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Research Output

2018

Discovering reliable dependencies from data: hardness and improved algorithms

Mandros, P., Boley, M. & Vreeken, J., 2018, 2018 IEEE International Conference on Data Mining (ICDM 2018). Tao, D. & Thuraisingham, B. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 317-326 10 p.

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

4 Citations (Scopus)

Rule discovery for exploratory causal reasoning

Budhathoki, K., Boley, M. & Vreeken, J., 2018, NeurIPS 2018 Workshop on Causal Learning. Arjovsky, M., Heinze-Deml, C., Klimovskaia, A., Oquab, M., Bottou, L. & Lopez-Paz, D. (eds.). Neural Information Processing Systems Foundation Inc., 14 p.

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

Open Access
File
2017

Discovering reliable approximate functional dependencies

Mandros, P., Boley, M. & Vreeken, J., 2017, KDD'17 - Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining: August 13-17, 2017 Halifax, NS, Canada. Rosales, R. (ed.). New York NY USA: Association for Computing Machinery (ACM), p. 355-363 9 p.

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

15 Citations (Scopus)

Effective parallelisation for machine learning

Kamp, M., Boley, M., Missura, O. & Gärtner, T., 2017, NIPS Proceedings: Advances in Neural Information Processing Systems (NIPS 2017). Guyon, I., Luxburg, U. V., Bengio, S., Wallach, H., Fergus, R. & Vishwanathan, S. (eds.). San Deigo CA USA: Neural Information Processing Systems Foundation Inc., 22 p. (Advances in Neural Information Processing Systems; no. 30).

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

4 Citations (Scopus)

Efficiently discovering locally exceptional yet globally representative subgroups

Kalofolias, J., Boley, M. & Vreeken, J., 2017, Proceedings - 17th IEEE International Conference on Data Mining, ICDM 2017: 18–21 November 2017 New Orleans, Louisiana. Raghavan, V., Alu, S., Karypis, G., Miele, L. & Wu, X. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 197-206 10 p.

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

1 Citation (Scopus)

Identifying consistent statements about numerical data with dispersion-corrected subgroup discovery

Boley, M., Goldsmith, B. R., Ghiringhelli, L. M. & Vreeken, J., Sep 2017, In : Data Mining and Knowledge Discovery. 31, 5, p. 1391-1418 28 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
7 Citations (Scopus)

Uncovering structure-property relationships of materials by subgroup discovery

Goldsmith, B. R., Boley, M., Vreeken, J., Scheffler, M. & Ghiringhelli, L. M., Jan 2017, In : New Journal of Physics. 19, 14 p., 013031.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
33 Citations (Scopus)
2016

Communication-efficient distributed online learning with kernels

Kamp, M., Bothe, S., Boley, M. & Mock, M., 2016, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2016 Riva del Garda, Italy, September 19–23, 2016 Proceedings, Part II. Frasconi, P., Landwehr, N., Manco, G. & Giuseppe, J. (eds.). Cham Switzerland: Springer, p. 805-819 15 p. (Lecture Notes in Computer Science ; vol. 9852 ).

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

3 Citations (Scopus)

On the intuitiveness of common discretization methods

Boley, M. & Kariryaa, A., 2016, Proceedings of the ACM SIGKDD 2016 Full-day Workshop on Interactive Data Exploration and Analytics, IDEA 2016. Chau, P., Vreeken, J., van Leeuwen, M., Shahaf, D. & Faloutsos, C. (eds.). New York NY USA: Association for Computing Machinery (ACM), p. 22-29 8 p.

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

Open Access
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2015

Creedo—scalable and repeatable extrinsic evaluation for pattern discovery systems by online user studies

Boley, M., Krause-Traudes, M., Kang, B. & Jacobs, B., 2015, Proceedings of the ACM SIGKDD 2015 Full-day Workshop on Interactive Data Exploration and Analytics, IDEA 2015. Chau, P., Vreeken, J., van Leeuwen, M., Shahaf, D. & Faloutsos, C. (eds.). New York NY USA: Association for Computing Machinery (ACM), p. 20-28 9 p.

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

Open Access
File

In-stream frequent itemset mining with output proportional memory footprint

Trabold, D., Boley, M., Mock, M. & Horváth, T., 2015, Proceedings of the LWA 2015 Workshops: KDML, FGWM, IR, FGDB: Trier, Germany, October 7-9, 2015.. Bergmann, R., Görg, S. & Müller, G. (eds.). Rheinisch-Westfaelische Technische Hochschule Aachen, Vol. 1458. p. 93-104 12 p. (CEUR Workshop Proceedings).

