Photo of Manfred Jaeger
  • Selma Lagerløfs Vej 300, 1-2-36

    9220 Aalborg Ø

    Denmark

  • Selma Lagerlöfs Vej 300, Cassiopeia

    9220 Aalborg

    Denmark

20032018
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Research Output 2003 2018

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Article in proceeding
2018

Inference, Learning, and Population Size: Projectivity for SRL Models

Jaeger, M. & Schulte, O., 2018, Eighth International Workshop on Statistical Relational AI: Accepted Papers. Statistical Relational AI (StarAI), 8 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Open Access
population size
learning
prediction
1 Citation (Scopus)

NetSlicer: Automated and Traffic-Pattern Based Application Clustering in Datacenters

Schiff, L., Ziv, O., Jaeger, M. & Schmid, S., 7 Aug 2018, Big-DAMA 2018 - Proceedings of the 2018 Workshop on Big Data Analytics and Machine Learning for Data Communication Networks, Part of SIGCOMM 2018. Association for Computing Machinery, p. 21-26 6 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Industry
Virtual machine
2017
1 Citation (Scopus)

A Network Architecture for Multi-Multi-Instance Learning

Tibo, A., Frasconi, P. & Jaeger, M., 2017, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18–22, 2017, Proceedings, Part I. Springer, p. 737-752 16 p. (Lecture Notes in Computer Science . Sublibrary: Lecture Notes in Artificial Intelligence, Vol. 10534).

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

2016
6 Citations (Scopus)

Learning-Based Cleansing for Indoor RFID Data

Baba, A. I., Jaeger, M., Lu, H., Pedersen, T. B., Ku, W-S. & Xie, X., 2016, ACM SIGMOD Conference. Association for Computing Machinery, p. 925-936 12 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

2014
2 Citations (Scopus)

Community Detection for Multiplex Social Networks Based on Relational Bayesian Networks

Jiang, J. & Jaeger, M., 2014, Foundations of Intelligent Systems: 21st International Symposium, ISMIS 2014, Roskilde, Denmark, June 25-27, 2014. Proceedings. Andreasen, T., Christiansen, H., Cubero, J-C. & Raś, Z. W. (eds.). Springer Publishing Company, Vol. 8502. p. 30-39 (Lecture Notes in Computer Science).

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Bayesian networks
Specifications
4 Citations (Scopus)

Continuity Properties of Distances for Markov Processes

Jaeger, M., Mao, H., Larsen, K. G. & Mardare, R. I., 2014, Quantitative Evaluation of Systems: 11th International Conference, QEST 2014, Florence, Italy, September 8-10, 2014. Proceedings. Norman, G. & Sanders, W. (eds.). Springer, Vol. 8657. p. 297-312 (Lecture Notes in Computer Science).

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Distance Function
Markov Process
Kullback-Leibler Distance
Trace
Metric

Multiple Segmentation of Image Stacks

Smets, J. & Jaeger, M., 2014, ICPRAM 2014 - International Conference on Pattern Recognition Applications and Methods. SCITEPRESS Digital Library, p. 5-13

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Convolution
Image segmentation
Pixels
2013

Identifiability of Model Properties in Over-Parameterized Model Classes

Jaeger, 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: Springer Publishing Company, p. 112-127 16 p. (Lecture Notes in Computer Science, Vol. 8190).

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Identifiability
Learnability
Query
Probabilistic Model
Value Function
2012
2 Citations (Scopus)

Learning and Model-checking Networks of I/O Automata

Mao, H. & Jaeger, M., 2012, Proceeding of the 4th Asian Conference on Machine Learning (ACML 2012). Hoi, S. C. H. & Buntine, W. (eds.). p. 285-300 (JMLR Workshop and Conference Proceedings, Vol. 25).

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Model checking
10 Citations (Scopus)
286 Downloads (Pure)

Learning Markov models for stationary system behaviors

Chen, Y., Mao, H., Jaeger, M., Nielsen, T. D., Larsen, K. G. & Nielsen, B., 2012, NASA Formal Methods: 4th International Symposium, NFM 2012, Norfolk, VA, USA, April 3-5, 2012. Proceedings. Goodloe, A. E. & Person, S. (eds.). Springer, p. 216-230 15 p. (Lecture Notes in Computer Science, Vol. 7226).

