; Delač, Goran ; Srbljić, Siniša
2015.

Scalable and Accurate Prediction of Availability of Atomic Web Services

Šilić, Marin ; Delač, Goran ; Krka, Ivo ; Srbljić, Siniša
2014.
IEEE Transactions on Services Computing

A Reliability Improvement Method for SOA-Based Applications

Delač, Goran ; Šilić, Marin ; Srbljić, Siniša
2014.
Ieee transactions on dependable and secure computing

Framework for distribution of tasks among working nodes in distributed systems

Milas, Mario
2014.

Prediction of atomic web services reliability based on k-means clustering

Šilić, Marin ; Delač, Goran ; Srbljić Siniša
2013.

Reliability Sensitivity Analysis for Yahoo! Pipes Mashups

Delač, Goran ; Šilić, Marin ; Vladimir, Klemo
2013.

An Application for Automated Scheduling of Incoming Tasks Based on the Analysis of Current Task Schedule

Fonić, Viktor
2013.

Reliability Prediction of Consumer Computing Applications

Šilić, Marin
2013.

Widget for Definition and Simulation of Turing Machine

Grce, Ivan
2013.

Debugging in consumer-programming oriented environments

Pavlić, Zvonimir ; Lugarić, Tomislav ; Šilić, Marin
2012.

Reliability Modeling for SOA Systems

Delač, Goran ; Šilić, Marin ; Srbljić, Siniša
2012.

Emerging Security Threats For Mobile Platforms

Delač, Goran ; Šilić, Marin ; Krolo, Jakov
2011.

Secure Communication Framework for Consumer Computing Cloud

Zec, Ružica
2011.

Security Vulnerabilities in Modern Web Browser Architecture

Šilić, Marin ; Krolo, Jakov ; Delač, Goran
2010.

Security of Web Level User Identity Management

Krolo, Jakov ; Šilić Marin ; Srbljić Siniša
2009.

Geppeto: Consumer's Approach to Programming

Srbljić, Siniša ; Popović, Miroslav ; Vladimir, Klemo ; Šilić, Marin
2008.

Access control storage in Programmable Internet Environment

Šilić, Marin
2007.

Web Services Testing Application

Šilić, Marin
2005.

1. Šilić, Marin; Delač, Goran; Srbljić, Siniša.
Prediction of Atomic Web Services Reliability for QoS-aware Recommendation. // IEEE Transaction on Services Computing8 (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 computing12 (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 Computing7 (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

University graduate

Postgraduate doctoral study programme

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

Official web page URL:
Graduation year:
2007.
PhD graduation year:
2013.
Employed in this institution since:
2007.

List of select projects

  1. 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.
  2. 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.
  3. 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.
  4. 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.
  5. 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.
  6. 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.
  7. 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.
  8. 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.
  9. 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.
  10. 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.