Antonio Liotta


NameAntonio Liotta
Job titleDirector of Data Science Research Centre
Research instituteCollege of Science and Engineering

Research outputs

Relations Between Entropy and Accuracy Trends in Complex Artificial Neural Networks

Cavallaro, Lucia, Grassia, Marco, Fiumara, Giacomo, Mangioni, Giuseppe, De Meo, Pasquale, Carchiolo, Vincenza, Bagdasar, Ovidiu and Liotta, Antonio 2022. Relations Between Entropy and Accuracy Trends in Complex Artificial Neural Networks. in: Complex Networks & Their Applications X Springer.

Embedded Data Imputation for Environmental Intelligent Sensing: A Case Study

Erhan, Laura, Di Mauro, Mario, Anjum, Ashiq, Bagdasar, Ovidiu, Song, Wei and Liotta, Antonio 2021. Embedded Data Imputation for Environmental Intelligent Sensing: A Case Study. Sensors. 21 (23), p. 7774. https://doi.org/10.3390/s21237774

Social network analysis: the use of graph distances to compare artificial and criminal networks

Ficara, Annamaria, Curreri, Francesco, Cavallaro, Lucia, De Meo, Pasquale, Fiumara, Giacomo, Bagdasar, Ovidiu and Liotta, Antonio 2021. Social network analysis: the use of graph distances to compare artificial and criminal networks. Journal of Smart Environments and Green Computing. https://doi.org/10.20517/jsegc.2021.08

Mobility Analysis during the 2020 Pandemic in a Touristic city: the Case of Cagliari

Ferrara, Enrico, Uras, Marco, Atzori, Luigi, Bagdasar, Ovidiu and Liotta, Antonio 2021. Mobility Analysis during the 2020 Pandemic in a Touristic city: the Case of Cagliari. IEEE. https://doi.org/10.1109/ieeeconf49204.2021.9604867

WiFi probes sniffing: an artificial intelligence based approach for MAC addresses de-randomization

Uras, Marco, Cossu, Raimondo, Ferrara, Enrico, Bagdasar, Ovidiu, Liotta, Antonio and Atzori, Luigi 2020. WiFi probes sniffing: an artificial intelligence based approach for MAC addresses de-randomization. IEEE. https://doi.org/10.1109/camad50429.2020.9209257

A Demographic Analysis of Urban Nature Utilization

Ferrara, E., Liotta, A., Ndubuaku, M., Erhan, L., Giusto, D., Richardson, M., Sheffield, D. and McEwan, K. 2018. A Demographic Analysis of Urban Nature Utilization. 10th Computer Science and Electronic Engineering Conference. 19 - 21 Sep 2018 IEEE Xplore. https://doi.org/10.1109/ceec.2018.8674206

Analyzing Objective and Subjective Data in Social Sciences: Implications for Smart Cities

Erhan, L., Ndubuaku, M., Ferrara, E., Richardson, M., Sheffield, D., Ferguson, F.J., Brindley, P. and Liotta, A. 2019. Analyzing Objective and Subjective Data in Social Sciences: Implications for Smart Cities. IEEE Access. Vol 7 (2019, Article: 8633833), pp. 19890-19906. https://doi.org/10.1109/access.2019.2897217

A pilot study mapping citizens' interaction with urban nature

Ferrara, E., Liotta, A., Erhan, L., Ndubuaku, M., Giusto, D., Richardson, M., Sheffield, D. and McEwan, K. 2018. A pilot study mapping citizens' interaction with urban nature. IEEE International Symposium on Dependable, Autonomic and Secure Computing. Athens, Greece 12 - 15 Aug 2018 IEEE. https://doi.org/10.1109/dasc/picom/datacom/cyberscitec.2018.00-21

Resilience of Video Streaming Services to Network Impairments

Vega, Maria Torres, Perra, Cristian and Liotta, Antonio 2018. Resilience of Video Streaming Services to Network Impairments. IEEE. https://doi.org/10.1109/TBC.2017.2781125

Towards Multi-layer Interoperability of Heterogeneous IoT Platforms: The INTER-IoT Approach

Chincoli, Michele and Liotta, Antonio 2018. Towards Multi-layer Interoperability of Heterogeneous IoT Platforms: The INTER-IoT Approach. in: Springer, Cham.

