Research Output

2020

A parallel and distributed approach for diversified top-k best region search

Shahrivari, H., Olma, M., Papapetrou, O., Skoutas, D. & Ailamaki, A., 1 Jan 2020, Advances in Database Technology - EDBT 2020: 23rd International Conference on Extending Database Technology, Proceedings. Bonifati, A., Zhou, Y., Vaz Salles, M. A., Bohm, A., Olteanu, D., Fletcher, G., Khan, A. & Yang, B. (eds.). OpenProceedings.org, p. 265-276 12 p.

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

2019

Adversarial balancing-based representation learning for causal effect inference with observational data

Du, X., Sun, L., Duivesteijn, W., Nikolaev, A. & Pechenizkiy, M., 30 Apr 2019, In : arXiv. 17 p., 1904.13335v1.

Research output: Contribution to journalArticleAcademic

40 Downloads (Pure)

Automatic microscope alignment via machine learning

Bhatnagar, P., 24 Oct 2019, Eindhoven: Technische Universiteit Eindhoven. 117 p.

Research output: ThesisPd Eng Thesis

Data stream statistics over sliding windows: how to summarize 150 million updates per second on a single node

Chrysos, G., Papapetrou, O., Pnevmatikatos, D., Dollas, A. & Garofalakis, M., Sep 2019, Proceedings - 29th International Conference on Field-Programmable Logic and Applications, FPL 2019. Sourdis, I., Bouganis, C-S., Alvarez, C., Toledo Diaz, L. A., Valero, P. & Martorell, X. (eds.). Piscataway: Institute of Electrical and Electronics Engineers, p. 278-285 8 p. 8892241

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

Evolution of biologically inspired learning in artificial neural networks

Yaman, A., 19 Nov 2019, Eindhoven: Technische Universiteit Eindhoven. 149 p.

Research output: ThesisPhd Thesis 1 (Research TU/e / Graduation TU/e)

Open Access
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75 Downloads (Pure)

Evolving and understanding sparse deep neural networks using cosine similarity

Pieterse, J. & Mocanu, D., 17 Mar 2019, In : arXiv. 14 p., 1903.07138v1.

Research output: Contribution to journalArticleAcademic

Open Access
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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 p., 1904.01709v1.

Research output: Contribution to journalArticleAcademic

Open Access
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16 Downloads (Pure)

Intrinsically sparse long short-term memory networks

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

Research output: Contribution to journalArticleAcademic

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, p. 152-160 9 p.

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

Open Access
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16 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 p. 1906.11626v1

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-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, p. 3698-3708 11 p., 8356086.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
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35 Citations (Scopus)
69 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, p. 13-30 18 p.

Research output: Contribution to journalArticleAcademicpeer-review

15 Citations (Scopus)
4 Downloads (Pure)

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., 26 Jan 2019, In : arXiv. 14 p., 1901.09181v1.

Research output: Contribution to journalArticleAcademic

Open Access
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13 Downloads (Pure)

Taster: self-tuning, elastic and online approximate query processing

Olma, M., Papapetrou, O., Appuswamy, R. & Ailamaki, A., 1 Apr 2019, Proceedings - 2019 IEEE 35th International Conference on Data Engineering, ICDE 2019. Piscataway: IEEE Computer Society, p. 482-493 12 p. 8731505

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

1 Citation (Scopus)
2 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 p., 1571.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
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7 Citations (Scopus)
75 Downloads (Pure)

Detection of outbreak of infectious diseases : a data science perspective

Koulierakis, E., 11 Oct 2018, Eindhoven: Technische Universiteit Eindhoven.

Research output: ThesisPd Eng Thesis

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, p. 569-576 8 p.

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

Open Access
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5 Citations (Scopus)
58 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. (eds.). International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), Vol. 3. p. 2016-2018 3 p.

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

Open Access
File
3 Citations (Scopus)
95 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 p., 2383.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
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33 Citations (Scopus)
334 Downloads (Pure)

Synopsis of the PhD thesis : network computations in artificial intelligence

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

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

Open Access
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1 Citation (Scopus)
592 Downloads (Pure)
2017

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.

Research output: Contribution to conferenceAbstract

Open Access
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209 Downloads (Pure)

Evaluating data-centric process approaches: does the human factor factor in?

Reijers, H. A., Vanderfeesten, I. T. P., Plomp, M. G. A., Van Gorp, P. M. E., Fahland, D., van de Crommert, W. L. M. & Diaz Garcia, H. D., 1 Jul 2017, In : Software and Systems Modeling. 16, 3, p. 649-662 14 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
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5 Citations (Scopus)
176 Downloads (Pure)

Hyper-parameter tuning of a decision tree induction algorithm

Mantovani, R. G., Horváth, T., Cerri, R., Vanschoren, J. & de Carvalho, A. C. P. L. F., 1 Feb 2017, 5th Brazilian Conference on Intelligent Systems, BRACIS 2016; Recife, Pernambuco; Brazil; 9 October 2016 through 12 October 2016. Piscataway: Institute of Electrical and Electronics Engineers, p. 37-42 6 p. 7839559

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

8 Citations (Scopus)
3 Downloads (Pure)
2016

A critical evaluation and framework of business process improvement methods

Vanwersch, R. J. B., Shahzad, K., Vanderfeesten, I. T. P., Vanhaecht, K., Grefen, P. W. P. J., Pintelon, L. M., Mendling, J., Merode, van, G. G. & Reijers, H. A., 1 Feb 2016, In : Business & Information Systems Engineering. 58, 1, p. 43-53 11 p.

