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Research Output

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Conference contribution
2020

Evaluation of CNN Performance in Semantically Relevant Latent Spaces

van Doorenmalen, J. & Menkovski, V., 2020, Advances in Intelligent Data Analysis XVIII - 18th International Symposium on Intelligent Data Analysis, IDA 2020, Proceedings. Berthold, M. R., Feelders, A. & Krempl, G. (eds.). Springer, p. 145-157 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12080 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
2019

Anomaly detection for visual quality control of 3D-printed products

Tonnaer, L., Li, J., Osin, V., Holenderski, M. & Menkovski, V., 1 Jul 2019, 2019 International Joint Conference on Neural Networks, IJCNN 2019. Piscataway: Institute of Electrical and Electronics Engineers, 8 p. 8852372

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

4 Downloads (Pure)

Evolutionary construction of convolutional neural networks

van Knippenberg, M. S., Menkovski, V. & Consoli, S., Feb 2019, Machine Learning, Optimization, and Data Science - 4th International Conference, LOD 2018, Revised Selected Papers. Nicosia, G., Giuffrida, G., Nicosia, G., Pardalos, P., Sciacca, V. & Umeton, R. (eds.). Cham: Springer, p. 293-304 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11331 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

5 Downloads (Pure)

Micro-expression detection in long videos using optical flow and recurrent neural networks

Verburg, M. & Menkovski, V., 1 May 2019, 14th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2019. Piscataway: Institute of Electrical and Electronics Engineers, 6 p. 8756588

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Citation (Scopus)
1 Downloads (Pure)

SHREC'19 Track Extended 2D Scene Image-Based 3D Scene Retrieval

Perez Rey, L. A., Holenderski, M. J., Jarnikov, D. S. & Menkovski, V., 5 May 2019, Eurographics Workshop on 3D Object Retrieval 2019. The Eurographics Association, 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

Open Access

Stampnet: unsupervised multi-class object discovery

Visser, J., Corbetta, A., Menkovski, V. & Toschi, F., Sep 2019, 2019 IEEE International Conference on Image Processing, ICIP 2019 - Proceedings. Piscataway: Institute of Electrical and Electronics Engineers, p. 2951-2955 5 p. 8803767

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Citation (Scopus)

VANET meets deep learning: the effect of packet loss on the object detection performance

Wang, Y., Menkovski, V., Ho, I. W. H. & Pechenizkiy, M., 1 Apr 2019, 2019 IEEE 89th Vehicular Technology Conference, VTC Spring 2019 - Proceedings. Piscataway: Institute of Electrical and Electronics Engineers, 5 p. 8746657

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Citation (Scopus)
3 Downloads (Pure)
2018

Deep metric learning for sequential data using approximate information

Thaler, S., Menkovski, V. & Petkovic, M., 8 Jul 2018, Machine Learning and Data Mining in Pattern Recognition - 14th International Conference, MLDM 2018, Proceedings. Perner, P. (ed.). Cham: Springer, p. 269-282 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10934 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Citation (Scopus)
2 Downloads (Pure)

Generating post-hoc explanations for neural networks through concept mapping

Ravi, S., Menkovski, V. & Brighton, H., 1 Jan 2018, 30th Benelux Conference on Artificial Intelligence ; BNAIC 2018 Preproceedings. Atzmueller, M. & Duivesteijn, W. (eds.). p. 193-194 2 p. (Belgian/Netherlands Artificial Intelligence Conference).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Shunting trains with deep reinforcement learning

Peer, E., Zhang, Y., Menkovski, V., Lee, W-J. & Huisman, B., 2018, 30th Benelux Conference on Artificial Intelligence. Atzmueller, M. & Duivesteijn, W. (eds.). p. 175-176 2 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

2 Downloads (Pure)

Shunting trains with deep reinforcement learning

Peer, E., Menkovski, V., Zhang, Y. & Lee, W-J., 2018, 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC) . IEEE-SMC, p. 3063-3068 6 p. 8616516

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
5 Citations (Scopus)
318 Downloads (Pure)

Understanding anatomy classification through attentive response maps

Kumar, D., Menkovski, V., Taylor, G. W. & Wong, A., 23 May 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging, ISBI 2018. Piscataway: IEEE Computer Society, p. 1130-1133 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

