peer-reviewed Publications in International SCIENTIFIC Journals, Books and Conferences
- Kouziokas, G. N. (2020). A New W-SVM Kernel Combining PSO-Neural Network Transformed Vector and Bayesian Optimized SVM in GDP Forecasting. Engineering Applications of Artificial Intelligence 92, 103650. doi: https://doi.org/10.1016/j.engappai.2020.103650 (Elsevier). (Impact Factor 7.802)
- Kouziokas, G. N. (2020). SVM kernel based on particle swarm optimized vector and Bayesian optimized SVM in atmospheric particulate matter forecasting. Applied Soft Computing, 106410. doi: https://doi.org/10.1016/j.asoc.2020.106410 (Elsevier) (Impact Factor 8.263)
- Kouziokas, G. N. (2016). Technology-based management of environmental organizations using an Environmental Management Information System (EMIS): Design and development. Environmental Technology & Innovation, 5, 106-116. doi: http://dx.doi.org/10.1016/j.eti.2016.01.006 (Elsevier). (Impact Factor 7.758)
- Kouziokas, G. N., Chatzigeorgiou, A., & Perakis, K. (2018). Multilayer Feed Forward Models in Groundwater Level Forecasting Using Meteorological Data in Public Management. Water Resources Management, 1-12. doi:10.1007/s11269-018-2126-y (Springer) (Impact Factor 4.426).
- Kouziokas, G. N. (2019). Long Short-Term Memory (LSTM) Deep Neural Networks in Energy Appliances Prediction. Proceedings of the Panhellenic Conference on Electronics & Telecommunications 2019, pp. 1-5, IEEE ISBN 978-1-7281-4360-6 (IEEE). Doi: https://doi.org/10.1109/PACET48583.2019.8956252
- Kouziokas, G. N. (2017). The application of artificial intelligence in public administration for forecasting high crime risk transportation areas in urban environment Transportation Research Procedia, 24, 467-473. (Elsevier). doi:https://doi.org/10.1016/j.trpro.2017.05.083
- Kouziokas G.N. (2019) Neural Network – Based Road Accident Forecasting in Transportation and Public Management. Advances in Intelligent Systems and Computing, vol 879, pp 98-103. (Springer). doi: https://doi.org/10.1007/978-3-030-02305-8_12
- Kouziokas, G. N. (2018). Artificial Intelligence as a Sophisticated Instructional Tool in Education. Twenty-fifth International Conference on Learning, University of Athens, Athens.
- Kouziokas, G. N. (2018). The Intra-School Crime as an Important Influencing Factor on Students' Psychology and its Prediction by Using Artificial Neural Networks. 7th Panhellenic Conference on Consulting Psychology.
- Kouziokas, G. N. (2014). Educational management information system for supporting project based learning in secondary education: Design and development. International Journal of Educational Organization and Leadership, 20(1), 7-19. doi:10.18848/2329-1656/CGP/v20i01/48474
- Kouziokas, G. N. (2015). Development of an Information System as a GIS-Based Learning Environment for Geoscience and Geography Education. The International Journal of Technologies in Learning, 22(4), 67-82. doi:10.18848/2327-0144/CGP/v22i04/49081.
- Kouziokas, G. N. Chatzigeorgiou, A. and Perakis, K. (2019). Final Energy Consumption Forecasting by Applying Artificial Intelligence Models. Operational Research in Business and Economics, p. 1-10. doi:https://doi.org/10.1007/978-3-319-95666-4_1 (Springer).
- Kouziokas, G. N. (2017). Unemployment Prediction in UK by Using a Feedforward Multilayer Perceptron. Operational Research in Business and Economics, pp.65-74. doi:10.1007/978-3-319-95666-4_5 (Springer).
- Kouziokas, G. N. (2017, 30-09-2017). An Information System for Judicial and Public Administration Using Artificial Intelligence and Geospatial Data. In: Proceedings of the 21st Pan-Hellenic Conference on Informatics, Larissa, Greece, 2017. ACM, 3139402, pp 1-2. doi:10.1145/3139367.3139402.
