Photo of Thomas Dyhre Nielsen
  • Selma Lagerløfs Vej 300, 1-2-34

    9220 Aalborg Ø

    Denmark

  • Selma Lagerlöfs Vej 300, Cassiopeia

    9220 Aalborg

    Denmark

19972019
If you made any changes in Pure these will be visible here soon.

Research Output 1999 2019

2009
58 Citations (Scopus)
1018 Downloads (Pure)

Inference in hybrid Bayesian networks

Lanseth, H., Nielsen, T. D., Rumí, R. & Salmerón, A., 2009, In : Reliability Engineering & System Safety. 94, 10, p. 1499–1509

Research output: Contribution to journalJournal articleResearchpeer-review

File
Bayesian networks
Large scale systems
Engines
7 Citations (Scopus)
431 Downloads (Pure)

Latent Classification Models for Binary Data

Langseth, H. & Nielsen, T. D., 2009, In : Pattern Recognition. 42, 11, p. 2724-2736

Research output: Contribution to journalJournal articleResearchpeer-review

File
Classifiers
Bayesian networks
13 Citations (Scopus)
259 Downloads (Pure)

Maximum Likelihood Learning of Conditional MTE Distributions

Langseth, H., Nielsen, T. D., Rumí, R. & Salmerón, A., 2009, In : Lecture Notes in Computer Science. 5590, p. 240-251

Research output: Contribution to journalConference article in JournalResearchpeer-review

File
Truncated Distributions
Exponential distribution
Maximum likelihood
Maximum Likelihood
Conditional Density
2008
26 Citations (Scopus)
217 Downloads (Pure)

Adapting Bayes Network Structures to Non-stationary Domains

Nielsen, S. H. & Nielsen, T. D., 2008, In : International Journal of Approximate Reasoning. 49, 2, p. 379-397

Research output: Contribution to journalJournal articleResearchpeer-review

File
Bayesian networks
Bayes
Network Structure
Bayesian Networks
Sampling
5 Citations (Scopus)
336 Downloads (Pure)

An anytime algorithm for evaluating unconstrained influence diagrams

Luque, M., Nielsen, T. D. & Jensen, F. V., 2008, Proceedings of the Fourth European Workshop on Probabilistic Graphical Models. Jaeger, M. & Nielsen, T. D. (eds.). p. 177-184 8 p.

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

Open Access
File
3 Citations (Scopus)
87 Downloads (Pure)

Parameter estimation in mixtures of truncated exponentials

Langseth, H., Nielsen, T. D., Rumí, R. & Salmerón, A., 2008, Proceedings of the Fourth European Workshop on Probabilistic Graphical Models. Jaeger, M. & Nielsen, T. D. (eds.). p. 169-176 8 p.

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

Open Access
File
2 Citations (Scopus)
152 Downloads (Pure)

Robust classification using mixtures of dependency networks

Gámez, J. A., Mateo, J. L., Nielsen, T. D. & Puerta, J. M., 2008, Proceedings of the Fourth European Workshop on Probabilistic Graphical Models. p. 129-136 8 p.

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

Open Access
File
Bayesian networks
2007
188 Downloads (Pure)

Adapting Bayes Network Structures to Non-stationary Domains: Technical report

Nielsen, S. H. & Nielsen, T. D., 2007, Aalborg: Aalborg Universitetsforlag. 45 p.

Research output: Book/ReportReportResearch

Open Access
File

Bayesian Networks and Decision Diagrams

Jensen, F. V. & Nielsen, T. D., 2007, 2. ed. New York: IEEE Computer Society Press. 463 p. (Information Science and Statistics).

Research output: Book/ReportBookResearch

3 Citations (Scopus)
225 Downloads (Pure)

Multi-currency Influence Diagrams

Nielsen, S. H., Nielsen, T. D. & Jensen, F. V., 2007, Advances in Probabilistic Graphical Models. Lucas, P., Gamez, J. & Salmeron, A. (eds.). Springer, Vol. 213. p. 275-294 (Studies in Fuzziness and Soft Computing, Vol. 213).

Research output: Contribution to book/anthology/report/conference proceedingBook chapterResearch

File
4 Citations (Scopus)
270 Downloads (Pure)

On-line Alert Systems for Production Plants: A Conflict Based Approach

Nielsen, T. D. & Jensen, F. V., 2007, In : International Journal of Approximate Reasoning. 45, 2, p. 255-270

Research output: Contribution to journalJournal articleResearchpeer-review

File
Online systems
Fault
Fault detection
Fault Detection
Methodology
2006

A COTS Framework for Sensor Fusion Using Dynamic Bayesian Networks in Livestock Production

Hansen, J. A., Nielsen, T. D. & Schiøler, H., 2006, Computer Applications in Industry and Engineering (CAINE-2006), 19th Int'l. Conference. Philip, T. (ed.). Denmark., p. 41-48 7 p.