Transmission power control in WSNs: from deterministic to cognitive methods

Chincoli, Michele and Liotta, Antonio 2018. Transmission power control in WSNs: from deterministic to cognitive methods. in: Springer, Cham.

Self-Learning Power Control in Wireless Sensor Networks

Chincoli, Michele and Liotta, Antonio 2018. Self-Learning Power Control in Wireless Sensor Networks. Sensors. https://doi.org/10.3390/s18020375

Integration, Interconnection, and Interoperability of IoT Systems

Gravina, Raffaele, Palau, Carlos E, Manso, Marco, Liotta, Antonio and Fortino, Giancarlo 2018. Integration, Interconnection, and Interoperability of IoT Systems. Springer International Publishing.

Decentralized dynamic understanding of hidden relations in complex networks

Mocanu, Decebal Constantin, Exarchakos, Georgios and Liotta, Antonio 2017. Decentralized dynamic understanding of hidden relations in complex networks. Scientific Reports. https://doi.org/10.1038/s41598-018-19356-4

Cognitive channel selection for Wireless Sensor communications

Chincoli, Michele, den Boef, Pascal and Liotta, Antonio 2017. Cognitive channel selection for Wireless Sensor communications. IEEE. https://doi.org/10.1109/ICNSC.2017.8000192

Relevance in cyber?physical systems with humans in the loop

Gopalakrishna, Aravind Kota, Ozcelebi, Tanir, Lukkien, Johan J and Liotta, Antonio 2017. Relevance in cyber?physical systems with humans in the loop. Concurrency and Computation: Practice and Experience. https://doi.org/10.1002/cpe.3827

Deep learning for quality assessment in live video streaming

Vega, Maria Torres, Mocanu, Decebal Constantin, Famaey, Jeroen, Stavrou, Stavros and Liotta, Antonio 2017. Deep learning for quality assessment in live video streaming. IEEE signal processing letters. https://doi.org/10.1109/LSP.2017.2691160

Predictive no-reference assessment of video quality

Vega, Maria Torres, Mocanu, Decebal Constantin, Stavrou, Stavros and Liotta, Antonio 2017. Predictive no-reference assessment of video quality. Signal Processing: Image Communication. https://doi.org/10.1016/j.image.2016.12.001

TSCH schedules assessment

van der Lee, Tim, Liotta, Antonio and Exarchakos, Georgios 2017. TSCH schedules assessment. IEEE. https://doi.org/10.1109/ICNSC.2017.8000175

Unsupervised deep learning for real-time assessment of video streaming services

Vega, Maria Torres, Mocanu, Decebal Constantin and Liotta, Antonio 2017. Unsupervised deep learning for real-time assessment of video streaming services. Multimedia Tools and Applications. https://doi.org/10.1007/s11042-017-4831-6

Effect of lossy networks on stereoscopic 3D-video streams

Torres Vega, Maria, Perra, Cristian, Mocanu, Decebal Constantin and Liotta, Antonio 2017. Effect of lossy networks on stereoscopic 3D-video streams. https://doi.org/10.1109/BMSB.2017.7986181

Impact of transmission power control in multi-hop networks

Kotian, Roshan, Exarchakos, Georgios, Stavros, Stavrou and Liotta, Antonio 2017. Impact of transmission power control in multi-hop networks. Future Generation Computer Systems. https://doi.org/10.1016/j.future.2016.10.010

Reliable low-power wireless networks over unstable transmission power

Kotian, Roshan, Exarchakos, Georgios and Liotta, Antonio 2017. Reliable low-power wireless networks over unstable transmission power. IEEE. https://doi.org/10.1109/ICNSC.2017.8000193

Evaluating machine learning algorithms for applications with humans in the loop

Gopalakrishna, Aravind Kota, Ozcelebi, Tanir, Lukkien, Johan J and Liotta, Antonio 2017. Evaluating machine learning algorithms for applications with humans in the loop. IEEE. https://doi.org/10.1109/ICNSC.2017.8000136

Fast Millimeter Wave Assisted Beam-Steering for Passive Indoor Optical Wireless Networks

Vega, Maria Torres, Koonen, A. M. J., Liotta, Antonio and Famaey, Jeroen 2017. Fast Millimeter Wave Assisted Beam-Steering for Passive Indoor Optical Wireless Networks. IEEE. https://doi.org/10.1109/LWC.2017.2771771

