Process Analytics

Research output

Content available in repository 1982 2004 2006 2007 2008 2024

• 700 Conference contribution
• 241 Article
• 129 Report
• 65 Chapter
• 139 More
  • 57 Book editing
  • 25 Phd Thesis 1 (Research TU/e / Graduation TU/e)
  • 9 Foreword/editorial
  • 9 Editorial
  • 7 EngD Thesis
  • 6 Poster
  • 5 Phd Thesis 2 (Research NOT TU/e / Graduation TU/e)
  • 4 Book
  • 4 Phd Thesis 4 Research NOT TU/e / Graduation NOT TU/e)
  • 4 Preprint
  • 3 Paper
  • 2 Software
  • 1 Inaugural/farewell speech
  • 1 Abstract
  • 1 Other contribution
  • 1 Working paper

Content available in repository

Content available in repository

Search results

• 2024

  Comparing Conformance Checking for Decision Mining: An Axiomatic Approach

  Banham, A. (Corresponding author), ter Hofstede, A. H. M., Leemans, S. J. J., Mannhardt, F., Andrews, R. & Wynn, M. T., 2024, In: IEEE Access. 12, p. 60276-60298 23 p., 10504896.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Process Model 100%
  • Process Activity 100%
  • Desirable Property 66%
  • Business Process 33%
  • Considered Model 33%
  11 Downloads (Pure)
• 2023

  Analytical Problem Solving Based on Causal, Correlational and Deductive Models

  de Mast, J. (Corresponding author), Steiner, S., Nuijten, W. P. M. & Kapitan, D., Jan 2023, In: American Statistician. 77, 1, p. 51-61 11 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Machine Learning 100%
  • Prescriptive Analytics 100%
  • Business Analytics 100%
  • System Analysis 100%
  • Predictive Modeling 100%
  11 Citations (Scopus)

  257 Downloads (Pure)

• An Appropriate Probability Model for the Bell Experiment

  van Hee, K. M., van Berkel, C. H. & de Graaf, J., 13 Feb 2023, In: arXiv. 2023, 17 p., 2302.05174.

  Research output: Contribution to journal › Article › Academic

  Open Access

• Conformance checking of process event streams with constraints on data retention

  Zaman, R. (Corresponding author), Hassani, M. & van Dongen, B. F., Jul 2023, In: Information Systems. 117, 21 p., 102228.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Data Retention 100%
  • Checking Technique 100%
  • Conformance 100%
  • In-Process 25%
  • Bound Approach 25%
  39 Downloads (Pure)

• Identifying the Context of Data Usage to Diagnose Privacy Issues through Process Mining

  Mehr, A. S. M. (Corresponding author), de Carvalho, R. M. & van Dongen, B., May 2023, In: Transactions on Data Privacy. 16, 2, p. 123-151 29 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Business Process 100%
  • Open Source 100%
  • Data Access 100%
  • Control Flow 100%
  • Process Data 100%
  30 Downloads (Pure)

• Performance-preserving event log sampling for predictive monitoring

  Fani Sani, M. (Corresponding author), Vazifehdoostirani, M., Park, G., Pegoraro, M., van Zelst, S. J. & van der Aalst, W. M. P., Aug 2023, In: Journal of Intelligent Information Systems. 61, 1, p. 53-82 30 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Instance Selection 100%
  • Training Process 100%
  • Machine Learning 50%
  • Prediction Model 50%
  • Process Mining 50%
  7 Citations (Scopus)

  40 Downloads (Pure)

• Scheduling a Real-World Photolithography Area with Constraint Programming

  Deenen, P. C. (Corresponding author), Nuijten, W. P. M. & Akcay, A., Nov 2023, In: IEEE Transactions on Semiconductor Manufacturing. 36, 4, p. 590-598 9 p., 10214506.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Optical Lithography 100%
  • Auxiliaries 100%
  • Semiconductor Manufacturing 50%
  • Setup Time 50%
  • Machine Dependent 50%
  1 Citation (Scopus)

  36 Downloads (Pure)

• Supervised learning of process discovery techniques using graph neural networks