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

6 Citations (Scopus)

Adapting Bayes Network Structures to Non-stationary Domains

Nielsen, S. H. & Nielsen, T. D., 2006, Proceedings of the Third European Workshop on Probabilistic Graphical Models. p. 223-230 8 p.

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

Bayesian networks
Sampling
49 Citations (Scopus)
680 Downloads (Pure)

Classification using Hierarchical Naive Bayes models

Langseth, H. & Dyhre Nielsen, T., 2006, In : Machine Learning. 63, 2, p. 135-159

Research output: Contribution to journalJournal articleResearchpeer-review

File
Classifiers
Learning systems
17 Citations (Scopus)
762 Downloads (Pure)

Dynamic decision making without expected utility: an operational approach

Nielsen, T. D. & Jaffray, J-Y., 2006, In : European Journal of Operational Research. 169, 1, p. 226-246

Research output: Contribution to journalJournal articleResearchpeer-review

File
Expected Utility
Decision trees
Utility Theory
Decision making
Decision Making

Monitoring Indoor Temperature and Humidity for Pig Stables

Hansen, J. A., Nielsen, T. D. & Schiøler, H., 2006.

Research output: Contribution to conference without publisher/journalPosterResearch

Sensor Fusion using Dynamic Bayesian Networks in Livestock Production Buildings

Hansen, J. A., Nielsen, T. D. & Schiøler, H., 2006, Int. Conf. on Computational Intelligence for Modelling Control and Automation, CIMCA'06. Mohammadian, M. (ed.). IEEE Computer Society Press, 7 p.

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

17 Citations (Scopus)
213 Downloads (Pure)

Sequential influence diagrams: a unified asymmetry framework

Jensen, F. V., Nielsen, T. D. & Shenoy, P. P., 2006, In : International Journal of Approximate Reasoning. 42, 1-2, p. 101-118

Research output: Contribution to journalJournal articleResearchpeer-review

File
Influence Diagrams
Asymmetry
Framework
2005
5 Citations (Scopus)
488 Downloads (Pure)

Alert Systems for production Plants: A Methodology Based on Conflict Analysis

Nielsen, T. D. & Jensen, F. V., 2005, Proceedings of the Eighth European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty. IEEE Computer Society Press, p. 76-87 (Lecture Notes in Computer Science; No. 3571).

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

Open Access
File
Fault detection
Power plants
Coal
Oils

International Journal of Approximate Reasoning: Selected papers from ECSQARU 2003

Nielsen, T. D. (ed.) & Zhang, N. L. (ed.), 2005, 3 ed.

Research output: Book/ReportAnthologyResearch

13 Citations (Scopus)

Latent classification models

Langseth, H. & Nielsen, T. D., 2005, In : Machine Learning. 59, 3, p. 237-265

Research output: Contribution to journalJournal articleResearchpeer-review

Classifiers
2004

Advances in Decision Graphs

Nielsen, T. D. & Jensen, F. V., 2004, Advances in Bayesian Networks. Gaméz, J.A : Moral, S. : Salmerón, A. (eds.) (ed.). London: IEEE Computer Society Press, p. 137-159 (Studies in Fuzziness and Soft Computing; No. 146).

Research output: Contribution to book/anthology/report/conference proceedingBook chapterResearch

31 Citations (Scopus)

Fusion of Domain Knowledge with Data for Structural Learning in Object Oriented Domains

Langseth, H. & Nielsen, T. D., 2004, In : Journal of Machine Learning Research. 4, 3, p. 339-368

Research output: Contribution to journalJournal articleResearchpeer-review

25 Citations (Scopus)

Latent variable discovery in classification models

Zhang, N. L., Nielsen, T. D. & Jensen, F. V., 2004, In : Artificial Intelligence in Medicine. 30, 3, p. 283-299

Research output: Contribution to journalJournal articleResearchpeer-review

23 Citations (Scopus)

Learning a decision maker's utility function from (possibly) inconsistent behavior

Nielsen, T. D. & Jensen, F. V., 2004, In : Artificial Intelligence. 160, 1-2, p. 53-78 25 p.

Research output: Contribution to journalJournal articleResearchpeer-review

decision maker
learning
decision model
Computer science
learning method
209 Downloads (Pure)

Multi-currency Influence Diagrams

Nielsen, S. H., Nielsen, T. D. & Jensen, F. V., 2004, Proceedings of the Second European Workshop on Probabilistic Graphical Models. Lucas, P. (ed.). p. 153-160 8 p.

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

Open Access
File
Influence Diagrams
Currency
Decision problem
Optimal Strategy
Inaccurate
171 Downloads (Pure)

Sequential influence diagrams: a unified asymmetry framework

Jensen, F. V., Nielsen, T. D. & Shenoy, P., 2004, Proceedings of the second European Workshop on Probabilistic Graphical Models.

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

Open Access
File
2003

Proceedings of the Seventh European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ESCQARU)

Nielsen, T. D. . . & Zhang, N. . ., 2003, Berlin-Heidelberg: IEEE Computer Society Press. (Lecture Notes In Artificial Intelligence; No. 2711).

