Andrea Kulakov

Orcid: 0000-0002-7075-0953

According to our database1, Andrea Kulakov authored at least 46 papers between 2001 and 2024.

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Bibliography

2024
Automating Feature Extraction from Entity-Relation Models: Experimental Evaluation of Machine Learning Methods for Relational Learning.
Big Data Cogn. Comput., April, 2024

An Overview of UAS Regulations in the European Union and the Balkan Region.
Proceedings of the 47th MIPRO ICT and Electronics Convention, 2024

Atrial Fibrillation Detection using the Stars 2D Convolutional Neural Network.
Proceedings of the 47th MIPRO ICT and Electronics Convention, 2024

2023
Examination of Different Representations of Proteins Using Protein Ray-based Descriptor and Deep Learning Models.
Proceedings of the 46th MIPRO ICT and Electronics Convention, 2023

Enhancing Knee Meniscus Damage Prediction from MRI Images with Machine Learning and Deep Learning Techniques.
Proceedings of the ICT Innovations 2023. Learning: Humans, Theory, Machines, and Data, 2023

2022
Classification of Protein Structures Using Deep Learning Models.
Proceedings of the 45th Jubilee International Convention on Information, 2022

2020
Classifying Protein Structures by Using Protein Ray Based Descriptor, KNN and FuzzyKNN Classification Methods.
Proceedings of the 43rd International Convention on Information, 2020

Towards Cleaner Environments by Automated Garbage Detection in Images.
Proceedings of the ICT Innovations 2020. Machine Learning and Applications, 2020

2019
Feature Selection for Improved Classification of Protein Structures.
Proceedings of the 42nd International Convention on Information and Communication Technology, 2019

2018
Comparison of different model's performances in task of document classification.
Proceedings of the 8th International Conference on Web Intelligence, Mining and Semantics, 2018

Review of Automated Weed Control Approaches: An Environmental Impact Perspective.
Proceedings of the ICT Innovations 2018. Engineering and Life Sciences, 2018

2017
Improving Activity Recognition Accuracy in Ambient-Assisted Living Systems by Automated Feature Engineering.
IEEE Access, 2017

Suppression of Intensive Care Unit False Alarms Based on the Arterial Blood Pressure Signal.
IEEE Access, 2017

Weed Detection Dataset with RGB Images Taken Under Variable Light Conditions.
Proceedings of the ICT Innovations 2017, 2017

Cloud-based architecture for automated weed control.
Proceedings of the IEEE EUROCON 2017 -17th International Conference on Smart Technologies, 2017

2016
Weed Segmentation from Grayscale Tobacco Seedling Images.
Proceedings of the Advances in Robot Design and Intelligent Control, 2016

Row Key Designs of NoSQL Database Tables and Their Impact on Write Performance.
Proceedings of the 24th Euromicro International Conference on Parallel, 2016

Automatic Feature Engineering for Prediction of Dangerous Seismic Activities in Coal Mines.
Proceedings of the 2016 Federated Conference on Computer Science and Information Systems, 2016

2015
Feature Ranking Based on Information Gain for Large Classification Problems with MapReduce.
Proceedings of the 2015 IEEE TrustCom/BigDataSE/ISPA, 2015

SVM Parameter Tuning with Grid Search and Its Impact on Reduction of Model Over-fitting.
Proceedings of the Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing, 2015

Robust histogram-based feature engineering of time series data.
Proceedings of the 2015 Federated Conference on Computer Science and Information Systems, 2015

Transformation of nominal features into numeric in supervised multi-class problems based on the weight of evidence parameter.
Proceedings of the 2015 Federated Conference on Computer Science and Information Systems, 2015

Parallel computation of information gain using Hadoop and MapReduce.
Proceedings of the 2015 Federated Conference on Computer Science and Information Systems, 2015

2014
Machine Learning Approach for Emotion Recognition in Speech.
Informatica (Slovenia), 2014

Sentiment Analysis of Movie Reviews Written in Macedonian Language.
Proceedings of the ICT Innovations 2014, 2014

Efficient Attacks in Industrial Wireless Sensor Networks.
Proceedings of the ICT Innovations 2014, 2014

Feature selection and allocation to diverse subsets for multi-label learning problems with large datasets.
Proceedings of the 2014 Federated Conference on Computer Science and Information Systems, 2014

2012
Top-Down Approach for Protein Binding Sites Prediction Based on Fuzzy Pattern Trees.
Proceedings of the ICT Innovations 2012, 2012

2011
Weight of evidence as a tool for attribute transformation in the preprocessing stage of supervised learning algorithms.
Proceedings of the 2011 International Joint Conference on Neural Networks, 2011

Architecture for Wireless Sensor and Actor Networks Control and Data Acquisition.
Proceedings of the Distributed Computing in Sensor Systems, 2011

2010
Inductive Logic Programming (ILP) and Reasoning by Analogy in Context of Embodied Robot Learning.
Int. J. Agent Technol. Syst., 2010

Mobile Robot Environment Learning and Localization Using Active Perception.
Proceedings of the ICT Innovations 2010 - Second International Conference, 2010

2009
Inductive Logic Programming and Embodied Agents: Possibilities and Limitations.
Int. J. Agent Technol. Syst., 2009

System for Prediction of the Winner in a Sports Game.
Proceedings of the ICT Innovations 2009, Ohrid, Macedonia, 28-30 September, 2009, 2009

Position Estimation of Mobile Robots Using Unsupervised Learning Algorithms.
Proceedings of the ICT Innovations 2009, Ohrid, Macedonia, 28-30 September, 2009, 2009

Modified growing neural gas algorithm for faster convergence on signal distribution sudden change.
Proceedings of the XXII International Symposium on Information, 2009

SGNG Protein Classifier by Matching 3D Structures.
Proceedings of the Hybrid Artificial Intelligence Systems, 4th International Conference, 2009

2008
Cluster-based MDS algorithm for nodes localization in wireless sensor networks with irregular topologies.
Proceedings of the CSTST 2008: Proceedings of the 5th International Conference on Soft Computing as Transdisciplinary Science and Technology, 2008

2007
Intelligent Wireless Sensor Networks Using FuzzyART Neural-Networks.
Proceedings of the 12th IEEE Symposium on Computers and Communications (ISCC 2007), 2007

HCI for m-Learning in Image Processing by Handhelds.
Proceedings of the Human Interface and the Management of Information. Interacting in Information Environments, 2007

2006
On Curiosity in Intelligent Robotic Systems.
Proceedings of the Interaction and Emergent Phenomena in Societies of Agents, 2006

2005
Application of Wavelet Neural-Networks in Wireless Sensor Networks.
Proceedings of the 6th ACIS International Conference on Software Engineering, 2005

Tracking of Unusual Events in Wireless Sensor Networks Based on Artificial Neural-Networks Algorithms.
Proceedings of the International Symposium on Information Technology: Coding and Computing (ITCC 2005), 2005

Distributed Data Processing in Wireless Sensor Networks Based on Artificial Neural-Networks Algorithms.
Proceedings of the 10th IEEE Symposium on Computers and Communications (ISCC 2005), 2005

Learning patterns in wireless sensor networks based on wavelet neural networks.
Proceedings of the 11th International Conference on Parallel and Distributed Systems, 2005

2001
An agent based model as a marketing consultant of companies.
Proceedings of the IEEE International Conference on Systems, 2001


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