  Sommers, D. (Corresponding author), Menkovski, V. & Fahland, D., May 2023, In: Information Systems. 115, 23 p., 102209.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Process Model 100%
  • Process Discovery 100%
  • Supervised Learning 100%
  • Graph Neural Network 100%
  • Machine Learning 50%
  4 Citations (Scopus)

  162 Downloads (Pure)

• The Influence of Business Process Management System Implementation on an Organization’s Process Orientation: A Case Study of a Financial Service Provider

  Ozkan, B. (Corresponding author), Koops, M., Türetken, O. & Reijers, H. A., 13 Dec 2023, (E-pub ahead of print) In: Information Systems Management. p. 1-22 22 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Business Process Management 100%
  • Provider Service 100%
  • System Implementation 100%
  • Orientation Process 100%
  • Case Study 100%
  1 Citation (Scopus)

  226 Downloads (Pure)
• 2022

  Clustering-based Aggregations for Prediction in Event Streams

  Spenrath, Y., Hassani, M. & Dongen, B. F. V., 2022, In: CoRR. abs/2210.09738

  Research output: Contribution to journal › Article › Academic

• Domain engineering for customer experience management

  Benzarti, I. (Corresponding author), Mili, H., Medeiros de Carvalho, R. & Leshob, A., Mar 2022, In: Innovations in Systems and Software Engineering. 18, 1, p. 171-191 21 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Domain Engineering 100%
  • Customer Experience 100%
  • Internet of Things 12%
  • Artificial Intelligence 12%
  • Cloud Computing 12%
  5 Citations (Scopus)

  45 Downloads (Pure)

• From predictions to recommendations: Tackling bottlenecks and overstaying in the Emergency Room through a sequence of Random Forests

  Verdaasdonk, M. J. A. & de Carvalho, R. M. (Corresponding author), Nov 2022, In: Healthcare Analytics. 2, 8 p., 100040.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Prediction Model 100%
  • Random Decision Forest 100%
  3 Citations (Scopus)

  23 Downloads (Pure)

• Privacy and Confidentiality in Process Mining: Threats and Research Challenges

  Elkoumy, G., Fahrenkrog-Petersen, S. A., Sani, M. F., Koschmider, A., Mannhardt, F., Voigt, S. N. V., Rafiei, M. & Waldthausen, L. V., 1 Mar 2022, In: ACM Transactions on Management Information Systems. 13, 1, 17 p., 11.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  • In-Process 100%
  • Process Mining 100%
  • Conceptual Model 25%
  • Application Scenario 25%
  • Process Mining Technique 25%
  29 Citations (Scopus)

• Process mining for healthcare: Characteristics and challenges

  Munoz-gama, J. (Corresponding author), Martin, N., Fernandez-llatas, C., Johnson, O. A., Sepúlveda, M., Helm, E., Galvez-yanjari, V., Rojas, E., Martinez-millana, A., Aloini, D., Amantea, I. A., Andrews, R., Arias, M., Beerepoot, I., Benevento, E., Burattin, A., Capurro, D., Carmona, J., Comuzzi, M. & Dalmas, B. & 30 others, De La Fuente, R., Di Francescomarino, C., Di Ciccio, C., Gatta, R., Ghidini, C., Gonzalez-lopez, F., Ibanez-sanchez, G., Klasky, H. B., Prima Kurniati, A., Lu, X., Mannhardt, F., Mans, R., Marcos, M., Medeiros De Carvalho, R., Pegoraro, M., Poon, S. K., Pufahl, L., Reijers, H. A., Remy, S., Rinderle-ma, S., Sacchi, L., Seoane, F., Song, M., Stefanini, A., Sulis, E., Ter Hofstede, A. H. M., Toussaint, P. J., Traver, V., van der Aalst, W. M. P. & Vanwersch, R., 1 Mar 2022, In: Journal of Biomedical Informatics. 127, 15 p., 103994.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Process Mining 100%
  • Business Process 25%
  • Process Mining Technique 25%
  • Organizational Process 25%
  • Case Study 25%
  141 Citations (Scopus)

  257 Downloads (Pure)

• The Log Skeleton Visualizer in ProM 6.9: The winning contribution to the process discovery contest 2019

