dr. Jakub Tomczak

dr.

20092019
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Research Output 2009 2019

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Conference contribution
2018

Attention-based deep multiple instance learning

Ilse, M., Tomczak, J. M. & Welling, M., 1 Jan 2018, 35th International Conference on Machine Learning, ICML 2018. Dy, J. & Krause, A. (eds.). International Machine Learning Society (IMLS), p. 3376-3391 16 p. (35th International Conference on Machine Learning, ICML 2018; vol. 5).

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

Labels
Neural networks
Supervised learning
Agglomeration

Hyperspherical variational auto-encoders

Davidson, T. R., Falorsi, L., De Cao, N., Kipf, T. & Tomczak, J. M., 1 Jan 2018, 34th Conference on Uncertainty in Artificial Intelligence 2018, UAI 2018. Silva, R., Globerson, A. & Globerson, A. (eds.). Association For Uncertainty in Artificial Intelligence (AUAI), p. 856-865 10 p. (34th Conference on Uncertainty in Artificial Intelligence 2018, UAI 2018; vol. 2).

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

Gaussian distribution
Parameterization
Learning systems
Experiments

Sylvester normalizing flows for variational inference

Van Den Berg, R., Hasenclever, L., Tomczak, J. M. & Welling, M., 1 Jan 2018, 34th Conference on Uncertainty in Artificial Intelligence 2018, UAI 2018. Globerson, A., Globerson, A. & Silva, R. (eds.). Association For Uncertainty in Artificial Intelligence (AUAI), p. 393-402 10 p. (34th Conference on Uncertainty in Artificial Intelligence 2018, UAI 2018; vol. 1).

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

2017

Domain adaptation for image analysis: An unsupervised approach using Boltzmann machines trained by perturbation

Zaręba, S., Kocot, M. & Tomczak, J. M., 1 Jan 2017, Advances in Systems Science - Proceedings of the International Conference on Systems Science 2016, ICSS 2016. Swiatek, J. & Tomczak, J. M. (eds.). Springer Verlag, p. 14-22 9 p. (Advances in Intelligent Systems and Computing; vol. 539).

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

Character recognition
Image analysis

Gaussian process regression with categorical inputs for predicting the blood glucose level

Tomczak, J. M., 1 Jan 2017, Advances in Systems Science - Proceedings of the International Conference on Systems Science 2016, ICSS 2016. Swiatek, J. & Tomczak, J. M. (eds.). Springer Verlag, p. 98-108 11 p. (Advances in Intelligent Systems and Computing; vol. 539).

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

Glucose
Blood
Insulin
Medical problems
Experiments
2016

Self-paced learning for imbalanced data

Zięba, M., Tomczak, J. M. & Świątek, J., 1 Jan 2016, Intelligent Information and Database Systems - 8th Asian Conference, ACIIDS 2016, Proceedings. Nguyen, N. T., Trawinski, B., Hong, T-P. & Fujita, H. (eds.). Springer Verlag, p. 564-573 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9621).

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

Neural networks
Paradigm
Costs
Learning Strategies
Learning Process
2015

Accelerated learning for Restricted Boltzmann Machine with momentum term

Zareba, S., Gonczarek, A., Tomczak, J. M. & Światek, J., 1 Jan 2015, Progress in Systems Engineering - Proceedings of the 23rd International Conference on Systems Engineering. Springer Verlag, p. 187-192 6 p. (Advances in Intelligent Systems and Computing; vol. 1089).

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

Momentum
Approximation algorithms

RBM-SMOTE: Restricted boltzmann machines for synthetic minority oversampling technique

Zięba, M., Tomczak, J. M. & Gonczarek, A., 1 Jan 2015, Intelligent Information and Database Systems - 7th Asian Conference, ACIIDS 2015, Proceedings. Nguyen, N. T., Kosala, R., Nguyen, N. T. & Trawiński, B. (eds.). Springer Verlag, p. 377-386 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9011).

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

Boltzmann Machine
Oversampling
Credit Scoring
Labels
Processing

Selecting right questions with Restricted Boltzmann Machines

Zieba, M., Tomczak, J. M. & Brzostowski, K., 1 Jan 2015, Progress in Systems Engineering - Proceedings of the 23rd International Conference on Systems Engineering. Springer Verlag, p. 227-232 6 p. (Advances in Intelligent Systems and Computing; vol. 1089).