2 Citations (Scopus)
1 Downloads (Pure)
2017

Towards a neural language model for signature extraction from forensic logs

Thaler, S. M., Menkovski, V. & Petkovic, M., 1 May 2017, 2017 5th International Symposium on Digital Forensic and Security, ISDFS 2017. Genge, B. & Haller, P. (eds.). Piscataway: Institute of Electrical and Electronics Engineers, 6 p. 7916497

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

4 Citations (Scopus)
1 Downloads (Pure)

Towards unsupervised signature extraction of forensic logs

Thaler, S. M., Menkovski, V. & Petkovic, M., 2017, Benelearn 2017: Proceedings of the Twenty-Sixth Benelux Conference on Machine Learning, 9-10 June 2017, Technische Universiteit Eindhoven . p. 154 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Unsupervised signature extraction from forensic logs

Thaler, S. M., Menkovski, V. & Petkovic, M., 2017, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18–22, 2017, Proceedings, Part III. Ceci, M., Dzeroski, S., Malerba, D., Altun, Y., Das, K., Read, J., Zitnik, M., Stefanowski, J. & Mielikäinen, T. (eds.). Dordrecht: Springer, p. 305-316 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10536 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

2 Citations (Scopus)
1 Downloads (Pure)

Weakly supervised training of deep convolutional neural networks for overhead pedestrian localization in depth fields

Corbetta, A., Menkovski, V. & Toschi, F., Aug 2017, 2017 14th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2017. Piscataway: Institute of Electrical and Electronics Engineers, p. 1-6 8078490

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Downloads (Pure)
2013

Instantaneous video quality assessment for lightweight devices

Liotta, A., Mocanu, D. C., Menkovski, V., Cagnetta, L. & Exarchakos, G., 2013, Proceedings of the International Conference on Advances in Mobile Computing & Multimedia (MoMM2013),2-4 December 2013, Vienna, Austria. Association for Computing Machinery, Inc

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

9 Citations (Scopus)
4 Downloads (Pure)

Intelligent control for adaptive video streaming

Menkovski, V. & Liotta, A., 2013, Proceedings of the International Conference on Consumer Electronics, January 11-14, 2013, Las Vegas, Nevada. Piscataway: Institute of Electrical and Electronics Engineers, p. 127-128

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

28 Citations (Scopus)
2012

Quality of Experience management for video streams : the case of Skype

Liotta, A., Druda, L., Exarchakos, G. & Menkovski, V., 2012, Proceedings of the 10th International Conference on Advances in Mobile Computing and Multimedia (Bali, Indonesia, December 3-5, 2012). Khalil, I. (ed.). New York: Association for Computing Machinery, Inc, p. 84-92

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

3 Citations (Scopus)
2 Downloads (Pure)

Tackling the sheer scale of subjective QoE

Menkovski, V., Exarchakos, G. & Liotta, A., 2012, Mobile Multimedia Communications (7th International ICST Conference, MOBIMEDIA 2011, Cagliari, Italy, September 5-7, 2011, Revised Selected Papers). Atzoni, L., Delgado, J. & Giusto, D. D. (eds.). Berlin: Springer, p. 1-15 (Lecture Notes of the Institute for Computer Sciences : Social Informatics and Telecommunications Engineering; vol. 79).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

4 Citations (Scopus)
3 Downloads (Pure)

Video quality degradation on IPTV networks

Okyere-Benya, J., Aldiabat, M. A. H. B., Menkovski, V., Exarchakos, G. & Liotta, A., 2012, Proceedings of the 2012 International Conference on Computing, Networking and Communications (ICNC'12, Maui HI, USA, January 30-February 2, 2012). Institute of Electrical and Electronics Engineers, p. 702-707

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

3 Citations (Scopus)
2 Downloads (Pure)
2011

Adaptive testing for video quality assessment

Menkovski, V., Exarchakos, G. & Liotta, A., 2011, Proceedings of the 2nd International Workshop on Future Television (EuroITV 2011), 29 June 2011, Lisbon, Portugal. Damásio, M. J., Cardoso, G., Quico, C. & Geerts, D. (eds.). Lisbon: COFAC/Universidade Lusófona de Humanidades e Tecnologias, p. 128-131

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
34 Downloads (Pure)

Can Skype be used beyond video calling?