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

Open Access
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Parallelizing randomized convex optimization

Kamp, M. & Boley, M., 2015, 8th NIPS Workshop on Optimization for Machine Learning (OPT). Dudik, M., Jaggi, M., Harchaoui, Z. & Ramdas, A. (eds.). San Diego CA USA: Neural Information Processing Systems (NIPS), 5 p. 23

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

Open Access
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2014

Adaptive communication bounds for distributed online learning

Kamp, M., Boley, M., Keren, D., Schuster, A. & Sharfman, I., 2014, OPT2014: Optimization for Machine Learning. Sra, S., Agarwal, A., Dudik, M., Harchaoui, Z., Harchaoui, Z., Jaggi, M. & Ramdas, A. (eds.). Montreal Quebec CA: Neural Information Processing Systems (NIPS), 5 p.

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

Open Access
File

Beating human analysts in nowcasting corporate earnings by using publicly available stock price and correlation features

Kamp, M., Boley, M. & Gartner, T., 2014, 2013 IEEE 13th International Conference on Data Mining Workshops, ICDMW 2013. Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 384-390 7 p.

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

2 Citations (Scopus)

Communication-efficient distributed online prediction by dynamic model synchronization

Kamp, M., Boley, M., Keren, D., Schuster, A. & Sharfman, I., 2014, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2014 Nancy, France, September 15-19, 2014 Proceedings, Part I. Calders, T., Esposito, F., Hüllermeier, E. & Meo, R. (eds.). Berlin Germany: Springer, p. 623-639 17 p. (Lecture Notes in Computer Science ; vol. 8724).

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

9 Citations (Scopus)

Instant exceptional model mining using weighted controlled pattern sampling

Moens, S. & Boley, M., 2014, Advances in Intelligent DataAnalysis XIII : 13th International Symposium, IDA 2014 Leuven, Belgium, October 30 – November 1, 2014 Proceedings. Blockeel, H., van Leeuwen, M. & Vinciotti, V. (eds.). Cham Switzerland : Springer, p. 203-214 12 p. (Lecture Notes in Computer Science; vol. 8819).

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

12 Citations (Scopus)

Interesting pattern mining in multi-relational data

Spyropoulou, E., De Bie, T. & Boley, M., May 2014, In : Data Mining and Knowledge Discovery. 28, 3, p. 808-849 42 p.

Research output: Contribution to journalArticleResearchpeer-review

27 Citations (Scopus)

Providing concise database covers instantly by recursive tile sampling

Moens, S., Boley, M. & Goethals, B., 2014, Discovery Science: 17th International Conference, DS 2014 Bled, Slovenia, October 8-10, 2014 Proceedings. Džeroski, S., Panov, P., Kocev, D. & Todorovski, L. (eds.). Cham Switzerland: Springer, p. 216-227 12 p. (Lecture Notes in Computer Science ; vol. 8777).

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

1 Citation (Scopus)
2013

Communication-efficient distributed online prediction using dynamic model synchronizations

Boley, M., Kamp, M., Keren, D., Schuster, A. & Sharfman, I., 2013, 1st International Workshop on Big Dynamic Distributed Data, BD3 2013. Denmark: Rheinisch-Westfaelische Technische Hochschule Aachen, Vol. 1018. p. 13-18 6 p. (CEUR Workshop Proceedings).

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

1 Citation (Scopus)

Mining interesting patterns in multi-relational data with N-ary relationships

Spyropoulou, E., De Bie, T. & Boley, M., 2013, Discovery Science - 16th International Conference, DS 2013 Singapore, October 6-9, 2013 Proceedings. Fürnkranz, J., Hüllermeier, E. & Higuchi, T. (eds.). Berlin Germany: Springer, p. 217-232 16 p. (Lecture Notes in Computer Science; vol. 8140 ).

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

9 Citations (Scopus)

One click mining-: interactive local pattern discovery through implicit preference and performance learning

Boley, M., Mampaey, M., Kang, B., Tokmakov, P. & Wrobel, S., 2013, Proceedings of the ACM SIGKDD 2013 Full-day Workshop on Interactive Data Exploration and Analytics: IDEA 2013, Chicago, Illinois, USA Aug 11, 2013. Chau, D. H. P., Vreeken, J., van Leeuwen, M. & Faloutsos, C. (eds.). New York NY USA: Association for Computing Machinery (ACM), p. 27-35 9 p. (Proceedings of the ACM SIGKDD 2013 Workshop on Interactive Data Exploration and Analytics, IDEA 2013).

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

35 Citations (Scopus)

Privacy-preserving mobility monitoring using sketches of stationary sensor readings

Kamp, M., Kopp, C., Mock, M., Boley, M. & May, M., 2013, Machine Learning and Knowledge Discovery in Databases : European Conference, ECML PKDD 2013 Prague, Czech Republic, September 23-27, 2013 Proceedings, Part III. Blockeel, H., Kersting, K., Nijssen, S. & Železný, F. (eds.). Berlin Germany: Springer, p. 370-386 17 p. (Lecture Notes in Computer Science; vol. 8190 ).

