Selected publications

Article

Bratieres, Sebastien, Quadrianto, Novi and Ghahramani, Zoubin (2015) GPstruct: Bayesian structured prediction using Gaussian processes. IEEE Transactions on Pattern Analysis and Machine Intelligence, 37 (7). pp. 1514-1520. ISSN 0162-8828

Quadrianto, Novi and Ghahramani, Zoubin (2015) A very simple safe-Bayesian random forest. IEEE Transactions on Pattern Analysis and Machine Intelligence, 37 (6). pp. 1297-1303. ISSN 0162-8828

Quadrianto, Novi, Smola, Alex J, Song, Le and Tuytelaars, Tinne (2010) Kernelized sorting. IEEE Transactions on Pattern Analysis and Machine Intelligence, 32 (10). pp. 1809-1821. ISSN 0162-8828

Malcolm, W P, Quadrianto, Novi and Aggoun, Lakhdar (2010) State estimation schemes for independent component coupled hidden Markov models. Stochastic Analysis and Applications, 28 (3). pp. 430-446. ISSN 0736-2994

Quadrianto, Novi, Smola, Alex J, Caetano, Tiberio S and Le, Quoc V (2009) Estimating labels from label proportions. Journal of Machine Learning Research, 10. pp. 2349-2374. ISSN 1532-4435

Book Section

Sharmanska, Viktoriia and Quadrianto, Novi (2017) In the era of deep convolutional features: are attributes still useful privileged data? In: Feris, Rogerio Schmidt, Lampert, Christoph and Parikh, Devi (eds.) Visual Attributes. Advances in computer vision and pattern recognition . Springer International Publishing, Cham, Switzerland, pp. 31-48. ISBN 9783319500751

Sharmanska, Viktoriia and Quadrianto, Novi (2017) Learning using privileged information. In: Sammut, Claude and Webb, Geoffrey I (eds.) Encyclopedia of machine learning and data mining. Springer US, pp. 734-737. ISBN 9781489976857

Quadrianto, Novi and Lampert, Christoph H (2013) Kernel-based learning. In: Encyclopedia of systems biology. Springer New York, New York, pp. 1114-1117. ISBN 9781441998620

Quadrianto, Novi, Kersting, Kristian and Xu, Zhao (2010) Gaussian process. In: Encyclopedia of machine learning. Springer, New York; London, pp. 428-439. ISBN 9780387307688

Quadrianto, Novi and Buntine, Wray L (2010) Linear discriminant. In: Encyclopedia of Machine Learning. Springer, New York; London, pp. 601-603. ISBN 9780387307688

Quadrianto, Novi and Buntine, Wray L (2010) Linear regression. In: Encyclopedia of machine learning. Springer, pp. 603-606. ISBN 9780387307688

Quadrianto, Novi and Buntine, Wray L (2010) Regression. In: Encyclopedia of machine learning. Springer, New York; London, pp. 838-842. ISBN 9780387307688

Conference Proceedings

Quadrianto, Novi and Sharmanska, Viktoriia (2017) Recycling privileged learning and distribution matching for fairness. 30th Annual Conference on Neural Information Processing Systems, Long Beach, California, US, 4-9 December 2017. Published in: Advances in Neural Information Processing Systems 30 (NIPS 2017). Neural Information Processing Systems Foundation (Accepted)

Ni, Xiuyan, Quadrianto, Novi, Wang, Yusu and Chen, Chao (2017) Composing tree graphical models with persistent homology features for clustering mixed-type data. International Conference on Machine Learning (ICML), Sydney, Australia, 6 August 2017 - 11 August 2017. Published in: Proceedings of the 34th International Conference on Machine Learning. 70 2622-2631. PMLR ISSN 1938-7228

Galliani, Pietro, Dezfouli, Amir, Bonilla, Edwin and Quadrianto, Novi (2017) Gray-box inference for structured Gaussian process models. Published in: Singh, Aarti and Zhu, Jerry, (eds.) Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS); Fort Lauderdale, Florida, USA; 20-22 April 2017. 54 353-361. JMLR ISSN 1938-7228

Sharmanska, Viktoriia, Hernández-Lobato, Daniel, Hernández-Lobato, Jose Miguel and Quadrianto, Novi (2016) Ambiguity helps: classification with disagreements in crowdsourced annotations. Published in: Proceedings 29th IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016); Las Vegas, Nevada; 26 June - 1 July 2016. 2194-2202. Institute of Electrical and Electronics Engineers ISSN 1063-6919 ISBN 9781467388504

