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Research Output

2020

A comparison of characteristics and outcomes of patients admitted to the ICU with asthma in Australia and New Zealand and United states

Abdelkarim, H., Durie, M., Bellomo, R., Bergmeir, C., Badawi, O., El-Khawas, K. & Pilcher, D., 2 Apr 2020, In : Journal of Asthma. 57, 4, p. 398-404 7 p.

Research output: Contribution to journalArticleResearchpeer-review

1 Citation (Scopus)

Forecasting across time series databases using recurrent neural networks on groups of similar series: a clustering approach

Bandara, K., Bergmeir, C. & Smyl, S., Feb 2020, In : Expert Systems with Applications. 140, 16 p., 112896.

Research output: Contribution to journalArticleResearchpeer-review

7 Citations (Scopus)

LoRMIkA: Local Rule-based Model interpretability with k-optimal associations

Rajapaksha, D., Bergmeir, C. & Buntine, W., Nov 2020, In : Information Sciences. 540, p. 221-241 21 p.

Research output: Contribution to journalArticleResearchpeer-review

2019

Closing the gap in surveillance and audit of invasive mold diseases for antifungal stewardship using machine learning

Baggio, D., Peel, T., Peleg, A. Y., Avery, S., Prayaga, M., Foo, M., Haffari, R., Liu, M., Bergmeir, C. & Ananda-Rajah, M., 5 Sep 2019, In : Journal of Clinical Medicine. 8, 9, 13 p., 1390.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Sales demand forecast in E-commerce using a long short-term memory neural network methodology

Bandara, K., Shi, P., Bergmeir, C., Hewamalage, H., Tran, Q. & Seaman, B., 2019, Neural Information Processing : 26th International Conference, ICONIP 2019 Sydney, NSW, Australia, December 12–15, 2019 Proceedings, Part III. Gedeon, T., Wong, K. W. & Lee, M. (eds.). Cham Switzerland: Springer, p. 462-474 13 p. (Lecture Notes in Computer Science ; vol. 11955).

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

1 Citation (Scopus)
2018

A forecasting methodology for workload forecasting in cloud systems

Baldan, F. J., Ramirez-Gallego, S., Bergmeir, C., Herrera, F. & Benitez-Sanchez, J. M., 1 Dec 2018, In : IEEE Transactions on Cloud Computing. 6, 4, p. 929-941 13 p.

Research output: Contribution to journalArticleResearchpeer-review

6 Citations (Scopus)

A note on the validity of cross-validation for evaluating autoregressive time series prediction

Bergmeir, C., Hyndman, R. J. & Koo, B., 1 Apr 2018, In : Computational Statistics and Data Analysis. 120, p. 70-83 14 p.

Research output: Contribution to journalArticleResearchpeer-review

68 Citations (Scopus)

Characterising risk of in-hospital mortality following cardiac arrest using machine learning: A retrospective international registry study

Nanayakkara, S., Fogarty, S., Tremeer, M., Ross, K., Richards, B., Bergmeir, C., Xu, S., Stub, D., Smith, K., Tacey, M., Liew, D., Pilcher, D. & Kaye, D. M., 1 Nov 2018, In : PLoS Medicine. 15, 11, 16 p., e1002709.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
10 Citations (Scopus)

Exploring the sources of uncertainty: Why does bagging for time series forecasting work?

Petropoulos, F., Hyndman, R. J. & Bergmeir, C., 2018, In : European Journal of Operational Research. 268, 2 , p. 545-554 10 p.

Research output: Contribution to journalArticleResearchpeer-review

18 Citations (Scopus)

Multiobjective Optimization for Railway Maintenance Plans

Peralta, D., Bergmeir, C., Krone, M., Galende, M., Menéndez, M., Sainz-Palmero, G. I., Martinez Bertrand, C., Klawonn, F. & Benitez, J. M., 1 May 2018, In : Journal of Computing in Civil Engineering. 32, 3, p. 1-11 11 p., 04018014.

Research output: Contribution to journalArticleResearchpeer-review

7 Citations (Scopus)

Self-labeling techniques for semi-supervised time series classification: an empirical study

González, M., Bergmeir, C., Triguero, I., Rodríguez, Y. & Benítez, J. M., May 2018, In : Knowledge and Information Systems. 55, 2, p. 493-528 36 p.

Research output: Contribution to journalArticleResearchpeer-review

5 Citations (Scopus)
2017

Designing a more efficient, effective and safe Medical Emergency Team (MET) service using data analysis

Bergmeir, C., Bilgrami, I., Bain, C., Webb, G. I., Orosz, J. & Pilcher, D., 1 Dec 2017, In : PLoS ONE. 12, 12, 13 p., e0188688.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
6 Citations (Scopus)

Modelling risk-adjusted variation in length of stay among Australian and New Zealand ICUs

Straney, L. D., Udy, A. A., Burrell, A., Bergmeir, C., Huckson, S. D., Cooper, D. J. & Pilcher, D. V., 1 May 2017, In : PLoS ONE. 12, 5, 12 p., e0176570.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
5 Citations (Scopus)
2016

Bagging exponential smoothing methods using STL decomposition and Box-Cox transformation

Bergmeir, C., Hyndman, R. J. & Benitez, J. M., 2016, In : International Journal of Forecasting. 32, 2, p. 303 - 312 10 p.

Research output: Contribution to journalArticleResearchpeer-review

46 Citations (Scopus)

Memetic algorithms with local search chains in R: The Rmalschains package

Bergmeir, C., Molina, D. & Benítez, J. M., 1 Dec 2016, In : Journal of Statistical Software. 75, 4, p. 1-33 33 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
7 Citations (Scopus)

On the stopping criteria for k-nearest neighbor in positive unlabeled time series classification problems

Gonzalez, M., Bergmeir, C., Triguero, I., Rodriguez, Y. & Benitez, J. M., 2016, In : Information Sciences. 328, p. 42 - 59 18 p.

Research output: Contribution to journalArticleResearchpeer-review

20 Citations (Scopus)
2015

frbs: fuzzy rule-based systems for classication and regression in R

Riza, L. S., Bergmeir, C., Herrera, F. & Benitez, J. M., May 2015, In : Journal of Statistical Software. 65, 6, p. 1-30 30 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
76 Citations (Scopus)
2014

Implementing algorithms of rough set theory and fuzzy rough set theory in the R package "roughSets"

Riza, L. S., Janusz, A., Bergmeir, C., Cornelis, C., Herrera, F., Ślȩzak, D. & Benítez, J. M., 10 Dec 2014, In : Information Sciences. 287, p. 68-89 22 p.

Research output: Contribution to journalArticleResearchpeer-review

94 Citations (Scopus)

Learning from data using the R package "frbs"

Riza, L. S., Bergmeir, C., Herrera, F. & Benítez, J. M., 2014, Proceedings of the 2014 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE): July 6 – 11, 2014, Beijing, China. P. Filev, D. (ed.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 2149-2155 7 p. 6891650

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

20 Citations (Scopus)

On the usefulness of cross-validation for directional forecast evaluation

Bergmeir, C., Costantini, M. & Benítez, J. M., 2014, In : Computational Statistics and Data Analysis. 76, p. 132-143 12 p.

Research output: Contribution to journalArticleResearchpeer-review

16 Citations (Scopus)
2013

Actigraph GT3X: Validation and determination of physical activity intensity cut points

Santos-Lozano, A., Santín-Medeiros, F., Cardon, G., Torres-Luque, G., Bailón, R., Bergmeir, C., Ruiz, J. R., Lucia, A. & Garatachea, N., 2013, In : International Journal of Sports Medicine. 34, 11, p. 975-982 8 p.

Research output: Contribution to journalArticleResearchpeer-review

150 Citations (Scopus)

A study on the use of machine learning methods for incidence prediction in high-speed train tracks

Bergmeir, C., Sáinz, G., Martínez Bertrand, C. & Benítez, J. M., 2013, Recent Trends in Applied Artificial Intelligence - 26th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2013, Proceedings. Springer-Verlag London Ltd., Vol. 7906 LNAI. p. 674-683 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7906 LNAI).

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

5 Citations (Scopus)
2012

Neural networks in R using the Stuttgart neural network simulator: RSNNS

Bergmeir, C. & Benítez, J. M., Jan 2012, In : Journal of Statistical Software. 46, 7

Research output: Contribution to journalArticleResearchpeer-review

Open Access
115 Citations (Scopus)

On the use of cross-validation for time series predictor evaluation

Bergmeir, C. & Benítez, J. M., 15 May 2012, In : Information Sciences. 191, p. 192-213 22 p.

Research output: Contribution to journalArticleResearchpeer-review

145 Citations (Scopus)

Optimization of neuro-coefficient smooth transition autoregressive models using differential evolution

Bergmeir, C., Triguero, I., Velasco, F. & Benítez, J. M., 2012, Hybrid Artificial Intelligent Systems - 7th International Conference, HAIS 2012, Proceedings. PART 1 ed. Springer-Verlag London Ltd., Vol. 7208 LNAI. p. 464-473 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7208 LNAI, no. PART 1).

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

Segmentation of cervical cell nuclei in high-resolution microscopic images: A new algorithm and a web-based software framework

Bergmeir, C., García Silvente, M. & Benítez, J. M., Sep 2012, In : Computer Methods and Programs in Biomedicine. 107, 3, p. 497-512 16 p.

Research output: Contribution to journalArticleResearchpeer-review

93 Citations (Scopus)

Time series modeling and forecasting using memetic algorithms for regime-switching models

Bergmeir, C., Triguero, I., Molina, D., Aznarte, J. L. & Benitez, J. M., 2012, In : IEEE Transactions on Neural Networks and Learning Systems. 23, 11, p. 1841-1847 7 p., 6323088.

Research output: Contribution to journalArticleResearchpeer-review

11 Citations (Scopus)
2011

Forecaster performance evaluation with cross-validation and variants

Bergmeir, C. & Benítez, J. M., 2011, Proceedings of the 2011 11th International Conference on Intelligent Systems Design and Applications, ISDA'11. IEEE, Institute of Electrical and Electronics Engineers, p. 849-854 6 p. 6121763

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

4 Citations (Scopus)
2010

Segmentation of cervical cell images using mean-shift filtering and morphological operators

Bergmeir, C., García Silvente, M., Esquivias López-Cuervo, J. & Benítez, J. M., 2010, Medical Imaging 2010: Image Processing. PART 1 ed. Vol. 7623. 76234C

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

12 Citations (Scopus)
2009

Comparing calibration approaches for 3D ultrasound probes

Bergmeir, C., Seitel, M., Frank, C., De Simone, R., Meinzer, H. P. & Wolf, I., Mar 2009, In : International Journal of Computer Assisted Radiology and Surgery. 4, 2, p. 203-213 11 p.

Research output: Contribution to journalArticleResearchpeer-review

17 Citations (Scopus)

Klassifikation von Standardebenen in der 2D-Echokardiographie mittels 2D-3D-Bildregistrierung

Translated title of the contribution: Classification of standard levels in 2D echocardiography using 2D-3D image registrationBergmeir, C. & Subramanian, N., 2009, Bildverarbeitung fur die Medizin 2009: Algorithmen - Systeme - Anwendungen, BVM 2009 - Proceedings des Workshops. p. 222-226 5 p.

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

Operator guidance in 2D echocardiography via 3D model to image registration

Bergmeira, C. & Subramaniana, N., 2009, Medical Imaging 2009: Ultrasonic Imaging and Signal Processing. Vol. 7265. 726518

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

1 Citation (Scopus)
2008

Entwicklung und Evaluation einer Kalibrierungsmethode für 3D-Ultraschall

Translated title of the contribution: Development and evaluation of a calibration method for 3D ultrasoundBergmeir, C., Seitel, M., Frank, C., De Simone, R., Meinzer, H. P. & Wolf, I., 1 Dec 2008, Bildverarbeitung fur die Medizin 2008: Algorithmen - Systeme - Anwendungen, BVM 2008 - Proceedings des Workshops. p. 237-241 5 p.

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