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

2 Citations (Scopus)
2012

Linear space direct pattern sampling using coupling from the past

Boley, M., Moens, S. & Gärtner, T., 2012, KDD'12 - Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining. Piscataway NJ USA: Association for Computing Machinery (ACM), p. 69-77 9 p.

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

20 Citations (Scopus)
2011

Direct local pattern sampling by efficient two-step random procedures

Boley, M., Lucchese, C., Paurat, D. & Gärtner, T., 2011, 17th ACM SIGKDD International conference on knowledge discovery and data mining. p. 582-590

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

Direct pattern sampling with respect to pattern frequency

Boley, M., Lucchese, C., Paurat, D. & Gärtner, T., 2011, LWA 2011 : Technical Report of the Symposium "Lernen, Wissen, Adaptivitat - Learning, Knowledge, and Adaptivity 2011" of the GI Special Interest Groups KDML, IR and WM 2011. Germany: Fakultät für Informatik, p. 114-121 8 p.

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

2010

Formal concept sampling for counting and threshold-free local pattern mining

Boley, M., Gärtner, T. & Grosskreutz, H., 1 Dec 2010, Proceedings of the 10th SIAM International Conference on Data Mining, SDM 2010. p. 177-188 12 p.

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

26 Citations (Scopus)

Listing closed sets of strongly accessible set systems with applications to data mining

Boley, M., Horváth, T., Poigné, A. & Wrobel, S., 2010, In : Theoretical Computer Science. 411, 3, p. 691-700

Research output: Contribution to journalArticleResearchpeer-review

Subgroup discovery for election analysis: A case study in descriptive data mining

Grosskreutz, H., Boley, M. & Krause-Traudes, M., 2010, Discovery Science - 13th International Conference, DS 2010, Proceedings. Springer, p. 57-71 15 p. (Lecture Notes in Computer Science; vol. 6332 ).

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

14 Citations (Scopus)
2009

Approximating the number of frequent sets in dense data

Boley, M. & Grosskreutz, H., 2009, In : Knowledge and Information Systems. 21, 1, p. 65-89

Research output: Contribution to journalArticleResearchpeer-review

Efficient discovery of interesting patterns based on strong closedness

Boley, M., Horváth, T. & Wrobel, S., 2009, Society for Industrial and Applied Mathematics - 9th SIAM International Conference on Data Mining 2009, Proceedings in Applied Mathematics 133. John Wiley & Sons, Vol. 2. p. 997-1008 12 p.

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

3 Citations (Scopus)

Non-redundant subgroup discovery using a closure system

Boley, M. & Grosskreutz, H., 2009, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2009 Bled, Slovenia, September 7-11, 2009 Proceedings, Part I. Buntine, W., Grobelnik, M., Mladeni´, D. & Shawe-Taylor, J. (eds.). Berlin Germany: Springer, p. 179-194 16 p. (Lecture Notes in Computer Science; vol. 5781 ).

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

Open Access
20 Citations (Scopus)

On the complexity of constraint-based theory extraction

Boley, M. & Gärtner, T., 2009, Discovery Science - 12th International Conference, DS 2009, Proceedings. Springer, p. 92-106 15 p. (Lecture Notes in Computer Science ; vol. 5808).

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

2 Citations (Scopus)

Probabilistic structured predictors

Vembu, S., Gärtner, T. & Boley, M., 2009, Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, UAI 2009. AUAI Press, p. 557-564 8 p.

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

4 Citations (Scopus)
2008

A randomized approach for approximating the number of frequent sets

Boley, M. & Grosskreutz, H., 2008, Proceedings - 8th IEEE International Conference on Data Mining, ICDM 2008. IEEE, Institute of Electrical and Electronics Engineers, p. 43-52 10 p. 4781099

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

14 Citations (Scopus)
2007

Efficient closed pattern mining in strongly accessible set systems (extended abstract)

Boley, M., Horváth, T., Poigné, A. & Wrobel, S., 2007, Knowledge Discovery in Database: PKDD 2007 - 11th European Conference on Principles and Practice of Knowledge Discovery in Databases, Proceedings. Cham Switzerland : Springer, p. 382-389 8 p. (Lecture Notes in Computer Science ; vol. 4702 ).

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

5 Citations (Scopus)

On approximating minimum infrequent and maximum frequent sets

Boley, M., 2007, Discovery Science - 10th International Conference, DS 2007, Proceedings. Springer, p. 68-77 10 p. (Lecture Notes in Computer Science ; vol. 4755 ).

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

3 Citations (Scopus)