  Verbeek, H. M. W. (Corresponding author), Aug 2022, In: International Journal on Software Tools for Technology Transfer. 24, 4, p. 549-561 13 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Process Discovery 100%
  • Process Model 16%
  • Process Mining 16%
  5 Citations (Scopus)

  49 Downloads (Pure)

• Using Machine Learning Techniques to Support the Emergency Department

  van Delft, R. A. J. J. & de Carvalho, R. M. (Corresponding author), 29 Apr 2022, In: Computing and Informatics. 41, 1, p. 154-171 18 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Machine Learning 100%
  • Machine Learning Technique 100%
  • Emergency Ward 100%
  • Random Forest 100%
  • Random Decision Forest 33%
  2 Citations (Scopus)

  30 Downloads (Pure)
• 2021

  Business Process Management: The evolution of a discipline

  Reijers, H. A. (Corresponding author), Apr 2021, In: Computers in Industry. 126, 5 p., 103404.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  • Business Process Management 100%
  • Modeling Process 25%
  • Process Mining 25%
  • Model Management 25%
  • Interoperability 25%
  64 Citations (Scopus)

• Conformance checking of mixed-paradigm process models

  van Dongen, B. F., De Smedt, J. (Corresponding author), Di Ciccio, C. & Mendling, J., Dec 2021, In: Information Systems. 102, 23 p., 101685.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Process Model 100%
  • State Space 100%
  • Process Mining 100%
  • Checking Technique 50%
  • Optimal Alignment 50%
  21 Citations (Scopus)

  147 Downloads (Pure)

• Inferring Unobserved Events in Systems With Shared Resources and Queues

  Fahland, D. (Corresponding author), Denisov, V. & van der Aalst, W. M. P., 23 Dec 2021, In: Fundamenta Informaticae. 183, 3-4, p. 203-242 40 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Real Life 100%
  • Shared Resource 100%
  • Distributed Systems 50%
  • Taking Place 50%
  • Linear Program 50%
  9 Citations (Scopus)

  119 Downloads (Pure)

• Prefix Imputation of Orphan Events in Event Stream Processing

  Zaman, R. (Corresponding author), Hassani, M. (Corresponding author) & van Dongen, B. F., 6 Oct 2021, In: Frontiers in Big Data. 4, 21 p., 705243.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Process Model 100%
  • Event Stream Processing 100%
  • Process Mining 66%
  • Bound Approach 33%
  • Process Instance 33%
  4 Citations (Scopus)

  55 Downloads (Pure)

• What Averages Do Not Tell - Predicting Real Life Processes with Sequential Deep Learning

  Ketykó, I., Mannhardt, F., Hassani, M. & van Dongen, B. F., 2021, In: CoRR. abs/2110.10225

  Research output: Contribution to journal › Article › Academic

  Open Access

  • Process Mining 100%
  • Deep Learning 100%
  • Business Process 33%
  • Deep Learning Technique 33%
  • Length Distribution 33%
• 2020

  Protecting Citizens’ Personal Data and Privacy: Joint Effort from GDPR EU Cluster Research Projects

  Medeiros de Carvalho, R., Del Prete, C., Martin, Y. S., Araujo Rivero, R. M., Önen, M., Schiavo, F. P., Rumín, Á., Mouratidis, H., Yelmo, J. C. & Koukovini, M. N., Jul 2020, In: SN Computer Science. 1, 4, 16 p., 217.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Research Project 100%
  • Personal Privacy 100%
  • General Data Protection Regulation 100%
  • Personal Data 100%
  • Risk Management 100%
  13 Citations (Scopus)

  68 Downloads (Pure)

• Quantifying the Re-identification Risk of Event Logs for Process Mining

  Voigt, S. N. V., Fahrenkrog-Petersen, S. A., Janssen, D., Koschmider, A., Tschorsch, F., Mannhardt, F., Landsiedel, O. & Weidlich, M., 2020, In: EMISA Forum. 40, 1, p. 23-24 2 p., 1.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File
  35 Downloads (Pure)
• 2019

  BFSPMiner: an effective and efficient batch-free algorithm for mining sequential patterns over data streams

  Hassani, M. (Corresponding author), Töws, D., Cuzzocrea, A. & Seidl, T., 1 Oct 2019, In: International Journal of Data Science and Analytics. 8, 3, p. 223-239 17 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Data Stream 100%
  • Sequential Pattern Mining 100%
  • Data Mining 100%
  • Pattern Mining 40%
  • Mining Pattern 40%
  19 Citations (Scopus)

  121 Downloads (Pure)
• 2017

  Discovering Relaxed Sound Workflow Nets using Integer Linear Programming

  Zelst, S. J. V., Dongen, B. F. V., Aalst, W. M. P. V. D. & Verbeek, H. M. W., 2017, In: CoRR. abs/1703.06733

  Research output: Contribution to journal › Article › Academic › peer-review
• 2016

  Alignment-based Quality Metrics in Conformance Checking.

  Dongen, B. F. V., Carmona, J. & Chatain, T., 2016, In: EMISA Forum. 36, 2, p. 77-80 4 p., 2.

  Research output: Contribution to journal › Article › Academic › peer-review

• Mining exceptional relationships with grammar-guided genetic programming

  Luna, J. M., Pechenizkiy, M. & Ventura, S., Jun 2016, In: Knowledge and Information Systems. 47, 3, p. 571-594 24 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  • Association Rules 100%
  • Genetic Programming 100%
  • Quality Measure 66%
  • Data Record 33%
  • Pattern Mining 33%
  12 Citations (Scopus)

  5 Downloads (Pure)
• 2015

  Computing the Fréchet distance between folded polygons

  Cook IV, A. F., Driemel, A., Sherette, J. & Wenk, C., 2015, In: Computational Geometry. 50, dec., p. 1-16

  Research output: Contribution to journal › Article › Academic › peer-review

  • Polynomial Time 100%
  • Approximation Algorithms 50%
  • Tractable Algorithm 50%
  • polynomial-time algorithm 50%
  9 Citations (Scopus)

• Relative expressive power of navigational querying on graphs

  Fletcher, G. H. L., Gyssens, M., Leinders, D., Surinx, D., Van den Bussche, J., Van Gucht, D., Vansummeren, S. & Wu, Y., 2015, In: Information Sciences. 298, p. 390-406

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Expressive Power 100%
  • Binary Relation 100%
  • Query Language 50%
  • Identity Relation 25%
  • Graph Database 25%
  26 Citations (Scopus)

  274 Downloads (Pure)

• Relative expressive power of navigational querying on graphs using transitive closure

  Surinx, D., Fletcher, G. H. L., Gyssens, M., Leinders, D., Van den Bussche, J., Van Gucht, D., Vansummeren, S. & Wu, Y., 2015, In: Logic Journal of the IGPL. 23, 5, p. 759-788

  Research output: Contribution to journal › Article › Academic › peer-review

  • Transitive Closure 100%
  • Expressive Power 100%
  • Binary Relation 44%
  • Query Language 22%
  • Relational Algebra 11%
  18 Citations (Scopus)

• Similarity and bisimilarity notions appropriate for characterizing indistinguishability in fragments of the calculus of relations

  Fletcher, G. H. L., Gyssens, M., Leinders, D., Van den Bussche, J., Van Gucht, D. & Vansummeren, S., 2015, In: Journal of Logic and Computation. 25, 3, p. 549-580

  Research output: Contribution to journal › Article › Academic › peer-review

  • Relational Structure 100%
  • Binary Relation 100%
  6 Citations (Scopus)

• The impact of transitive closure on the expressiveness of navigational query languages on unlabeled graphs

  Fletcher, G. H. L., Gyssens, M., Leinders, D., Van den Bussche, J., Van Gucht, D., Vansummeren, S. & Wu, Y., 2015, In: Annals of Mathematics and Artificial Intelligence. 73, 1-2, p. 167-203

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Transitive Closure 100%
  • Expressive Power 100%
  • Query Language 100%
  • Input Relation 50%
  • Binary Relation 50%
  13 Citations (Scopus)

  162 Downloads (Pure)
• 2014

  A survey on concept drift adaptation

  Gama, J., Zliobaite, I., Bifet, A., Pechenizkiy, M. & Bouchachia, A., 2014, In: ACM Computing Surveys. 46, 4, p. 44/1-37 37 p., 44.

