Listar por autor "Kouziokas G.N."
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The application of artificial intelligence in public administration for forecasting high crime risk transportation areas in urban environment
Kouziokas G.N. (2017)Public administration has adopted information and communication technology in order to construct new intelligent systems and design new risk prevention strategies in transportation management. The ultimate goal is to improve ... -
Deep Bidirectional and Unidirectional LSTM Neural Networks in Traffic Flow Forecasting from Environmental Factors
Kouziokas G.N. (2021)The application of deep learning techniques in several forecasting problems has been increased the last years, in many scientific fields. In this research, a deep learning structure is proposed, composed mainly of double ... -
Development of an information system as a gisbased learning environment for geoscience and geography education
Kouziokas G.N. (2015)This paper presents an information system that was developed to provide a learning environment in geoscience and geography education. This system is a student-oriented application that was designed using several programming ... -
An information system for judicial and public administration using artificial intelligence and geospatial data
Kouziokas G.N. (2017)The adoption of information technology in judicial and public administration has become a major need nowadays with the rapid growth of information regarding managerial issues. This paper presents an advanced methodology ... -
Long Short-Term Memory (LSTM) Deep Neural Networks in Energy Appliances Prediction
Kouziokas G.N. (2019)The application of Long Short-Term Memory (LSTM) Deep Neural Networks has been increased the last years. This paper proposes a novel methodology based on a hybrid model using the Long Short-Term Memory (LSTM) Networks and ... -
Machine learning technique in time series prediction of gross domestic product
Kouziokas G.N. (2017)Artificial intelligence is gaining ground the last years in many scientific sectors with the development of new machine learning techniques. In this research, a machine learning methodology is proposed in the Gross Domestic ... -
Neural network-based road accident forecasting in transportation and public management
Kouziokas G.N. (2019)The development of Information and Communication Technology (ICT) has influenced transportation management in multiple ways. The application of artificial intelligence techniques has gained ground lately in many scientific ... -
A new W-SVM kernel combining PSO-neural network transformed vector and Bayesian optimized SVM in GDP forecasting
Kouziokas G.N. (2020)Considering that in the literature there is a very limited number of studies proposing new SVM kernels especially in regression problems, the scope of this research is to investigate the development of a novel Support ... -
SVM kernel based on particle swarm optimized vector and Bayesian optimized SVM in atmospheric particulate matter forecasting
Kouziokas G.N. (2020)The application of Artificial Intelligence (AI) has been upgraded in many scientific fields the last years, with the development of new artificial intelligence-based technologies and techniques. Considering that in the ... -
Technology-based management of environmental organizations using an Environmental Management Information System (EMIS): Design and development
Kouziokas G.N. (2016)The adoption of Information and Communication Technologies (ICT) in environmental management has become a significant demand nowadays with the rapid growth of environmental information. This paper presents a prototype ... -
Unemployment Prediction in UK by Using a Feedforward Multilayer Perceptron
Kouziokas G.N. (2019)Artificial intelligence has been applied in many scientific fields the last years with the development of new neural network technologies and machine learning techniques. In this research, artificial neural networks are ...