- Kouziokas, G. N. (2017, 30-09-2017). Machine Learning Technique in Time Series Prediction of Gross Domestic Product. In: Proceedings of the 21st Pan-Hellenic Conference on Informatics, Larissa, Greece, 2017. ACM, 3139443, pp 1-2. doi:10.1145/3139367.3139443
- Kouziokas, G. N. (2019). Long Short-Term Memory (LSTM) Deep Neural Networks in Energy Appliances Prediction. Proceedings of the Panhellenic Conference on Electronics & Telecommunications 2019, IEEE ISBN 978-1-7281-4360-6 (IEEE Xplore).
- Kouziokas, G. N., & Perakis, K. (2017). Decision Support System Based on Artificial Intelligence, GIS and Remote Sensing for Sustainable Public and Judicial Management. European Journal of Sustainable Development, 6(3), 397-404. doi:https://dx.doi.org/10.14207/ejsd.2017.v6n3p397 (indexed in Web of Science).
- Kouziokas, G. N. (2016). Geospatial Based Information System Development in Public Administration for Sustainable Development and Planning in Urban Environment. European Journal of Sustainable Development, 5(4), 347-352. doi:10.14207/ejsd.2016.v5n4p347 (indexed in Web of Science).
- Kouziokas, G. N. (2017). Applying a Nonlinear Autoregressive Exogenous Model on an eGovernance System in Public Administration. Journal of Applied Research Review (accepted at 08/10/2017).
- Kouziokas, G. N., & Perakis, K. (2017). Remote Sensing and Urban Indicators in a Neural Network Based System for Sustainable Public Management. Journal of Applied Research Review (accepted at 08/10/2017).
- Kouziokas, G. N., Chatzigeorgiou, A., & Perakis, K. (2016). Applying Levenberg Marquardt Algorithm in Feedforward Neural Network Models for Predicting Crime in Public Management. C. Christara & M. Vavalis (Eds.), Computational and Informational Sciences and Engineering (Part II: Information Sciences), Chapter 3.
- Kouziokas, G. N. (2017). Growth Domestic Product Forecasting by Implementing a Feedforward Multilayer Perceptron. Proceedings of the 3rd International Conference on EconoPhysics, University of Thessaly, At Volos, Greece.
- Kouziokas, G. N. (2017). Artificial Intelligence Based Crime Forecasting in Public Administration by Implementing a Feedforward Multilayer Perceptron. 16th International Conference on Artificial Intelligence and Law - VIII Workshop on Artificial Intelligence and the Complexity of Legal Systems, At London, UK.
- Kouziokas, G. N. (2017). Feedforward Neural Network Model in Unemployment Rates Forecasting in Public Administration. Proceedings of the 6th International Symposium and 28th National Conference on Operational Research: OR in the digital era - ICT challenges, Department of Applied Informatics of the University of Macedonia, At Thessaloniki, Greece, pp. 168-172.
- Kouziokas, G. N. (2014). Information System Development for Data Management of Analytical Measurements in Protected Areas. 1st International Geomatics Applications Conference, Skiathos, Greece, 341-347. doi:10.13140/RG.2.1.1282.2165
- Kouziokas, G. N., Chatzigeorgiou, A., & Perakis, K. (2017). Artificial Intelligence and Regression in Predicting Ground Water Levels in Public Administration. European Water (57), 361-366.
- Kouziokas, G. N. (2016, May). Artificial intelligence and crime prediction in public management of transportation safety in urban environment. Proceedings of the 3rd Conference on Sustainable Urban Mobility (pp. 534-539). Volos: Greece.
- Kouziokas, G. N., Chatzigeorgiou, A., & Perakis, K. (2016). Predicting Environmental Data in Public Management by Using Artificial Intelligence. In 11th International Scientific Conference eRA-11, At Piraeus,Sept.’16, Greece (pp. 39–46). Piraeus University of Applied Sciences.
- Kouziokas, G. N. (2016, September). An Information System for Monitoring Environmental Indicators in Public Management for Sustainable Development. Proceedings of the 11th International Scientific Conference eRA-11 (pp. 16-23). Piraeus: Piraeus University of Applied Sciences.