  Research output: Contribution to journal › Article › Academic › peer-review

  • Concept Drift 100%
  • Supervised Learning 100%
  • Practitioners 100%
  • Learning Process 20%
  • Evaluation Methodology 20%
  2154 Citations (Scopus)

  2 Downloads (Pure)

• Dealing with concept drifts in process mining

  Jagadeesh Chandra Bose, R. P., Aalst, van der, W. M. P., Zliobaite, I. & Pechenizkiy, M., 2014, In: IEEE Transactions on Neural Networks and Learning Systems. 25, 1, p. 154-171

  Research output: Contribution to journal › Article › Academic › peer-review

  • In-Process 100%
  • Process Mining 100%
  • Concept Drift 100%
  • Change Process 100%
  • Real Life 50%
  168 Citations (Scopus)

  2 Downloads (Pure)

• Finding robust itemsets under subsampling

  Tatti, N., Moerchen, F. & Calders, T. G. K., 2014, In: ACM Transactions on Database Systems. 39, 3, p. 20-1/27 27 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  • Theoretical Framework 100%
  • Keyword Pattern 100%
  • Pattern Mining 100%
  • Approximate Pattern 100%
  • Closed Itemsets 100%
  11 Citations (Scopus)

  2 Downloads (Pure)

• Learning dashboards : an overview and future research opportunities

  Verbert, K., Govaerts, S., Duval, E., Santos, J. L., Van Assche, F., Parra, G. & Klerkx, J., 2014, In: Personal and Ubiquitous Computing. 18, 6, p. 1499-1514 16 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  • Dashboards 100%
  • Human-Computer Interaction 40%
  • Learning Analytics 40%
  • Learning Experiences 20%
  • Information Visualization 20%
  298 Citations (Scopus)

  10 Downloads (Pure)

• Mining compressing sequential patterns

  Hoang, T. L., Mörchen, F., Fradkin, D. & Calders, T. G. K., 2014, In: Statistical Analysis and Data Mining. 7, 1, p. 34-52 19 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  • Sequential Pattern 100%
  • Pattern Mining 80%
  • Minimum Description Length 60%
  • Sequence Database 40%
  • Data Compression 20%
  94 Citations (Scopus)

  2 Downloads (Pure)

• Mining frequent itemsets in a stream

  Calders, T. G. K., Dexters, N., Gillis, J. J. M. & Goethals, B., 2014, In: Information Systems. 39, 1, p. 233-255

  Research output: Contribution to journal › Article › Academic › peer-review

  • Mining Frequent Itemsets 100%
  • Approximation (Algorithm) 33%
  • Social Network 33%
  • Sentiment Analysis 33%
  • Incremental Algorithm 33%
  52 Citations (Scopus)

  1 Downloads (Pure)
• 2013

  A comparative study of dimensionality reduction techniques to enhance trace clustering performances

  Song, M. S., Yang, H., Siadat, S. H. & Pechenizkiy, M., 2013, In: Expert Systems with Applications. 40, 9, p. 3722-3737

  Research output: Contribution to journal › Article › Academic › peer-review

  • Dimensionality Reduction 100%
  • Process Model 66%
  • Process Mining Technique 66%
  • In-Process 33%
  • Feature Space 33%
  63 Citations (Scopus)

  2 Downloads (Pure)

• GALE : a generic open source extensible adaptation engine

  De Bra, P. M. E., Knutov, E., Smits, D., Stash, N. & Ramos, V. F. C., 2013, In: New Review of Hypermedia and Multimedia. 19, 2, p. 182-212 31 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  • Open Source 100%
  • Hypermedia 100%
  • Adaptation Engine 100%
  • Illustrates 100%
  • System Behavior 50%
  4 Citations (Scopus)

  9 Downloads (Pure)

• HyDR-MI : A hybrid algorithm to reduce dimensionality in multiple instance learning

  Zafra, A., Pechenizkiy, M. & Ventura, S., 2013, In: Information Sciences. 222, p. 282-301

  Research output: Contribution to journal › Article › Academic › peer-review

  • Hybrid Algorithm 100%
  • Instance Learning 100%
  • Dimensionality Reduction 100%
  • Multiple Instance 100%
  • Feature Selection 33%
  21 Citations (Scopus)