Research output: Book/ReportBookResearch

Representing and Solving Asymmetric Decision Problems

Nielsen, T. D. & Jensen, F. V., 2003, In : International Journal of Information Technology and Decision Making. 2, 2, p. 217-263

Research output: Contribution to journalJournal articleResearchpeer-review

20 Citations (Scopus)

Sensitivity analysis for influence diagrams

Nielsen, T. D. & Jensen, F. V., 2003, In : IEEE Transactions of Cybernetics, Man and Machines. 33, 2, p. 223-234

Research output: Contribution to journalJournal articleResearchpeer-review

20 Citations (Scopus)

Sensitivity analysis in influence diagrams

Nielsen, T. D. & Jensen, F. V., 2003, In : IEEE Transactions on Systems Man and Cybernetics - Part A - Systems and Humans. 33, 2, p. 223-234

Research output: Contribution to journalJournal articleResearchpeer-review

2002

Classification using Hierarchical Naive Bayes models

Langseth, H. & Nielsen, T. D., 2002, Aalborg: Aalborg Universitetsforlag. (Technical Report / Department of Computer Science; No. TR-02-004).

Research output: Book/ReportBookResearch

3 Citations (Scopus)

Decomposition of influence diagrams

Nielsen, T. D., 2002, In : Journal of Applied Non-Classical Logics. 12, 2, p. 135-150

Research output: Contribution to journalJournal articleResearchpeer-review

2001

An Operational Approach to Rational Decision making based on Rank Dependent Utility

Nielsen, T. D. & Jaffray, J-Y., 2001, Aalborg: Aalborg Universitetsforlag. (Research Report : Department of Computer Science, The Faculty of Engineering and Science, Aalborg University; No. R-01-5001).

Research output: Book/ReportBookResearch

Cutting Influence Diagrams Down to the Core

Nielsen, T. D. & Jensen, F. V., 2001, Seventh Scandinavian Conference on Artificial Intelligence : SCAI'01: Frontiers in Artificial Intelligence and Applications. Lund, H. H. : Mayoh, B. : Perram, J. (eds.) (ed.). Vol. 66 ed. IOS Press, p. 159-160

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

6 Citations (Scopus)

Decomposition of Influence Diagrams

Nielsen, T. D., 2001, Symbolic and Quantitative Approaches to Reasoning with Uncertainty : 6th European Conference, ECSQARU 2001 Toulouse, France, September 19 - 21, 2001 : Proceedings: Lecture Notes in Artificial Intelligence , subseries of Lecture Notes in Computer Science. Benferhat, S. : Besnard, P. (eds.) (ed.). 2143 ed. IEEE Computer Society Press, p. 144-155

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

Graphical Models for Partially Sequential Decision problems

Nielsen, T. D., 2001, Aalborg: Department of Computer Science, Aalborg University. (Publication : Department of Computer Science, The Faculty of Engineering and Science, Aalborg University; No. 18).

Research output: Book/ReportPh.D. thesisResearch

Structural Learning in Object Oriented Domains

Bangsø, O., Langseth, H. & Nielsen, T. D., 2001, Proceedings of the Fourteenth International Florida Artificial Intelligence Research Society Conference (FLAIRS), Key West. p. 340-344

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

Well-Defined Decision Scenarios

Nielsen, T. D. & Jensen, F. V., 2001, Aalborg: Aalborg Universitetsforlag. (Research Report : Department of Computer Science, The Faculty of Engineering and Science, Aalborg University; No. R-01-5002).

Research output: Book/ReportBookResearch

2000

Representing and Solving Asymmetric Bayesian Decision Problems

Nielsen, T. D. & Jensen, F. V., 2000, Proceedings of the Sixteenth Conference on Uncertainty in Artificial Intelligence. Boutilier, C. : Goldszmidt, M. (eds.) (ed.). Morgan Kaufmann, p. 416-425

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

Using ROBDDs for Inference in Bayesian Networks with Troubleshooting as an Example

Nielsen, T. D., Wuillemin, P-H., Jensen, F. V. & Kjærulff, U. B., 2000, Proceedings of the Sixteenth Conference on Uncertainty in Artificial Intelligence: UAI '00. Boutilier, C. : Goldszmidt, M. (eds.) (ed.). Morgan Kaufmann, p. 426-435

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

1999

Representing and Solving Asymmetric Bayesian Decision Problems

Nielsen, T. D. & Jensen, F. V., 1999, Aalborg : Aalborg University: Department of Computer Science, Aalborg University. (R : Department of Computer Science, Aalborg University; No. R99-5010).

Research output: Book/ReportBookResearch

Well-Defined Decision Scenarios

Nielsen, T. D. & Jensen, F. V., 1999, Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence. Laskey, K. B. : Prade, H. (eds.) (ed.). Morgan Kaufmann, p. 502-511

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