Sharmanska, Viktoriia and Quadrianto, Novi (2016) Learning from the mistakes of others: matching errors in cross dataset learning. Published in: Proceedings 29th IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016); Las Vegas, Nevada; 26 June - 1 July 2016. 3967-3975. Institute of Electrical and Electronics Engineers ISSN 1063-6919 ISBN 9781467388504

Taylor, Joseph G, Sharmanska, Viktoriia, Kersting, Kristian, Weir, David and Quadrianto, Novi (2016) Learning using Unselected Features (LUFe). Published in: Kambhampati, Subbarao, (ed.) Proceedings of the 25th International Joint Conference on Artificial Intelligence; New York; 9–15 July 2016. 2060-2066. AAAI Press / International Joint Conferences on Artificial Intelligence ISBN 9781577357711

Chen, Chao and Quadrianto, Novi (2016) Clustering high dimensional categorical data via topographical features. Published in: Balcan, Maria Florina and Weinberger, Kilian Q, (eds.) Proceedings of the 33rd International Conference on Machine Learning; New York; 19 - 24 June 2016. 48 2732-2740. JMLR ISSN 1938-7288

Sharmanska, Viktoriia, Quadrianto, Novi and Lampert, Christoph H (2014) Learning to rank using privileged information. Published in: Proceedings of the 2013 IEEE International Conference on Computer Vision (ICCV); Sydney, Australia; 1 - 8 December 2013. 825-832. Institute of Electrical and Electronics Engineers ISSN 1550-5499 ISBN 9781479928392

Hernández-lobato, Daniel, Sharmanska, Viktoriia, Kersting, Kristian, Lampert, Christoph H and Quadrianto, Novi (2014) Mind the nuisance: Gaussian process classification using privileged noise. Published in: Proceedings of Advances in Neural Information Processing Systems 27 (NIPS 2014); Palais des Congrès de Montréal, Montréal Canada; 8 - 13 December 2014. 837-845. Neural Information Processing Systems Foundation

Bratieres, Sebastien, Quadrianto, Novi, Nowozin, Sebastian and Ghahramani, Zoubin (2014) Scalable Gaussian process structured prediction for grid factor graph applications. International Conference on Machine Learning (ICML), Beijing. Published in: Proceedings of the 32nd International Conference on Machine Learning; Beijing, China; 21 - 26 June 2014. 32 (2) 334-342. JMLR ISSN 1938-7228

Tommasi, Tatiana, Quadrianto, Novi, Caputo, Barbara and Lampert, Christoph H (2013) Beyond dataset bias: multi-task unaligned shared knowledge transfer. 11th Asian conference on computer vision (ACCV), Daejeon, Korea, 5-9 November, 2012. Published in: Lee, Kyoung Mu, Matsushita, Yasuyuki, Rehg, James M and Hu, Zhanyi, (eds.) Proceedings of Computer vision - ACCV 2012: 11th Asian Conference on Computer Vision; Daejeon, Korea; 5-9 November 2012. (7724) 1-15. Springer Verlag, Berlin; New York. ISSN 0302-9743 ISBN 9783642373305

Quadrianto, Novi, Sharmanska, Viktoriia, Knowles, David A and Ghahramani, Zoubin (2013) The supervised IBP: neighbourhood preserving infinite latent feature models. Published in: Nicholson, Ann and Smyth, Padhraic, (eds.) Proceedings of the 29th Conference on Uncertainty in Artificial Intelligence; Washington, United States; 12-14 July 2013. 527-536. Association for Uncertainty in Artificial Intelligence ISBN 9780974903996

Sharmanska, Viktoriia, Quadrianto, Novi and Lampert, Christoph H (2012) Augmented attributes representations. Published in: Proceedings of Computer vision - ECCV 2012: 12th European Conference on Computer Vision; Florence, Italy; 7-13 October 2012. 242-255. Springer Verlag ISBN 9783642337147

Quadrianto, Novi, Chen, Chao and Lampert, Christoph H (2012) The most persistent soft-clique in a set of sampled graphs. Published in: Langford, John and Pineau, Joelle, (eds.) Proceedings of the 29th International Conference on Machine Learning; Edinburgh, Scotland; 27 June - 3 July 2012. 583-590. Omnipress ISBN 9781450312851