- Kouziokas, G. N., Chatzigeorgiou, A., & Perakis, K. (2017, March). Public e-Governance and City Marketing Based on Indicators Information System in Urban Environment. In Proceedings of the 2nd Panhellenic Place Marketing and Place Branding Conference, Larissa, Greece: University of Thessaly.
- Kouziokas, G. N. (2017, March). Applying a GIS-Based System and Crime Hotspot Analysis in Public Management and Place Marketing and Branding for Sustainable Urban Development and Planning. Proceedings of the 2nd Panhellenic Place Marketing and Place Branding Conference, Larissa, Greece: University of Thessaly.
- Kouziokas, G. N. (2017, March). Artificial Neural Networks in Forecasting Food Indicators Based on the Environmental and Social Factors in Public Management. 6th International Congress on Food Technology, Athens, Greece.
- Kouziokas, G. N., Chatzigeorgiou, A., & Perakis, K. (2017). A GIS-Based Information System for Monitoring Food Violations and Crimes in Public Management and Decision Making. 6th International Congress on Food Technology, Alexander Technological Educational Institution, Athens, Greece.
- Kouziokas, G. N. (2017, May). Crime Indicators-Based Information System in Public and Judicial Management. In book of NETTIES International Scientific Conference (IAFeS ed., Vol. 5, pp. 225-232). Vienna, Austria: IAFeS.
- Kouziokas, G. N., Chatzigeorgiou, A., & Perakis, K. (2017). Artificial neural Networks in Forecasting Key Air Pollutant Factors in Public and Environmental Management. In book of NETTIES International Scientific Conference (IAFeS ed., Vol. 5, pp. 243-250). IAFeS International Association for eScience.
- Kouziokas, G. N., Chatzigeorgiou, A., & Perakis, K. (2017, June). Artificial Intelligence in Atmospheric PM10 Forecasting in Public and Environmental Management. In Proceedings of the 6th International Conference on Environmental Management, Engineering, Planning and Economics and the SECOTOX Conference, (pp. 606-614) Thessaloniki, Greece.
- Kouziokas, G. N. (2017, June). Decision Support System Based on Indicators and Artificial Intelligence in Public and Environmental Management. In Proceedings of the Sixth International Conference on Environmental Management, Engineering, Planning and Economics (CEMEPE) and the SECOTOX Conference, Thessaloniki, Greece, pp. 649-657.
- Kouziokas, G. N., Chatzigeorgiou, A., & Perakis, K. (2017, June). Neural Network Based Methodology for Predicting Energy Consumption in Public and Environmental Management. 6th International Symposium and 28th National Conference on Operational Research: OR in the digital era - ICT challenges, (pp. 140-145), University of Macedonia.
- Kouziokas, G. N. (2018, 25/05/2018). Neural network-based road accident forecasting in transportation and public management. Proceedings of the 4th Conference on Sustainable Urban Mobility, pp. 811-816, Skiathos.
- Christakis C. ..Kouziokas G. et al. (2012). Opinions and attitudes of farmers on rural development in Thessaly. Proceedings of the 1st Environmental Conference of Thessaly, pp.578-583.
- Kouziokas, G. (2019). Quantum Artificial Intelligence in Galactic Cosmic Ray Intensity Forecasting. 14th Hellenic Astronomical Conference, 8-10 July 2019, Volos, Greece.
- Kouziokas, G. N. (2012). Management of Environmental Organizations by utilizing EMIS (Environmental Management Information System): design, structure, implementation. (Master Thesis: MSc in Spatial Analysis and Environmental Management, School of Engineering), University of Thessaly Publications, Volos, Greece.
- Kouziokas, G. N. (2016). Instructional Material Development by using Geographic Information Systems (GIS) in Natural Sciences Teaching in Secondary Education. (Master Thesis: MSc in Contemporary Learning Environments and Curriculum Development, School of Humanities and Social Sciences), University of Thessaly Publications, Volos.
- Kouziokas, G. N. (2018). Developing Artificial Intelligence Models in Crime and Cybercrime. (Master Thesis: MSc in Applied Mathematics), Democritus University of Thrace, Polytechnic School.