Distributed TSCH scheduling: A comparative analysis

van der Lee, Tim, Exarchakos, Georgios and Liotta, Antonio 2017. Distributed TSCH scheduling: A comparative analysis. IEEE. https://doi.org/10.1109/SMC.2017.8123176

Estimating 3d trajectories from 2d projections via disjunctive factored four-way conditional restricted boltzmann machines

Mocanu, Decebal Constantin, Ammar, Haitham Bou, Puig, Luis, Eaton, Eric and Liotta, Antonio 2017. Estimating 3d trajectories from 2d projections via disjunctive factored four-way conditional restricted boltzmann machines. Pattern Recognition. https://doi.org/10.1016/j.patcog.2017.04.017

Combining smart lighting and radio fingerprinting for improved indoor localization

Kanaris, Loizos, Kokkinis, Akis, Liotta, Antonio and Stavrou, Stavros 2017. Combining smart lighting and radio fingerprinting for improved indoor localization. IEEE. https://doi.org/10.1109/ICNSC.2017.8000134

Quality of fingerprint radiomaps for positioning systems

Kanaris, Loizos, Kokkinis, Akis, Liotta, Antonio and Stavrou, Stavros 2017. Quality of fingerprint radiomaps for positioning systems. IEEE. https://doi.org/10.1109/ICT.2017.7998235

Fusing Bluetooth beacon data with Wi-Fi radiomaps for improved indoor localization

Kanaris, Loizos, Kokkinis, Akis, Liotta, Antonio and Stavrou, Stavros 2017. Fusing Bluetooth beacon data with Wi-Fi radiomaps for improved indoor localization. Sensors. https://doi.org/10.3390/s17040812

plexi: Adaptive re-scheduling web-service of time synchronized low-power wireless networks

Exarchakos, Georgios, Oztelcan, Ilker, Sarakiotis, Dimitris and Liotta, Antonio 2017. plexi: Adaptive re-scheduling web-service of time synchronized low-power wireless networks. Journal of Network and Computer Applications. https://doi.org/10.1016/j.jnca.2016.06.013

Deepeddy: A simple deep architecture for mesoscale oceanic eddy detection in sar images

Huang, Dongmei, Du, Yanling, He, Q., Song, Wei and Liotta, Antonio 2017. Deepeddy: A simple deep architecture for mesoscale oceanic eddy detection in sar images. IEEE. https://doi.org/10.1109/ICNSC.2017.8000171

Spatial anomaly detection in sensor networks using neighborhood information

Bosman, Hedde HWJ, Iacca, Giovanni, Tejada, Arturo, Wörtche, Heinrich J and Liotta, Antonio 2016. Spatial anomaly detection in sensor networks using neighborhood information. Information Fusion. https://doi.org/10.1016/j.inffus.2016.04.007

An experimental survey of no-reference video quality assessment methods

Torres Vega, Maria, Sguazzo, Vittorio, Mocanu, Decebal Constantin and Liotta, Antonio 2016. An experimental survey of no-reference video quality assessment methods. International Journal of Pervasive Computing and Communications. https://doi.org/10.1108/IJPCC-01-2016-0008

Resource Allocation in Optical Beam-Steered Indoor Networks

Vega, M Torres, Famaey, Jeroen, Koonen, AMJ and Liotta, Antonio 2016. Resource Allocation in Optical Beam-Steered Indoor Networks. https://doi.org/10.1109/NOMS.2016.7502839

Power Control in Wireless Sensor Networks with Variable Interference

Chincoli, Michele, Syed, Aly, Exarchakos, George and Liotta, Antonio 2016. Power Control in Wireless Sensor Networks with Variable Interference. Mobile Information Systems. https://doi.org/10.1155/2016/3592581

A regression method for real-time video quality evaluation

Torres Vega, M., Mocanu, Decebal Constantin and Liotta, Antonio 2016. A regression method for real-time video quality evaluation. https://doi.org/10.1145/3007120.3007125

Predictive Power Control in Wireless Sensor Networks

Chincoli, Michele, Syed, Aly Aamer, Mocanu, Decebal and Liotta, Antonio 2016. Predictive Power Control in Wireless Sensor Networks. IEEE. https://doi.org/10.1109/IoTDI.2015.11

A topological insight into restricted Boltzmann machines (extented abstract)

Mocanu, Decebal Constantin, Mocanu, Elena, Nguyen, Phuong H., Gibescu, Madeleine and Liotta, Antonio 2016. A topological insight into restricted Boltzmann machines (extented abstract).