• Learning analytics dashboard applications

  Verbert, K., Duval, E., Klerkx, J., Govaerts, S. & Santos, J. L., 2013, In: American Behavioral Scientist. 57, 10, p. 1500-1509 10 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  • Dashboards 100%
  • Learning Analytics 100%
  • Information Visualization 20%
  470 Citations (Scopus)

  3 Downloads (Pure)

• Predictive handling of asynchronous concept drifts in distributed environments

  Ang, H. H., Gopalkrishnan, V., Zliobaite, I., Pechenizkiy, M. & Hoi, S. C. H., 2013, In: IEEE Transactions on Knowledge and Data Engineering. 25, 10, p. 2343-2365 13 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  • Concept Drift 100%
  • Distributed Environment 100%
  • Communication Cost 25%
  • Ensemble Approach 25%
  • Concept Drift Detection 25%
  26 Citations (Scopus)

  2 Downloads (Pure)

• Quantifying explainable discrimination and removing illegal discrimination in automated decision making

  Kamiran, F., Zliobaite, I. & Calders, T. G. K., 2013, In: Knowledge and Information Systems. 35, 3, p. 613-644

  Research output: Contribution to journal › Article › Academic › peer-review

  • Historical Data 100%
  • Sensitive Attribute 100%
  • Automated Decision 100%
  • Decision-Making 100%
  • Supervised Learning 100%
  78 Citations (Scopus)

  6 Downloads (Pure)
• 2012

  An inductive database system based on virtual mining views

  Blockeel, H., Calders, T. G. K., Fromont, É., Goethals, B., Prado, A. & Robardet, C., 2012, In: Data Mining and Knowledge Discovery. 24, 1, p. 247-287

  Research output: Contribution to journal › Article › Academic › peer-review

  • Database Systems 100%
  • Structured Query Language 100%
  • Association Rules 33%
  • Data Mining Algorithm 33%
  • Relational Table 33%
  19 Citations (Scopus)

• Beating the baseline prediction in food sales : how intelligent an intelligent predictor is?

  Zliobaite, I., Bakker, J. & Pechenizkiy, M., 2012, In: Expert Systems with Applications. 39, 1, p. 806-815

  Research output: Contribution to journal › Article › Academic › peer-review

  • Moving Average 100%
  • Complex Task 50%
  • Prediction Accuracy 50%
  • Related Feature 50%
  • Retail Business 50%
  37 Citations (Scopus)

• Data preprocessing techniques for classification without discrimination

  Kamiran, F. & Calders, T. G. K., 2012, In: Knowledge and Information Systems. 33, 1, p. 1-33

  Research output: Contribution to journal › Article › Academic › peer-review

  • Sensitive Attribute 100%
  • Data-Preprocessing Technique 100%
  • Classification Problem 50%
  • Modified Version 25%
  • Preprocessing Technique 25%
  765 Citations (Scopus)

  1 Downloads (Pure)

• Introduction to the special section on educational data mining

  Calders, T. G. K. & Pechenizkiy, M., 2012, In: SIGKDD Explorations. 13, 2, p. 3-6

  Research output: Contribution to journal › Article › Academic

  • Educational Data Mining 100%
  • Data Mining 100%
  • Application Area 33%
  • Learning Materials 16%
  • Science Learning 16%
  6 Downloads (Pure)

• Process mining

  Accorsi, R., Ulrich, M. & Aalst, van der, W. M. P., 2012, In: Informatik-Spektrum. 35, 6, p. 354-359 6 p.

  Research output: Contribution to journal › Article › Academic › peer-review
  18 Citations (Scopus)

  6 Downloads (Pure)

• ReliefF-MI : an extension of ReliefF to multiple instance learning

  Zafra, A., Pechenizkiy, M. & Ventura, S., 2012, In: Neurocomputing. 75, 1, p. 210-218

  Research output: Contribution to journal › Article › Academic › peer-review

  • Instance Learning 100%
  • Multiple Instance 100%
  • Learning System 100%
  • Feature Selection 66%
  • Classification Algorithm 66%
  31 Citations (Scopus)

  1 Downloads (Pure)