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Onderzoeksoutput

2020

Sparse evolutionary deep learning with over one million artificial neurons on commodity hardware

Liu, S., Mocanu, D., Ramapuram Matavalam, A. R., Pei, Y. & Pechenizkiy, M., 6 jul 2020, In : Neural Computing and Applications. 16 blz.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
16 Downloads (Pure)

Topological Insights into Sparse Neural Networks

Liu, S., van der Lee, T. T., Yaman, A., Atashgahi, Z., Ferrar, D., Sokar, G., Pechenizkiy, M. & Mocanu, D. C., 4 jun 2020, Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD) 2020.. 17 blz. 2006.14085

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
2019

Evolving and understanding sparse deep neural networks using cosine similarity

Pieterse, J. & Mocanu, D., 17 mrt 2019, In : arXiv. 14 blz., 1903.07138v1.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademic

Open Access
Bestand
11 Downloads (Pure)

Evolving plasticity for autonomous learning under changing environmental conditions

Yaman, A., Mocanu, D., Iacca, G., Coler, M., Fletcher, G. & Pechenizkiy, M., 2019, In : arXiv. 26 blz., 1904.01709v1.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademic

Open Access
Bestand
16 Downloads (Pure)

Intrinsically sparse long short-term memory networks

Liu, S., Mocanu, D. & Pechenizkiy, M., 26 jan 2019, In : arXiv. 9 blz., 1901.09208v1.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademic

Open Access
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22 Downloads (Pure)

Learning with delayed synaptic plasticity

Yaman, A., Iacca, G., Mocanu, D. C., Fletcher, G. H. L. & Pechenizkiy, M., 13 jul 2019, GECCO 2019 - Proceedings of the 2019 Genetic and Evolutionary Computation Conference. New York: Association for Computing Machinery, Inc, blz. 152-160 9 blz.

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
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21 Downloads (Pure)

On improving deep learning generalization with adaptive sparse connectivity

Liu, S., Mocanu, D. & Pechenizkiy, M., 14 jun 2019, ICML 2019 Workshop on Understanding and Improving General-ization in Deep Learning. 5 blz. 1906.11626v1

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
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7 Downloads (Pure)

On-line building energy optimization using deep reinforcement learning

Mocanu, E., Mocanu, D. C., Nguyen, P. H., Liotta, A., Webber, M. E., Gibescu, M. & Slootweg, J. G., jul 2019, In : IEEE Transactions on Smart Grid. 10, 4, blz. 3698-3708 11 blz., 8356086.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
Bestand
57 Citaten (Scopus)
81 Downloads (Pure)

Short-long term anomaly detection in wireless sensor networks based on machine learning and multi-parameterized edit distance

Cauteruccio, F., Fortino, G., Guerrieri, A., Liotta, A., Mocanu, D. C., Perra, C., Terracina, G. & Torres Vega, M., dec 2019, In : Information Fusion. 52, blz. 13-30 18 blz.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

17 Citaten (Scopus)
4 Downloads (Pure)
2018

Decentralized dynamic understanding of hidden relations in complex networks

Mocanu, D. C., Exarchakos, G. & Liotta, A., 1 dec 2018, In : Scientific Reports. 8, 1, 15 blz., 1571.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
Bestand
7 Citaten (Scopus)
78 Downloads (Pure)

Limited evaluation cooperative co-evolutionary differential evolution for large-scale neuroevolution

Yaman, A., Mocanu, D. C., Iacca, G., Fletcher, G. & Pechenizkiy, M., 2 jul 2018, GECCO 2018 - Proceedings of the 2018 Genetic and Evolutionary Computation Conference. Association for Computing Machinery, Inc, blz. 569-576 8 blz.

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
6 Citaten (Scopus)
61 Downloads (Pure)

One-shot learning using Mixture of Variational Autoencoders: A generalization learning approach

Mocanu, D. C. & Mocanu, E., 11 jul 2018, 17th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2018. Dastani, M., Sukthankar, G., André, E. & Koenig, S. (redactie). International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), Vol. 3. blz. 2016-2018 3 blz.