Big IoT data mining for real-time energy disaggregation in buildings

Mocanu, Decebal Constantin, Mocanu, Elena, Nguyen, Phuong H., Gibescu, Madeleine and Liotta, Antonio 2016. Big IoT data mining for real-time energy disaggregation in buildings. IEEE. https://doi.org/10.1109/SMC.2016.7844820

Real time 10Gb-ethernet transmission over 2D indoor passive beam steered optical wireless system based on high port arrayed waveguide gratings

Khalid, Amir Masood, Vega, Maria Torres, Mekonen, Ketamaw A., Cao, Zizheng, Liotta, Antonio and Koonen, A.M. J. 2016. Real time 10Gb-ethernet transmission over 2D indoor passive beam steered optical wireless system based on high port arrayed waveguide gratings. VDE.

A topological insight into restricted Boltzmann machines

Mocanu, Decebal Constantin, Mocanu, Elena, Nguyen, Phuong H., Gibescu, Madeleine and Liotta, Antonio 2016. A topological insight into restricted Boltzmann machines. Machine Learning. https://doi.org/10.1007/s10994-016-5570-z

Monitoring Network Use of Resources

Menkovski, Vlado, Den Hartog, Frank and Liotta, Antonio 2016. Monitoring Network Use of Resources.

Learning networks for complex interconnections

Mocanu, Decebal Constantin, Exarchakos, Georgios and Liotta, Antonio 2016. Learning networks for complex interconnections.

Sample size determination algorithm for fingerprint-based indoor localization systems

Kanaris, Loizos, Kokkinis, Akis, Fortino, Giancarlo, Liotta, Antonio and Stavrou, Stavros 2016. Sample size determination algorithm for fingerprint-based indoor localization systems. Computer Networks. https://doi.org/10.1016/j.comnet.2015.12.015

Two-dimensional optical beam steering module

Koonen, Antonius Marcellus Jozef, Baltus, Peter GM and Liotta, Antonio 2016. Two-dimensional optical beam steering module.

The double link between network science and artificial intelligence: a key to scalable learning solutions?

Mocanu, Decebal Constantin, Exarchakos, Georgios and Liotta, Antonio 2016. The double link between network science and artificial intelligence: a key to scalable learning solutions?

Statistical inference for intelligent lighting: a pilot study

Gopalakrishna, Aravind Kota, Ozcelebi, Tanir, Liotta, Antonio and Lukkien, Johan J 2015. Statistical inference for intelligent lighting: a pilot study. Springer, Cham. https://doi.org/10.1007/978-3-319-10422-5_3

Cognitive No-Reference Video Quality Assessment for Mobile Streaming Services

Vega, Maria Torres, Giordano, Emanuele, Mocanu, Decebal Constantin, Tjondronegoro, Dian and Liotta, Antonio 2015. Cognitive No-Reference Video Quality Assessment for Mobile Streaming Services. IEEE. https://doi.org/10.1109/QoMEX.2015.7148128

Data Driven Transmission Power Control for Wireless Sensor Networks

Kotian, Roshan, Exarchakos, Georgios and Liotta, Antonio 2015. Data Driven Transmission Power Control for Wireless Sensor Networks. Springer. https://doi.org/10.1007/978-3-319-23237-9_8

Factored four way conditional restricted boltzmann machines for activity recognition

Mocanu, Decebal Constantin, Ammar, Haitham Bou, Lowet, Dietwig, Driessens, Kurt, Liotta, Antonio, Weiss, Gerhard and Tuyls, Karl 2015. Factored four way conditional restricted boltzmann machines for activity recognition. Elsevier.