Exarchakos, G., Menkovski, V. & Liotta, A., 2011, Proceedings of the 9th International Conference on Advances in Mobile Computing and Multimedia (MoMM'11, Ho Chi Minh City, Vietnam, December 5-7, 2011). New York NY: Association for Computing Machinery, Inc, p. 155-161

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

4 Citations (Scopus)
11 Downloads (Pure)
2010

Estimations and remedies for quality of experience in multimedia streaming

Menkovski, V., Exarchakos, G., Liotta, A. & Cuadra Sánchez, A., 2010, Proceedings Third International Conference on Advances in Human-Oriented and Personalized Mechanisms, Technologies and Services (CENTRIC 2010, August 22-27, 2010, Nice, France). Piscataway: Institute of Electrical and Electronics Engineers, p. 11-15

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
8 Citations (Scopus)
89 Downloads (Pure)

Machine learning approach for quality of experience aware networks

Menkovski, V., Exarchakos, G. & Liotta, A., 2010, Proceedings 2nd International Conference on Intelligent Networking and Collaborative Systems (INCOS'10, Thessaloniki, Greece, November 24-26, 2010). Institute of Electrical and Electronics Engineers, p. 461-466

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
30 Citations (Scopus)
186 Downloads (Pure)

Measuring quality of experience on a commercial mobile TV platform

Menkovski, V., Exarchakos, G., Liotta, A. & Cuadra Sánchez, A., 2010, Proceedings of the 2nd International Conference on Advances in Multimedia (MMEDIA, Athens, Greece, June 13-19, 2010). Institute of Electrical and Electronics Engineers, p. 33-38

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

6 Citations (Scopus)
2 Downloads (Pure)

Online learning for QoE management

Menkovski, V., Exarchakos, G. & Liotta, A., 2010, Informal proceedings of the 19th Annual Machine Learning Conference of Belgium and The Netherlands (Benelearn'10, Leuven, Belgium, May 27-28, 2010). p. 1-6

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

25 Citations (Scopus)
1 Downloads (Pure)

Online QoE prediction

Menkovski, V., Exarchakos, G. & Liotta, A., 2010, Proceedings of the 2nd International Workshop on Quality of Multimedia Experience (QoMEX), June 21-23, Trondheim, Norway. Piscataway: Institute of Electrical and Electronics Engineers, p. 118-123

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
33 Citations (Scopus)
140 Downloads (Pure)
2009

An analysis of mobile signalling in converged networks

Oredope, A., Exarchakos, G., Menkovski, V. & Liotta, A., 2009, Proceedings of the 9th IEEE Malaysia International Conference on Communications (MICC 2009, Kuala Lumpur, Malaysia, December 15-17, 2009). Piscataway: Institute of Electrical and Electronics Engineers, p. 629-634

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
72 Downloads (Pure)

Optimized online learning for QoE prediction

Menkovski, V., Oredope, A., Liotta, A. & Cuadra Sánchez, A., 2009, Proceedings 21st Benelux Conference on Artificial Intelligence (BNAIC'09, Eindhoven, The Netherlands, October 29-30, 2009). Calders, T., Tuyls, K. & Pechenizkiy, M. (eds.). p. 169-176

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

9 Citations (Scopus)

Predicting quality of experience in multimedia streaming

Menkovski, V., Oredope, A., Liotta, A. & Cuadra Sánchez, A., 2009, Proceedings 7th International Conference on Advances in Mobile Computing and Multimedia (MoMM2009, Kuala Lumpur, Malaysia, December 14-16, 2009). Association for Computing Machinery, Inc, p. 1-8

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

59 Citations (Scopus)
2008

AI model for computer games based on case based reasoning and AI planning

Menkovski, V. & Metafas, D., 2008, Proceedings of the 3rd International Conference on Digital Interactive Media in Entertainment and Arts (DIMEA'08), 10-12 September 2010, Athens, Greece. New York: Association for Computing Machinery, Inc, p. 295-302

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

2 Downloads (Pure)

Oblique decision trees using embedded support vector machines in classifier ensembles

Menkovski, V., Christou, I. & Efremidis, S., 2008, Proceedings of the 7th IEEE International Conference on Cybernetic Intelligent Systems 2008, CIS 2008, 9-10 September 2008, London, United Kingdom. Piscataway: Institute of Electrical and Electronics Engineers, p. 11-1/6

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

Open Access
File
11 Citations (Scopus)
152 Downloads (Pure)