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
3 Citaten (Scopus)
96 Downloads (Pure)

Scalable training of artificial neural networks with adaptive sparse connectivity inspired by network science

Mocanu, D. C., Mocanu, E., Stone, P., Nguyen, H. P., Gibescu, M. & Liotta, A., 19 jun 2018, In : Nature Communications. 9, 1, 12 blz., 2383.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
Bestand
38 Citaten (Scopus)
343 Downloads (Pure)

Synopsis of the PhD thesis : network computations in artificial intelligence

Mocanu, D. C., 15 okt 2018, Proceedings of the 30th International Teletraffic Congress, ITC 2018. Altman, E., Bianchi, G. & Zinner, T. (redactie). Institute of Electrical and Electronics Engineers, blz. 117-122 6 blz. 8493065

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
1 Citaat (Scopus)
643 Downloads (Pure)
2017

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

Mocanu, D. C., Mocanu, E., Nguyen, H. P., Gibescu, M. & Liotta, A., 9 feb 2017, Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016), 9-12 October 2016, Budapest, Hungary. Piscataway: Institute of Electrical and Electronics Engineers, blz. 3765-3769 5 blz. 7844820

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
14 Citaten (Scopus)
741 Downloads (Pure)

Big IoT data mining for real-time energy disaggregation in buildings (extended abstract)

Mocanu, D. C., Mocanu, E., Nguyen, H. P., Gibescu, M. & Liotta, A., 10 jun 2017, Benelearn 2017: Proceedings of the Twenty-Sixth Benelux Conference on Machine Learning. Duijvesteijn, W., Pechenizkiy, M., Fletcher, G., Menkovski, V., Postma, E., Vanschoren, J. & van der Putten, P. (redactie). blz. 173-174 2 blz.

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
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91 Downloads (Pure)

Comparative study of deep learning methods for one-shot image classification (abstract)

van den Bogaert, J., Mohseni, H., Khodier, M., Stoyanov, Y., Mocanu, D. C. & Menkovski, V., 1 dec 2017.

Onderzoeksoutput: Bijdrage aan congresAbstractAcademic

Open Access
Bestand
211 Downloads (Pure)

Correlating QoE and technical parameters of an SAP system in an enterprise environment

Borchert, K., Hirth, M., Zinner, T. & Mocanu, D. C., 2017, Proceedings of the 28th International Teletraffic Congress (ITC 28), September 12-16, 2016, Würzburg, Germany. Hossfeld, T., Mark, B. L., Chan, G. & Timm-Giel, A. (redactie). Piscataway: Institute of Electrical and Electronics Engineers, blz. 34-36 3 blz. 7810716

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

6 Citaten (Scopus)
2 Downloads (Pure)

Deep learning for quality assessment in live video streaming

Torres Vega, M., Mocanu, D. C., Famaey, J., Stavrou, S. & Liotta, A., jun 2017, In : IEEE Signal Processing Letters. 24, 6, blz. 736 - 740 5 blz., 7892928.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
Bestand
29 Citaten (Scopus)
277 Downloads (Pure)

Effect of lossy networks on stereoscopic 3D-video streams

Torres Vega, M., Perra, C., Mocanu, D. C. & Liotta, A., 20 jul 2017, IEEE International Symposium on Broadband Multimedia Systems and Broadcasting 2017 (BMSB17), 7-9 June 2017, Cagliari, Italy. Piscataway: Institute of Electrical and Electronics Engineers, blz. 1-4 7986181

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
1 Citaat (Scopus)
106 Downloads (Pure)

Estimating 3D trajectories from 2D projections via disjunctive factored four-way conditional restricted Boltzmann machines

Mocanu, D. C., Bou Ammar, H., Puig, L., Eaton, E. & Liotta, A., 1 sep 2017, In : Pattern Recognition. 69, blz. 325-335 11 blz.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
Bestand
6 Citaten (Scopus)
135 Downloads (Pure)

Network computations in artificial intelligence

Mocanu, D. C., 29 jun 2017, Eindhoven: Technische Universiteit Eindhoven. 135 blz.

Onderzoeksoutput: ScriptieDissertatie 1 (Onderzoek TU/e / Promotie TU/e)

Open Access
Bestand
979 Downloads (Pure)

Predictive no-reference assessment of video quality

Torres Vega, M., Mocanu, D. C., Stavrou, S. & Liotta, A., 1 mrt 2017, In : Signal Processing : Image Communication. 52, blz. 20-32 13 blz.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

22 Citaten (Scopus)
2 Downloads (Pure)

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

Torres Vega, M., Mocanu, D. C. & Liotta, A., nov 2017, In : Multimedia Tools and Applications. 76, 21, blz. 22303-22327 25 blz.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
Bestand
6 Citaten (Scopus)
234 Downloads (Pure)
2016

An experimental survey of no-reference video quality assessment methods

Torres Vega, M., Sguazzo, V., Mocanu, D. C. & Liotta, A., 1 apr 2016, In : International Journal of Pervasive Computing and Communications. 12, 1, blz. 66-86

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
Bestand
18 Citaten (Scopus)
822 Downloads (Pure)

A regression method for real-time video quality evaluation

Torres Vega, M., Mocanu, D. C. & Liotta, A., 29 nov 2016, MoMM '16 : Proceedings of the 14th International Conference on Advances in Mobile Computing and Multimedia, 28-30 November 2016, Singapore, Singapore. Abdulrazak, B., Pardede, E., Steinbauer, M., Khalil, I. & Anderst-Kotsis, G. (redactie). New York: Association for Computing Machinery, Inc, blz. 217-224 8 blz.