Redundancy reduction in Wireless Sensor Networks via Centrality Metrics

Mocanu, Decebal Constantin, Torres Vega, M. and Liotta, Antonio 2015. Redundancy reduction in Wireless Sensor Networks via Centrality Metrics. IEEE. https://doi.org/10.1109/ICDMW.2015.53

Cognitive streaming on android devices

Vega, Maria Torres, Mocanu, Decebal Constantin, Barresi, Rosario, Fortino, Giancarlo and Liotta, Antonio 2015. Cognitive streaming on android devices. IEEE. https://doi.org/10.1109/INM.2015.7140488

Network analysis on Skype end-to-end video quality

Exarchakos, George, Druda, Luca, Menkovski, Vlado and Liotta, Antonio 2015. Network analysis on Skype end-to-end video quality. International Journal of Pervasive Computing and Communications. https://doi.org/10.1108/IJPCC-08-2014-0044

Enhancing internet and distributed computing systems with wireless sensor networks

Fortino, Giancarlo, Gravina, Raffaele, Li, Wenfeng, Hassan, Mohammad Mehedi and Liotta, Antonio 2015. Enhancing internet and distributed computing systems with wireless sensor networks. https://doi.org/10.1155/2015/564695

Accuracy of no-reference quality metrics in network-impaired video streams

Vega, Maria Torres, Sguazzo, Vittorio, Mocanu, Decebal Constantin and Liotta, Antonio 2015. Accuracy of no-reference quality metrics in network-impaired video streams. ACM. https://doi.org/10.1145/2837126.2837150

Reduced reference image quality assessment via boltzmann machines

Mocanu, Decebal Constantin, Exarchakos, Georgios, Ammar, Haitham Bou and Liotta, Antonio 2015. Reduced reference image quality assessment via boltzmann machines. IEEE. https://doi.org/10.1109/INM.2015.7140481

Interference mitigation through adaptive power control in wireless sensor networks

Chincoli, Michele, Bacchiani, Claudio, Syed, Aly Aamer, Exarchakos, Geogios and Liotta, Antonio 2015. Interference mitigation through adaptive power control in wireless sensor networks. IEEE. https://doi.org/10.1109/SMC.2015.232

QoE modelling for VP9 and H. 265 videos on mobile devices

Song, Wei, Xiao, Yao, Tjondronegoro, Dian and Liotta, Antonio 2015. QoE modelling for VP9 and H. 265 videos on mobile devices. ACM. https://doi.org/10.1145/2733373.2806256

Ensembles of incremental learners to detect anomalies in ad hoc sensor networks

Bosman, Hedde HWJ, Iacca, Giovanni, Tejada, Arturo, Wörtche, Heinrich J and Liotta, Antonio 2015. Ensembles of incremental learners to detect anomalies in ad hoc sensor networks. ad hoc networks. https://doi.org/10.1016/j.adhoc.2015.07.013

Towards ABAC Policy Mining from Logs with Deep Learning

Mocanu, Decebal Constantin, Turkmen, Fatih and Liotta, Antonio 2015. Towards ABAC Policy Mining from Logs with Deep Learning.

HD-Video Streaming over an Inexpensive In-Building Radio-over-MMF System

Torres Vega, M., Zou, S., Tangdiongga, E., Koonen, A. M. J. and Liotta, Antonio 2014. HD-Video Streaming over an Inexpensive In-Building Radio-over-MMF System. IEEE.

Online fusion of incremental learning for wireless sensor networks

Bosman, Hedde H. W. J., Iacca, Giovanni, Wörtche, Heinrich J and Liotta, Antonio 2014. Online fusion of incremental learning for wireless sensor networks. IEEE. https://doi.org/10.1109/ICDMW.2014.79

Data Mining for Monitoring and Managing Systems and Networks

Liotta, Antonio and Di Fatta, Giuseppe 2014. Data Mining for Monitoring and Managing Systems and Networks. Journal of Network and Systems Management. https://doi.org/10.1007/s10922-014-9306-8

Smart Anomaly Detection for Sensor Systems: Computational Intelligence Techniques for Sensor Networks and Applications

Liotta, Antonio, Bosman, Hedde and Iacca, Giovanni 2014. Smart Anomaly Detection for Sensor Systems: Computational Intelligence Techniques for Sensor Networks and Applications. Springer Publishing Company, Incorporated.

Inexpensive user tracking using boltzmann machines

Mocanu, Elena, Mocanu, Decebal Constantin, Ammar, Haitham Bou, Zivkovic, Zoran, Liotta, Antonio and Smirnov, Evgueni 2014. Inexpensive user tracking using boltzmann machines. in: IEEE.