Research output: Contribution to journalArticleAcademicpeer-review

20 Citations (Scopus)
7 Downloads (Pure)

An algorithm, implementation and execution ontology design pattern

Lawrynowicz, A., Esteves, D., Panov, P., Soru, T., Dzeroski, S. & Vanschoren, J., 1 Nov 2016, ISWC Workshop on Ontology and Semantic Web Patterns.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Open Access
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105 Downloads (Pure)

Aslib: a benchmark library for algorithm selection

Bischl, B., Kerschke, P., Kotthoff, L., Lindauer, M., Malitsky, Y., Fréchette, A., Hoos, H., Hutter, F., Leyton-Brown, K., Tierney, K. & Vanschoren, J., 2016, In : Artificial Intelligence. 237, p. 41-58 18 p.

Research output: Contribution to journalArticleAcademicpeer-review

53 Citations (Scopus)
1 Downloads (Pure)

Assessing process discovery scalability in data intensive environments

Hernández, S., Ezpeleta, J., Van Zelst, S. J. & Van Der Aalst, W. M. P., 11 Feb 2016, Proceedings - 2015 2nd IEEE/ACM International Symposium on Big Data Computing, BDC 2015, 7-10 December 2015, Limassol, Cyprus . Piscataway: Institute of Electrical and Electronics Engineers, p. 99-104 6 p. 7406336

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

7 Citations (Scopus)
3 Downloads (Pure)

Balanced multi-perspective checking of process conformance

Mannhardt, F., Leoni, de, M., Reijers, H. A. & Aalst, van der, W. M. P., Apr 2016, In : Computing. 98, 4, p. 407-437

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
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64 Citations (Scopus)
231 Downloads (Pure)

Business process architectures: overview, comparison and framework

Dijkman, R. M., Vanderfeesten, I. T. P. & Reijers, H. A., 12 Feb 2016, In : Enterprise Information Systems. 10, 2, p. 129-158 30 p.

Research output: Contribution to journalArticleAcademicpeer-review

27 Citations (Scopus)
11 Downloads (Pure)

Designing like a pro : the automated composition of workflow activities

Aa, van der, J. H., Reijers, H. A. & Vanderfeesten, I. T. P., 1 Jan 2016, In : Computers in Industry. 75, p. 162-177 16 p.

Research output: Contribution to journalArticleAcademicpeer-review

1 Citation (Scopus)
6 Downloads (Pure)

Detecting deviating behaviors without models

Lu, X., Fahland, D., van den Biggelaar, F. J. H. M. & van der Aalst, W. M. P., 2016, Business Process Management Workshops: BPM 2015, 13th International Workshops, Innsbruck, Austria, August 31 – September 3, 2015, Revised Papers. Reichert, M. & Reijers, H. A. (eds.). Dordrecht: Springer, p. 126-139 14 p. (Lecture Notes in Business Information Processing; vol. 256).

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

12 Citations (Scopus)

Discovering Interacting Artifacts from ERP Systems (Extended Abstract)

Fahland, D., Lu, X., Nagelkerke, M. Q. L. & van de Wiel, D., 3 Oct 2016, Enterprise Modeling and Information Systems Architectures : Proceedings of the 7th International Workshop on Enterprise Modeling and Information Systems Architectures, EMISA 2016: Fachgruppentreffen der GI-Fachgruppe Entwicklungsmethoden für Informationssysteme und deren Anwendung, Vienna, Austria, October 3-4, 2016. Mendling, J. & Rinderle-Ma, S. (eds.). Aachen: RWTH Aachen, p. 5-8 4 p. (CEUR Workshop Proceedings; vol. 1701).

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

6 Downloads (Pure)

Handling duplicated tasks in process discovery by refining event labels

Lu, X., Fahland, D., van den Biggelaar, F. J. H. M. & van der Aalst, W. M. P., 2016, Business Process Management. BPM 2016. Cham: Springer, p. 90-107 18 p. (Lecture Notes in Computer Science; vol. 9850).