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
2 Citaten (Scopus)
174 Downloads (Pure)

A topological insight into restricted Boltzmann machines

Mocanu, D. C., Mocanu, E., Nguyen, H. P., Gibescu, M. & Liotta, A., sep 2016, In : Machine Learning. 104, 2, blz. 243-270 28 blz.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
Bestand
32 Citaten (Scopus)
214 Downloads (Pure)

A topological insight into restricted Boltzmann machines (extented abstract)

Mocanu, D. C., Mocanu, E., Nguyen, H. P., Gibescu, M. & Liotta, A., 11 nov 2016, Proceedings of the 28th Benelux Conference on Artificial Intelligence (BNAIC2016), 10-11 November 2016, Amsterdam, Netherlands. 2 blz.

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
116 Downloads (Pure)

Learning networks for complex interconnections

Mocanu, D. C., Exarchakos, G. & Liotta, A., 13 jun 2016. 1 blz.

Onderzoeksoutput: Bijdrage aan congresAbstractAcademic

Open Access
Bestand
111 Downloads (Pure)

Online contrastive divergence with generative replay: experience replay without storing data

Mocanu, D. C., Torres Vega, M., Eaton, E., Stone, P. & Liotta, A., 18 okt 2016, In : arXiv. 16 blz., 1610.05555.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademic

Bestand
29 Downloads (Pure)

On the synergy of network science and artificial intelligence

Mocanu, D. C., 2016, Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI 2016). Palo Alto: AAAI Press

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
3 Citaten (Scopus)
423 Downloads (Pure)

Predictive power control in wireless sensor networks

Chincoli, M., Syed, A., Mocanu, D. C. & Liotta, A., 2016, Proceedings 2016 IEEE International Conference on Internet-of-Things Design and Implementation (IoTDI 2016), Berlin, Germany, 4-8 April 2016. Piscataway: Institute of Electrical and Electronics Engineers, blz. 309-312

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

6 Citaten (Scopus)
5 Downloads (Pure)
Open Access
Bestand
69 Downloads (Pure)
2015

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

Torres Vega, M., Sguazzo, V., Mocanu, D. C. & Liotta, A., 11 dec 2015, Proceedings of the13th International Conference on Advances in Mobile Computing and Multimedia (MoMM 2015), 11-13 December 2015, Brussels, Belgium. New York: Association for Computing Machinery, Inc, blz. 326-333

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

5 Citaten (Scopus)
6 Downloads (Pure)

Cognitive no-reference video quality assessment for mobile streaming services

Torres Vega, M., Giordano, E., Mocanu, D. C., Tjondronegoro, D. & Liotta, A., 2015, Proceedings of the 7th International Workshop on Quality of Multimedia Experience (QoMex), 26-29 May 2015, Pilos, Messinia, Greece. Piscataway: Institute of Electrical and Electronics Engineers, blz. 1-6

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
11 Citaten (Scopus)
194 Downloads (Pure)

Cognitive streaming on android devices

Torres Vega, M., Mocanu, D. C., Barresi, R., Fortino, G. & Liotta, A., 2015, Proceedings of the IEEE/IFIP Symposium on Integrated Network and Service Management (IM'15), 11-15 May 2015, Ottawa, Canada. Piscataway: Institute of Electrical and Electronics Engineers, blz. 1316-1321

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
9 Citaten (Scopus)
156 Downloads (Pure)

Factored four-way conditional restricted Boltzmann machines (FFW-CRBMs) for activity recognition

Mocanu, D. C., Bou Ammar, H., Lowet, D. J. C., Driessens, K., Liotta, A., Weiss, G. & Tuyls, K., 2015.

Onderzoeksoutput: Bijdrage aan congresPosterAcademic

Bestand
96 Downloads (Pure)

Factored four way conditional restricted Boltzmann machines for activity recognition

Mocanu, D., Bou Ammar, H., Lowet, D. J. C., Driessens, K., Liotta, A., Weiss, G. & Tuyls, K., 6 nov 2015, Proceedings of the 27th Benelux Conference on Artificial Intelligence (BNAIC2015), 5-6 November 2015, Hasselt, Belgium. blz. 1-2

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
25 Citaten (Scopus)
293 Downloads (Pure)

Factored four way conditional restricted Boltzmann machines for activity recognition

Mocanu, D. C., Bou Ammar, H., Lowet, D. J. C., Driessens, K., Liotta, A., Weiss, G. & Tuyls, K. P., 2015, In : Pattern Recognition Letters. 66, blz. 100-108