A Task-Oriented Framework for Networked Wearable Computing

Galzarano, Stefano, Giannantonio, Roberta, Liotta, Antonio and Fortino, Giancarlo 2014. A Task-Oriented Framework for Networked Wearable Computing. IEEE Transactions on Automation Science and Engineering. https://doi.org/10.1109/TASE.2014.2365880

Network performance assessment with quality of experience benchmarks

Mocanu, Decebal Constantin, Santandrea, Giuliano, Cerroni, Walter, Callegati, Franco and Liotta, Antonio 2014. Network performance assessment with quality of experience benchmarks. IEEE. https://doi.org/10.1109/CNSM.2014.7014187

Node centrality awareness via swarming effects

Mocanu, Decebal Constantin, Exarchakos, Georgios and Liotta, Antonio 2014. Node centrality awareness via swarming effects. IEEE. https://doi.org/10.1109/SMC.2014.6973878

A report on the First IFIP/IEEE Workshop on Quality of Experience Centric Management (QCMan 2013)

Latré, Steven, Liotta, Antonio and Turck, Filip De 2014. A report on the First IFIP/IEEE Workshop on Quality of Experience Centric Management (QCMan 2013). https://doi.org/10.1007/s10922-014-9301-0

Optimizing route prior knowledge for map-aided fingerprint-based positioning systems

Kokkinis, Akis, Kanaris, Loizos, Raspopoulos, Marios, Liotta, Antonio and Stavrou, Stavros 2014. Optimizing route prior knowledge for map-aided fingerprint-based positioning systems. IEEE. https://doi.org/10.1109/EuCAP.2014.6902232

Deep learning for objective quality assessment of 3D images

Mocanu, Decebal Constantin, Exarchakos, Georgios and Liotta, Antonio 2014. Deep learning for objective quality assessment of 3D images. IEEE. https://doi.org/10.1109/ICIP.2014.7025152

A learning-based mac for energy efficient wireless sensor networks

Galzarano, Stefano, Fortino, Giancarlo and Liotta, Antonio 2014. A learning-based mac for energy efficient wireless sensor networks. Springer, Cham. https://doi.org/10.1007/978-3-319-11692-1_34

When does lower bitrate give higher quality in modern video services?

Mocanu, Decebal Constantin, Liotta, Antonio, Ricci, Arianna, Vega, Maria Torres and Exarchakos, Georgios 2014. When does lower bitrate give higher quality in modern video services? IEEE. https://doi.org/10.1109/NOMS.2014.6838400

A Report on the First IFIP/IEEE Workshop on Quality of Experience Centric Management (QCMan 2013)

Latré, Steven, Liotta, Antonio and De Turck, Filip 2014. A Report on the First IFIP/IEEE Workshop on Quality of Experience Centric Management (QCMan 2013). Journal of Network and Systems Management. https://doi.org/10.1007/s10922-014-9301-0

Assessment of proactive transmission power control for wireless sensor networks

Kotian, Roshan, Exarchakos, Georgios and Liotta, Antonio 2014. Assessment of proactive transmission power control for wireless sensor networks. ICST (Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering). https://doi.org/10.4108/icst.bodynets.2014.258209

End-to-end performance evaluation in high-speed wireless networks

Vega, Maria Torres, Zou, Shihuan, Mocanu, Decebal Constantin, Tangdiongga, Eduward, Koonen, A. M. J. and Liotta, Antonio 2014. End-to-end performance evaluation in high-speed wireless networks. IEEE. https://doi.org/10.1109/CNSM.2014.7014190

Relevance prevails: missing data treatment in intelligent lighting

Gopalakrishna, Aravind Kota, Ozcelebi, Tanir, Liotta, Antonio and Lukkien, Johan J. 2014. Relevance prevails: missing data treatment in intelligent lighting. Springer, Cham. https://doi.org/10.1007/978-3-319-02309-0_40

Improving RSS fingerprint-based localization using directional antennas

Kanaris, Loizos, Kokkinis, Akis, Raspopoulos, Marios, Liotta, Antonio and Stavrou, Stavros 2014. Improving RSS fingerprint-based localization using directional antennas. IEEE. https://doi.org/10.1109/EuCAP.2014.6902090
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