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

Random processes
Information retrieval
Internet
Industry

Sparse hidden units activation in Restricted Boltzmann Machine

Tomczak, J. M. & Gonczarek, A., 1 Jan 2015, Progress in Systems Engineering - Proceedings of the 23rd International Conference on Systems Engineering. Springer Verlag, p. 181-185 5 p. (Advances in Intelligent Systems and Computing; vol. 1089).

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

Chemical activation
Image classification
Learning systems
Deep learning
2014

Associative learning using ising-like model

Tomczak, J. M., 1 Jan 2014, Advances in Systems Science - Proceedings of the International Conference on Systems Science, ICSS 2013. Świątek, J., Grzech, A., Świątek, P., Tomczak, J. M. & Świątek, J. (eds.). Springer Verlag, p. 295-304 10 p. (Advances in Intelligent Systems and Computing; vol. 240).

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

Ising model
Testing
Experiments

Manifold regularized particle filter for articulated human motion tracking

Gonczarek, A. & Tomczak, J. M., 1 Jan 2014, Advances in Systems Science - Proceedings of the International Conference on Systems Science, ICSS 2013. Świątek, J., Grzech, A., Świątek, P., Tomczak, J. M. & Świątek, J. (eds.). Springer Verlag, p. 283-293 11 p. (Advances in Intelligent Systems and Computing; vol. 240).

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

2013

On-line Bayesian context change detection in Web service systems

Tomczak, J. M. & Ziȩba, M., 10 Jul 2013, HotTopiCS 2013 - Proceedings of the 2013 International Workshop on Hot Topics in Cloud Services. p. 3-10 8 p. (HotTopiCS 2013 - Proceedings of the 2013 International Workshop on Hot Topics in Cloud Services).

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

Web services
Computational complexity
Detectors
Computer networks
Resource allocation
2012

A probabilistic approach to structural change prediction in evolving social networks

Juszczyszyn, K., Gonczarek, A., Tomczak, J. M., Musial, K. & Budka, M., 1 Dec 2012, Proceedings of the 2012 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2012. p. 996-1001 6 p. 6425629. (Proceedings of the 2012 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2012).

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

Complex networks
Structural analysis
Markov processes
Servers
Topology

Development of service composition by applying ICT service mapping

Tomczak, J. M., Cieślińska, K. & Pleszkun, M., 23 Jul 2012, Computer Networks - 19th International Conference, CN 2012, Proceedings. p. 45-54 10 p. (Communications in Computer and Information Science; vol. 291 CCIS).

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

Service Composition
Chemical analysis
Decision tables
Data transfer
Telecommunication

On-line change detection for resource allocation in service-oriented systems

Tomczak, J. M., 2 Jul 2012, Technological Innovation for Value Creation - Third IFIP WG 5.5/SOCOLNET Doctoral Conference on Computing, Electrical and Industrial Systems, DoCEIS 2012, Proceedings. p. 51-58 8 p. (IFIP Advances in Information and Communication Technology; vol. 372 AICT).

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

Resource allocation
Probability distributions
Change detection
Service-oriented
Distance measure
2011

Context change detection for resource allocation in service-oriented systems

Rygielski, P. & Tomczak, J. M., 29 Sep 2011, Knowledge-Based and Intelligent Information and Engineering Systems - 15th International Conference, KES 2011, Proceedings. PART 2 ed. p. 591-600 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6882 LNAI, no. PART 2).

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

Change Detection
Service-oriented
Resource Allocation
Probability distributions
Resource allocation

Personalisation in service-oriented systems using markov chain model and Bayesian inference

Tomczak, J. M. & Świa̧tek, J., 8 Mar 2011, Technological Innovation for Sustainability - Second IFIP WG 5.5/SOCOLNET Doctoral Conference on Computing, Electrical and Industrial Systems, DoCEIS 2011, Proceedings. p. 91-98 8 p. (IFIP Advances in Information and Communication Technology; vol. 349 AICT).

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

Open Access
Markov processes
Probability distributions
Learning algorithms
Distribution functions
Students
2010

Student courses recommendation using ant colony optimization

Sobecki, J. & Tomczak, J. M., 17 Sep 2010, Intelligent Information and Database Systems - Second International Conference, ACIIDS, Proceedings. PART 2 ed. p. 124-133 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5991 LNAI, no. PART 2).

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

Ant colony optimization
Recommendations
Students
Recommender Systems
Recommender systems