Quadrianto, Novi and Lampert, Christoph (2011) Learning multi-view neighborhood preserving projections. Published in: Getoor, Lise and Scheffer, Tobias, (eds.) Proceedings of the 28 th International Conference on Machine Learning; Washington, USA; 28 June - 2 July 2011. 425-432. Association for Computing Machinery, New York. ISBN 9781450306195

Quadrianto, Novi, Smola, Alexander, Caetano, Tiberio, Vishwanathan, S V N and Petterson, James (2011) Multitask learning without label correspondences. Published in: Lafferty, John, Williams, Chris, Shawe-Taylor, John, Zemel, Richard and Culotta, Aron, (eds.) Proceedings of the Advances in Neural Information Processing Systems 23; Vancouver, British Columbia, Canada; 6-9 December 2010. 1 (23) 1957-1965. Neural Information Processing Systems Foundation, Red Hook, NY. ISBN 9781617823800

Leung, Gilbert, Quadrianto, Novi, Smola, Alexander and Tsioutsiouliklis, Kostas (2011) Optimal web-scale tiering as a flow problem. Published in: Lafferty, John, Williams, Chris, Shawe-Taylor, John, Zemel, Richard and Culotta, Aron, (eds.) Proceedings of the 24th Annual Conference on Neural Information Advances In Neural Information Processing Systems; Vancouver, British Columbia, Canada; 6-9 December 2010. 1 (23) 1333-1341. Curran Associates, Red Hook, NY. ISBN 9781617823800

Quadrianto, Novi, Kersting, Kristian, Tuytelaars, Tinne and Buntine, Wray L (2010) Beyond 2D-grids: a dependence maximization view on image browsing. Philadelphia, PA. Published in: Proceedings of the 2010 ACM SIGMM international conference on multimedia information retrieval; Philadelphia, Pennsylvania, USA; 29-31 March, 2010. 339-348. Association for Computing Machinery, New York. ISBN 9781605588155

Quadrianto, Novi, Kersting, Kristian, Reid, Mark D, Caetano, Tiberio S and Buntine, Wray L (2009) Kernel conditional quantile estimation via reduction revisited. Published in: Wang, Wei, Kargupta, Hillol, Ranka, Sanjay, Yu, Philip S and Wu, Xindong, (eds.) Proceedings of the 9th IEEE International Conference on Data Mining; Miami, Florida; 6-9 December 2009. 938-943. Institute of Electrical and Electronics Engineers, Los Alamitos, California. ISSN 1550-4786 ISBN 9781424452422

Asthana, Akshay, Goecke, Roland, Quadrianto, Novi and Gedeon, Tom (2009) Learning based automatic face annotation for arbitrary poses and expressions from frontal images only. Published in: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; Florida, USA; 20-25 June 2009. Institute of Electrical and Electronics Engineers ISSN 1063-6919 ISBN 9781424439928

Quadrianto, Novi, Caetano, Tiberio S, Lim, John and Schuurmans, Dale (2009) Convex relaxation of mixture regression with efficient algorithms. Published in: Bengio, Yoshua, Schuurmans, Dale, Lafferty, John, Williams, Chris and Culotta, Aron, (eds.) Proceedings of the 23rd annual conference on Neural Information Processing Systems 2009; Vancouver, Vancouver, Canada; 6 - 11 December 2009. 1 (22) 1491-1499. Curran, Red Hook, NY. ISBN 9781615679119

Quadrianto, Novi, Petterson, James and Smola, Alex (2009) Distribution matching for transduction. Published in: Bengio, Yoshua, Schuurmans, Dale, Lafferty, John, Williams, Chris and Culotta, Aron, (eds.) Proceedings of the 23rd annual conference on Neural Information Processing Systems 2009; Vancouver, Vancouver, Canada; 6 - 11 December 2009. 1 (22) 1500-1508. Curran, Red Hook, NY. ISBN 9781615679119

Quadrianto, Novi, Cuntai, Guan, Dat, Tran Huy and Xue, Ping (2007) Sub-band common spatial pattern (SBCSP) for brain-computer interface. Published in: Proceedings of the 3rd International IEEE/EMBS Conference on Neural Engineering; Kohala Coast, Hawaii, USA; 2-5 May 2007. 204-207. Institute of Electrical and Electronics Engineers, Piscataway, N.J. ISSN 1948-3546 ISBN 1424407915