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

Open Access
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13 Citations (Scopus)
110 Downloads (Pure)

Having a blast : meta-learning and heterogeneous ensembles for data streams

van Rijn, J. N., Holmes, G., Pfahringer, B. & Vanschoren, J., 7 Jan 2016, 15th IEEE International Conference on Data Mining (ICDM 2015), 14-17 November 2015, Atlantic City, New Jersey. Piscataway: Institute of Electrical and Electronics Engineers, p. 1003-1008 6 p. 7373426

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

1 Downloads (Pure)

Node classification in dynamic social networks

Pei, Y., Zhang, J., Fletcher, G. H. L. & Pechenizkiy, M., 2016, Proceedings of AALTD 2016: 2nd ECMLPKDD International Workshop on Advanced Analytics and Learning on Temporal Data, 19 September 2016, Riva del Garda, Italy. p. 1-8

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

3 Downloads (Pure)

Preface

Festa, P., Sellmann, M. & Vanschoren, J., 2016, In : Lecture Notes in Computer Science. 10079 LNCS, p. V-VI

Research output: Contribution to journalEditorialAcademicpeer-review

Scientific workflows for process mining : building blocks, scenarios, and implementation

Bolt, A., de Leoni, M. & van der Aalst, W. M. P., 2016, In : International Journal on Software Tools for Technology Transfer. 18, 6, p. 607–628

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
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25 Citations (Scopus)
117 Downloads (Pure)

The effectiveness of workflow management systems : a longitudinal study

Reijers, H. A., Vanderfeesten, I. T. P. & Aalst, van der, W. M. P., Feb 2016, In : International Journal of Information Management. 36, 1, p. 126-141

Research output: Contribution to journalArticleAcademicpeer-review

10 Citations (Scopus)
8 Downloads (Pure)

Turning event logs into process movies: animating what has really happened

de Leoni, M., Suriadi, S., Hofstede, ter, A. H. M. & Aalst, van der, W. M. P., Jul 2016, In : Software and Systems Modeling. 15, 3, p. 707-732

Research output: Contribution to journalArticleAcademicpeer-review

6 Citations (Scopus)
7 Downloads (Pure)
2015

A control model for object virtualization in supply chain management

Verdouw, C. N., Beulens, A. J. M., Reijers, H. A. & Vorst, van der, J. G. A. J., 2015, In : Computers in Industry. 68, p. 116-131

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
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24 Citations (Scopus)
561 Downloads (Pure)

A cross-benchmark comparison of 87 learning to rank methods

Tax, N., Bockting, S. & Hiemstra, D., 2015, In : Information Processing & Management. 51, 6, p. 757-772 16 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
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36 Citations (Scopus)
58 Downloads (Pure)

Algorithms & Theories for the Analysis of Event Data (ATAED'15, Brussels, Belgium, June 22-23, 2015)

Aalst, van der, W. M. P. (ed.), Bergenthum, R. (ed.) & Carmona, J. (ed.), 2015, Aachen: CEUR-WS.org. 150 p.

Research output: Book/ReportBook editingAcademic

Open Access
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532 Downloads (Pure)

An adaptive large neighborhood search heuristic for the share-a-ride problem

Li, B., Krushinsky, D., Woensel, van, T. & Reijers, H. A., 2015, Eindhoven: Technische Universiteit Eindhoven. 31 p. (BETA publicatie : working papers; vol. 475)

Research output: Book/ReportReportAcademic

Open Access
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276 Downloads (Pure)

An alignment-based framework to check the conformance of declarative process models and to preprocess event-log data

Leoni, de, M., Maggi, F. M. & Aalst, van der, W. M. P., 2015, In : Information Systems. 47, 1, p. 258-277

Research output: Contribution to journalArticleAcademicpeer-review

49 Citations (Scopus)
1 Downloads (Pure)

A recommendation system for predicting risks across multiple business process instances

Conforti, R., Leoni, de, M., La Rosa, M., Aalst, van der, W. M. P. & Hofstede, ter, A. H. M., 2015, In : Decision Support Systems. 69, p. 1-19

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
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74 Citations (Scopus)
486 Downloads (Pure)

A structural model comparison for finding the best performing models in a collection

Schunselaar, D. M. M., Verbeek, H. M. W., Reijers, H. A. & Aalst, van der, W. M. P., 2015, Business Process Management (13th International Conference, BPM 2015, Innsbruck, Austria, August 31-September 3, 2015). Motahari-Nezhad, H. R., Recker, J. & Weidlich, M. (eds.). Berlin: Springer, p. 180-188 (Lecture Notes in Computer Science; vol. 9253).

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

A structural model comparison for finding the best performing models in a collection

Schunselaar, D. M. M., Verbeek, H. M. W., Reijers, H. A. & Aalst, van der, W. M. P., 2015, BPMcenter. org. 16 p. (BPM reports; vol. 1505)

Research output: Book/ReportReportAcademic

Open Access
File
81 Downloads (Pure)

A systematic literature review of studies on business process modeling quality

Moreno-Montes de Oca, I., Snoeck, M., Reijers, H. A. & Rodríguez-Morffi, A., 2015, In : Information and Software Technology. 58, p. 187-205 19 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
53 Citations (Scopus)
690 Downloads (Pure)

Automating data exchange in process choreographies

Meyer, A., Pufahl, L., Batoulis, K., Fahland, D. & Weske, M. H., 2015, In : Information Systems. 53, p. 296-329 34 p.

Research output: Contribution to journalArticleAcademicpeer-review

13 Citations (Scopus)
3 Downloads (Pure)

A visual analysis of the process of process modeling

Claes, J., Vanderfeesten, I. T. P., Pinggera, J., Reijers, H. A., Weber, B. & Poels, G., 2015, In : Information Systems and e-Business Management. 13, 1, p. 147-190 44 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
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28 Citations (Scopus)
156 Downloads (Pure)