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

File
Embedded systems
Markov processes
Learning systems
Hardware
Experiments
2011
27 Citations (Scopus)
671 Downloads (Pure)

Learning Probabilistic Automata for Model Checking

Mao, H., Chen, Y., Jaeger, M., Nielsen, T. D., Larsen, K. G. & Nielsen, B., 2011, 8th International Conference on Quantitative Evaluation of Systems (QEST). IEEE, p. 111-120 10 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

File
2009

Relational Information Gain

Lippi, M., Jaeger, M., Frasconi, P. & Passerini, A., 2009, Online Proceedings of 19th International Conference on Inductive Logic Programming. Raedt, L. D. (ed.). 6 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

2008
5 Citations (Scopus)

Feature Discovery with Type Extension Trees

Frasconi, P., Jaeger, M. & Passerini, A., 2008, Proceedings of the 18th international conference on Inductive Logic Programming. Springer, p. 122-139 (Lecture Notes in Computer Science; No. 5194).

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Learning Type Extension Trees for Metal Bonding State Prediction

Frasconi, P., Jaeger, M. & Passerini, A., 2008, StReBio Workshop online proceedings. 4 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearch

Proteins
Metals

Probabilistic-Logic Models: Reasoning and Learning with Relational Structures

Jaeger, M., 2008, Tenth Scandinavian Conference on Artificial Intelligence: SCAI 2008. IOS Press, p. 197-200 4 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

2007

Comparative Evaluation of PL Languages and Systems: A Work-in-Progress Report

Jaeger, M., Lidman, P. & Mateo, J. L., 2007, Proceedings of Mining and Learning with Graphs. 4 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

18 Citations (Scopus)

Parameter Learning for Relational Bayesian Networks

Jaeger, M., 2007, Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007). Association for Computing Machinery, p. 369-376 8 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

2006
6 Citations (Scopus)
264 Downloads (Pure)

An Empirical Study of Efficiency and Accuracy of Probabilistic Graphical Models

Nielsen, J. D. & Jaeger, M., 2006, Proceedings of the Third European Workshop on Probabilistic Graphical Models. p. 215-222 8 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

File

Expressivity analysis for PL-languages

Jaeger, M., Kersting, K. & De Raedt, L., 2006, Online Proceedings of the Workshop on Statistical Relational Learning (SRL-06). 2 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

13 Citations (Scopus)

On testing the missing at random assumption

Jaeger, M., 2006, Machine Learning: ECML 2006: 17th European Conference on Machine Learning. Berlin, Germany, September 2006. Proceedings. p. 671-678 8 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Statistics
Testing

The AI&M procedure for learning from incomplete data

Jaeger, M., 2006, Proceedings of the 22nd Conference on Uncertainty in Artificial Intelligence (UAI-06). Association for Uncertainty in Artificial Intelligence, p. 225-232 8 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Bayesian networks

Type extension trees: a unified framework for relational feature construction

Jaeger, M., 2006, Proceedings of the International Workshop on Mining and Learning with Graphs: in conjunction with ECML/PKDD 2006. p. 49-60 12 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Data mining
2004
178 Downloads (Pure)

Compiling Relational Bayesian Networks for Exact Inference

Jaeger, M., Chavira, M. & Darwiche, A., 2004, Proceedings of the Second European Workshop on Probabilistic Graphical Models. (Editor), P. L. (ed.).

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearch

Open Access
File
Bayesian networks
Differentiating circuits
Networks (circuits)
258 Downloads (Pure)

Learning Probabilistic Decision Graphs

Jaeger, M., Dalgaard, J. & Silander, T., 2004, Proceedings of the Second European Workshop on Probabilistic Graphical Models. Lucas, P. (ed.).

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearch

Open Access
File
Bayesian networks
Computational efficiency
Binary decision diagrams
Probability distributions
Experiments

Probabilistic Role Models and the Guarded Fragment

Jaeger, M., 2004, Proceedings of the Tenth International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems. Editrice Universita La Sapienza, p. 235-242 8 p.

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearch

Semantics
Sampling
Statistical Models
2003
1 Citation (Scopus)

A Representation Theorem and Applications

Jaeger, M., 2003, Proceedings of the Seventh European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU): Lecture Notes in Artificial Intelligence. 2711 ed. IEEE Computer Society Press, p. 50-61

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearch

10 Citations (Scopus)

Probabilistic Classifiers and the Concepts they Recognize

Jaeger, M., 2003, Proceedings of the 20th International Conference on Machine Learning (ICML-2003). T. Fawcett, T. : Mishra, N. (eds.) (ed.). AAAI Press, p. 266-273

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearch