Research Output 1977 2020

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2020

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

2019

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., 31 Jan 2019, (Accepted/In press) In : Journal of Asthma. 7 p.

Research output: Contribution to journalArticleResearchpeer-review

Adaptive online extreme learning machine by regulating forgetting factor by concept drift map

Yu, H. & Webb, G. I., 28 May 2019, In : Neurocomputing. p. 141-153 13 p.

Research output: Contribution to journalArticleResearchpeer-review

Adaptive Semi-supervised Feature Selection for cross-modal retrieval

Yu, E., Sun, J., Li, J., Chang, X., Han, X-H. & Hauptmann, A. G., May 2019, In : IEEE Transactions on Multimedia. 21, 5, p. 1276-1288 13 p.

Research output: Contribution to journalArticleResearchpeer-review

Analyzing tumor heterogeneity by incorporating long-range mutational influences and multiple sample data into heterogeneity factorial Hidden Markov model

Rahman, M. S. & Haffari, G., 5 Sep 2019, In : Journal of Computational Biology. 26, 9, p. 985-1002 18 p.

Research output: Contribution to journalArticleResearchpeer-review

An efficient RANSAC hypothesis evaluation using sufficient statistics for RGB-D pose estimation

Senthooran, I., Murshed, M., Barca, J. C., Kamruzzaman, J. & Chung, H., Jun 2019, In : Autonomous Robots. 43, 5, p. 1257-1270 14 p.

Research output: Contribution to journalArticleResearchpeer-review

A network-based analytic approach to uncovering the relationship between social and cognitive presences in communities of inquiry

Rolim, V., Ferreira, R., Lins, R. D. & Gašević, D., Jul 2019, In : Internet and Higher Education. 42, p. 53-65 13 p.

Research output: Contribution to journalArticleResearchpeer-review

An improved method for scheduling aircraft ground handling operations from a global perspective

Padrón, S. & Guimarans, D., 2019, In : Asia-Pacific Journal of Operational Research. 36, 4, 25 p., 1950020.

Research output: Contribution to journalArticleResearchpeer-review

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A polynomial-time algorithm for simple undirected graph isomorphism

He, J., Chen, J., Huang, G., Cao, J., Zhang, Z., Zheng, H., Zhang, P., Zarei, R., Sansoto, F., Wang, R., Ji, Y., Fan, W., Xie, Z., Wang, X., Guo, M., Chi, C. H., de Souza, P. A., Zhang, J., Li, Y., Chen, X. & 4 others, Shi, Y., Green, D., Kersi, T. & Van Zundert, A., 16 Aug 2019, (Accepted/In press) In : Concurrency and Computation-Practice & Experience. 24 p., e5484.

Research output: Contribution to journalArticleResearchpeer-review

A systematic review of empirical studies on learning analytics dashboards: a self-regulated learning perspective

Matcha, W., Uzir, N. A., Gašević, D. & Pardo, A., 14 May 2019, (Accepted/In press) In : IEEE Transactions on Learning Technologies. 20 p.

Research output: Contribution to journalArticleResearchpeer-review

Binary functions, degeneracy, and alternating dimaps

Farr, G. E., 22 Feb 2019, In : Discrete Mathematics. 342, 5, p. 1510-1519 10 p.

Research output: Contribution to journalArticleResearchpeer-review

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

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Collective identity changes in far-right online communities: the role of offline intergroup conflict

Bliuc, A-M., Betts, J., Vergani, M., Iqbal, M. & Dunn, K., 3 Mar 2019, (Accepted/In press) In : New Media and Society. 17 p.

Research output: Contribution to journalArticleResearchpeer-review

Colour evolution within orchids depends on whether the pollinator is a bee or a fly

Shrestha, M., Burd, M., Garcia, J. E., Dorin, A. & Dyer, A. G., 2019, In : Plant Biology. 21, 4, p. 745-752 8 p.

Research output: Contribution to journalArticleResearchpeer-review

Comprehensive analysis of discussion forum participation: from speech acts to discussion dynamics and course outcomes

Joksimovic, S., Jovanovic, J., Kovanović, V., Gašević, D., Milikić, N., Zouaq, A. & Van Staalduinen, J. P., 14 May 2019, In : IEEE Transactions on Learning Technologies. 14 p.

Research output: Contribution to journalArticleResearchpeer-review

Computational analysis and prediction of lysine malonylation sites by exploiting informative features in an integrative machine-learning framework

Zhang, Y., Xie, R., Wang, J., Leier, A., Marquez-Lago, T. T., Akutsu, T., Webb, G. I., Chou, K-C. & Song, J., 2019, (Accepted/In press) In : Briefings in Bioinformatics. 15 p., bby079.

Research output: Contribution to journalArticleResearchpeer-review

Coordinated transit signal priority model considering stochastic bus arrival time

Truong, L. T., Currie, G., Wallace, M., De Gruyter, C. & An, K., Apr 2019, In : IEEE Transactions on Intelligent Transportation Systems. 20, 4, p. 1269-1277 9 p.

Research output: Contribution to journalArticleResearchpeer-review

Development of a simple numerical model for trabecular bone structures

Peña-Solórzano, C. A., Albrecht, D. W., Paganin, D. M., Harris, P. C., Hall, C. J., Bassed, R. B. & Dimmock, M. R., 2019, In : Medical Physics. 11 p., 1766.

Research output: Contribution to journalArticleResearchpeer-review

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Discrete multi-graph clustering

Luo, M., Yan, C., Zheng, Q., Chang, X., Chen, L. & Nie, F., Sep 2019, In : IEEE Transactions on Image Processing. 28, 9, p. 4701-4712 12 p., 8703424.

Research output: Contribution to journalArticleResearchpeer-review

Evolution of coordinated punishment to enforce cooperation from an unbiased strategy space

García, J. & Traulsen, A., 3 Jul 2019, In : Journal of the Royal Society Interface. 16, 156, 20190127.

Research output: Contribution to journalArticleResearchpeer-review

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Exploiting combination effect for unsupervised feature selection by ϑ2,0 norm

Du, X., Nie, F., Wang, W., Yang, Y. & Zhou, X., Jan 2019, In : IEEE Transactions on Neural Networks and Learning Systems. 30, 1, p. 201-214 14 p.

Research output: Contribution to journalArticleResearchpeer-review

Fluorescent pan traps affect the capture rate of insect orders in different ways

Shrestha, M., Garcia, J. E., Chua, J. H. J., Howard, S. R., Tscheulin, T., Dorin, A., Nielsen, A. & Dyer, A. G., 1 Feb 2019, In : Insects. 10, 2, 12 p., 40.

Research output: Contribution to journalArticleResearchpeer-review

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GoGP: scalable geometric-based Gaussian process for online regression

Le, T., Nguyen, K., Nguyen, V., Nguyen, T. D. & Phung, D., 20 Jul 2019, In : Knowledge and Information Systems. p. 197-226 30 p.

Research output: Contribution to journalArticleResearchpeer-review

Guest editorial: Image/video understanding and analysis

Chang, X., Liang, X., Yan, Y. & Nie, L., 3 Jul 2019, (Accepted/In press) In : Pattern Recognition Letters. 3 p.

Research output: Contribution to journalArticleOtherpeer-review

Identify topic relations in scientific literature using topic modeling

Chen, H., Wang, X., Pan, S. & Xiong, F., 9 Apr 2019, (Accepted/In press) In : IEEE Transactions on Engineering Management. 13 p.

Research output: Contribution to journalArticleResearchpeer-review

Infrastructure construction without information exchange: the trail clearing mechanism in Atta leafcutter ants

Bochynek, T., Burd, M., Kleineidam, C. & Meyer, B., 23 Jan 2019, In : Proceedings of the Royal Society B: Biological Sciences. 286, 1895, 9 p., 20182539.

Research output: Contribution to journalArticleResearchpeer-review

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Leveraging external information in topic modelling

Zhao, H., Du, L., Buntine, W. & Liu, G., 2019, (Accepted/In press) In : Knowledge and Information Systems. p. 1-33 33 p.

Research output: Contribution to journalArticleResearchpeer-review

MMalfM: explainable recommendation by leveraging reviews and images

Cheng, Z., Chang, X., Zhu, L., Kanjirathinkal, R. C. & Kankanhalli, M., Mar 2019, In : ACM Transactions on Information Systems. 37, 2, 28 p., 16.

Research output: Contribution to journalArticleResearchpeer-review

Polygenic Risk Scores for Prediction of Breast Cancer and Breast Cancer Subtypes

Mavaddat, N., Michailidou, K., Dennis, J., Lush, M., Fachal, L., Lee, A., Tyrer, J. P., Chen, T. H., Wang, Q., Bolla, M. K., Yang, X., Adank, M. A., Ahearn, T., Aittomäki, K., Allen, J., Andrulis, I. L., Anton-Culver, H., Antonenkova, N. N., Arndt, V., Aronson, K. J. & 233 others, Auer, P. L., Auvinen, P., Barrdahl, M., Beane Freeman, L. E., Beckmann, M. W., Behrens, S., Benitez, J., Bermisheva, M., Bernstein, L., Blomqvist, C., Bogdanova, N. V., Bojesen, S. E., Bonanni, B., Børresen-Dale, A. L., Brauch, H., Bremer, M., Brenner, H., Brentnall, A., Brock, I. W., NBCS Collaborators, ABCTB Investigators, kConFab/AOCS Investigators, Brooks-Wilson, A., Brucker, S. Y., Brüning, T., Burwinkel, B., Campa, D., Carter, B. D., Castelao, J. E., Chanock, S. J., Chlebowski, R., Christiansen, H., Clarke, C. L., Collée, J. M., Cordina-Duverger, E., Cornelissen, S., Couch, F. J., Cox, A., Cross, S. S., Czene, K., Daly, M. B., Devilee, P., Dörk, T., dos-Santos-Silva, I., Dumont, M., Durcan, L., Dwek, M., Eccles, D. M., Ekici, A. B., Eliassen, A. H., Ellberg, C., Engel, C., Eriksson, M., Evans, D. G., Fasching, P. A., Figueroa, J., Fletcher, O., Flyger, H., Försti, A., Fritschi, L., Gabrielson, M., Gago-Dominguez, M., Gapstur, S. M., García-Sáenz, J. A., Gaudet, M. M., Georgoulias, V., Giles, G. G., Gilyazova, I. R., Glendon, G., Goldberg, M. S., Goldgar, D. E., González-Neira, A., Grenaker Alnæs, G. I., Grip, M., Gronwald, J., Grundy, A., Guénel, P., Haeberle, L., Hahnen, E., Haiman, C. A., Håkansson, N., Hamann, U., Hankinson, S. E., Harkness, E. F., Hart, S. N., He, W., Hein, A., Heyworth, J., Hillemanns, P., Hollestelle, A., Hooning, M. J., Hoover, R. N., Hopper, J. L., Howell, A., Huang, G., Humphreys, K., Hunter, D. J., Jakimovska, M., Jakubowska, A., Janni, W., John, E. M., Johnson, N., Jones, M. E., Jukkola-Vuorinen, A., Jung, A., Kaaks, R., Kaczmarek, K., Kataja, V., Keeman, R., Kerin, M. J., Khusnutdinova, E., Kiiski, J. I., Knight, J. A., Ko, Y. D., Kosma, V. M., Koutros, S., Kristensen, V. N., Krüger, U., Kühl, T., Lambrechts, D., Le Marchand, L., Lee, E., Lejbkowicz, F., Lilyquist, J., Lindblom, A., Lindström, S., Lissowska, J., Lo, W. Y., Loibl, S., Long, J., Lubiński, J., Lux, M. P., MacInnis, R. J., Maishman, T., Makalic, E., Maleva Kostovska, I., Mannermaa, A., Manoukian, S., Margolin, S., Martens, J. W. M., Martinez, M. E., Mavroudis, D., McLean, C., Meindl, A., Menon, U., Middha, P., Miller, N., Moreno, F., Mulligan, A. M., Mulot, C., Muñoz-Garzon, V. M., Neuhausen, S. L., Nevanlinna, H., Neven, P., Newman, W. G., Nielsen, S. F., Nordestgaard, B. G., Norman, A., Offit, K., Olson, J. E., Olsson, H., Orr, N., Pankratz, V. S., Park-Simon, T. W., Perez, J. I. A., Pérez-Barrios, C., Peterlongo, P., Peto, J., Pinchev, M., Plaseska-Karanfilska, D., Polley, E. C., Prentice, R., Presneau, N., Prokofyeva, D., Purrington, K., Pylkäs, K., Rack, B., Radice, P., Rau-Murthy, R., Rennert, G., Rennert, H. S., Rhenius, V., Robson, M., Romero, A., Ruddy, K. J., Ruebner, M., Saloustros, E., Sandler, D. P., Sawyer, E. J., Schmidt, D. F., Schmutzler, R. K., Schneeweiss, A., Schoemaker, M. J., Schumacher, F., Schürmann, P., Schwentner, L., Scott, C., Scott, R. J., Seynaeve, C., Shah, M., Sherman, M. E., Shrubsole, M. J., Shu, X. O., Slager, S., Smeets, A., Sohn, C., Soucy, P., Southey, M. C., Spinelli, J. J., Stegmaier, C., Stone, J., Swerdlow, A. J., Tamimi, R. M., Tapper, W. J., Taylor, J. A., Terry, M. B., Thöne, K., Tollenaar, R. A. E. M., Tomlinson, I., Truong, T., Tzardi, M., Ulmer, H. U., Untch, M., Vachon, C. M., van Veen, E. M., Vijai, J., Weinberg, C. R., Wendt, C., Whittemore, A. S., Wildiers, H., Willett, W., Winqvist, R. & Milne, R. L., 3 Jan 2019, In : American Journal of Human Genetics. 104, 1, p. 21-34 14 p.

Research output: Contribution to journalArticleResearchpeer-review

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Proximity Forest: an effective and scalable distance-based classifier for time series

Lucas, B., Shifaz, A., Pelletier, C., O’Neill, L., Zaidi, N., Goethals, B., Petitjean, F. & Webb, G. I., May 2019, In : Data Mining and Knowledge Discovery. 33, 3, p. 607-635 29 p.

Research output: Contribution to journalArticleResearchpeer-review

Representation-based classification methods with enhanced linear reconstruction measures for face recognition

Gou, J., Song, J., Ou, W., Zeng, S., Yuan, Y. & Du, L., Oct 2019, In : Computers and Electrical Engineering. 79, 15 p., 106451.

Research output: Contribution to journalArticleResearchpeer-review

Representation of news related to culturally diverse population in Australian media

Rodrigues, U. M., Niemann, M. & Paradies, Y., 2019, (Accepted/In press) In : Journalism. 19 p.

Research output: Contribution to journalArticleResearchpeer-review

Round-trip training approach for bilingually low-resource statistical machine translation systems

Ahmadnia, B., Haffari, G. & Serrano, J., 2019, In : International Journal of Artificial Intelligence. 17, 1, p. 167-185 19 p.

Research output: Contribution to journalArticleResearchpeer-review

Scheduled sampling for one-shot learning via matching network

Zhang, L., Liu, J., Luo, M., Chang, X., Zheng, Q. & Hauptmann, A. G., Dec 2019, In : Pattern Recognition. 96, 11 p., 106962.

Research output: Contribution to journalArticleResearchpeer-review

Short certicates for chromatic equivalence

Bukovac, Z. E., Farr, G. & Morgan, K. J-A., 2019, In : Journal of Graph Algorithms and Applications. 23, 2, p. 227-269 43 p.

Research output: Contribution to journalArticleResearchpeer-review

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Simulating exploration versus exploitation in agent foraging under different environment uncertainties

Chmait, N., Dowe, D. L., Green, D. G. & Li, Y. F., 2019, In : Behavioral and Brain Sciences. 42, p. 18-20 3 p., e39.

Research output: Contribution to journalArticleOtherpeer-review

Soil texture estimation using radar and optical data from Sentinel-1 and Sentinel-2

Bousbih, S., Zribi, M., Pelletier, C., Gorrab, A., Lili-Chabaane, Z., Baghdadi, N., Aissa, N. B. & Mougenot, B., 27 Jun 2019, In : Remote Sensing. 11, 13, 20 p., 1520.

Research output: Contribution to journalArticleResearchpeer-review

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Statistical compression of protein sequences and inference of marginal probability landscapes over competing alignments using finite state models and Dirichlet priors

Sumanaweera, D., Allison, L. & Konagurthu, A., 5 Jul 2019, In : Bioinformatics. 35, 14, p. i360-i369 10 p., btz368.

Research output: Contribution to journalArticleResearchpeer-review

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Temporal Convolutional Neural Network for the classification of satellite image time series

Pelletier, C., Webb, G. I. & Petitjean, F., 4 Mar 2019, In : Remote Sensing. 11, 5, 25 p., 523.

Research output: Contribution to journalArticleResearchpeer-review

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Time series feature learning with labeled and unlabeled data

Wang, H., Zhang, Q., Wu, J., Pan, S. & Chen, Y., May 2019, In : Pattern Recognition. 89, p. 55-66 12 p.

Research output: Contribution to journalArticleResearchpeer-review

Traumatic spinal cord injury in Victoria, 2007–2016

Beck, B., Cameron, P. A., Braaf, S., Nunn, A., Fitzgerald, M. C., Judson, R. T., Teague, W. J., Lennox, A., Middleton, J. W., Harrison, J. E. & Gabbe, B. J., 1 May 2019, In : Medical Journal of Australia. 210, 8, p. 360-366 7 p.

Research output: Contribution to journalArticleResearchpeer-review

Using Go in teaching the theory of computation

Farr, G. E., Mar 2019, In : SIGACT News. 50, 1, p. 65-78 14 p.

Research output: Contribution to journalArticleResearch

Verbal probabilities: very likely to be somewhat more confusing than numbers

Wintle, B. C., Fraser, H., Wills, B. C., Nicholson, A. E. & Fidler, F., 17 Apr 2019, In : PLoS ONE. 14, 4, 18 p., e0213522.

Research output: Contribution to journalArticleResearchpeer-review

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Wombit: a portfolio bit-vector solver using word-level propagation

Wang, W., Søndergaard, H. & Stuckey, P. J., 2019, (Accepted/In press) In : Journal of Automated Reasoning. 40 p.

Research output: Contribution to journalArticleResearchpeer-review

Zero-shot event detection via event-adaptive concept relevance mining

Li, Z., Yao, L., Chang, X., Zhan, K., Sun, J. & Zhang, H., Apr 2019, In : Pattern Recognition. 88, p. 595-603 9 p.

Research output: Contribution to journalArticleResearchpeer-review

2018

A convolutional neural network-based model for knowledge base completion and its application to search personalization

Nguyen, D. Q., Nguyen, D. Q., Nguyen, T. D. & Phung, D., 2018, In : Semantic Web. 14 p.

Research output: Contribution to journalArticleResearchpeer-review

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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

An iterative approach to precondition inference using constrained Horn clauses

Kafle, B., Gallagher, J. P., Gange, G., Schachte, P., Sondergaard, H. & Stuckey, P. J., Jul 2018, In : Theory and Practice of Logic Programming. 18, 3-4, p. 553-570 18 p.

Research output: Contribution to journalArticleResearchpeer-review

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A survey on anomaly detection in evolving data [with application to forest fire risk prediction]

Salehi, M. & Rashidi, L., Jun 2018, In : SIGKDD Explorations. 20, 1, p. 13-23 11 p.

Research output: Contribution to journalArticleResearch

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