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
Bestand
25 Citaten (Scopus)
126 Downloads (Pure)

Inexpensive user tracking using Boltzmann Machines (Type B paper)

Mocanu, E., Mocanu, D., Bou Ammar, H., Zivkovic, Z., Liotta, A. & Smirnov, E., nov 2015, Proceedings of the 27th Benelux Conference on Artificial Intelligence (BNAIC2015), Hasselt, Belgium. blz. 1-2

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
59 Downloads (Pure)

No-reference video quality measurement: added value of machine learning

Mocanu, D. C., Pokhrel, J., Pablo Garella, J., Seppänen, J., Liotou, E. & Narwaria, M., 29 dec 2015, In : Journal of Electronic Imaging. 24, 6, 061208.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Bestand
17 Citaten (Scopus)
1483 Downloads (Pure)

Reduced reference image quality assessment via Boltzmann machines

Mocanu, D. C., Exarchakos, G., Bou Ammar, H. & Liotta, A., 2015, Proceedings of the 2015 IFIP/IEEE International Symposium on Integrated Network Management (IM), 11-15 May 2015, Ottawa, Canada. Piscataway: Institute of Electrical and Electronics Engineers, blz. 1278-1281

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
16 Citaten (Scopus)
173 Downloads (Pure)

Redundancy reduction in wireless sensor networks via centrality metrics

Mocanu, D. C., Torres Vega, M. & Liotta, A., 2015, Proceedings 15th IEEE International Conference on Data Mining Workshop : 14-17 November 2015, Atlantic City, New Jersey. Cui, P., Aggarwal, C., Zhou, Z-H., Tuzhilin, A., Xiong, H. & Wu, X. (redactie). Piscataway: Institute of Electrical and Electronics Engineers, blz. 501-507

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
7 Citaten (Scopus)
243 Downloads (Pure)

Towards ABAC Policy Mining from Logs with Deep Learning

Mocanu, D., Turkmen, F. & Liotta, A., 7 okt 2015, In proc. of the 18th International Multiconference, IS 2015, Intelligent Systems. Ljubljana, Slovenia

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Bestand
197 Downloads (Pure)
2014

An automated measure of MDP similarity for transfer in reinforcement learning

Bou Ammar, H., Eaton, E., Taylor, M. E., Mocanu, D. C., Driessens, K., Weiss, G. & Tuyls, K. P., 2014, Proceedings of the MLIS-2014 collocated with The Twenty-Eighth AAAI Conference on Artificial Intelligence, 27-28 July 2014, Quebec City, Canada. blz. 31-37

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

27 Citaten (Scopus)
2 Downloads (Pure)

Deep learning for objective quality assessment of 3D images

Mocanu, D. C., Exarchakos, G. & Liotta, A., 2014, Proceedings of the IEEE International Conference on Image Processing 2014 (ICIP 2014), 27-30 October 2014, Paris, France. Piscataway: Institute of Electrical and Electronics Engineers, blz. 758-762

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
27 Citaten (Scopus)
167 Downloads (Pure)

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

Torres Vega, M., Zou, S., Mocanu, D. C., Tangdiongga, E., Koonen, A. M. J. & Liotta, A., 2014, Proceedings of the 2014 10th International Conference on Network and Service Management (CNSM), 17-21 November 2014, Rio de Janeiro, Brazil. Piscataway: Institute of Electrical and Electronics Engineers, blz. 344-347

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
10 Citaten (Scopus)
58 Downloads (Pure)

Inexpensive user tracking using Boltzmann machines

Mocanu, E., Mocanu, D. C., Bou Ammar, H., Zivkovic, Z., Liotta, A. & Smirnov, E., 2014, Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC2014), 5-8 October, San Diego, California. Piscataway: Institute of Electrical and Electronics Engineers, blz. 1-6

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
9 Citaten (Scopus)
107 Downloads (Pure)

Network Performance Assessment with Quality of Experience Benchmarks

Mocanu, D. C., Santandrea, G., Cerroni, W., Callegati, F. & Liotta, A., 2014, Proceedings of the International Conference on Network and Service Management (CNSM), 17-21 November 2014, Rio de Janeiro, Brazil. Piscataway: Institute of Electrical and Electronics Engineers

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
8 Citaten (Scopus)
91 Downloads (Pure)

Node centrality awareness via swarming effects

Mocanu, D. C., Exarchakos, G. & Liotta, A., 2014, IEEE International Conference on Systems, Man, and Cybernetics (SMC2014), 5-8 October, San Diego, California. Piscataway: Institute of Electrical and Electronics Engineers, blz. 19-24

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Open Access
Bestand
9 Citaten (Scopus)
66 Downloads (Pure)