Oluwasanmi Oluseye Koyejo

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Research Output

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Conference contribution
2020

SLSGD: Secure and Efficient Distributed On-device Machine Learning

Xie, C., Koyejo, O. & Gupta, I., 2020, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Proceedings. Brefeld, U., Fromont, E., Hotho, A., Knobbe, A., Maathuis, M. & Robardet, C. (eds.). Springer, p. 213-228 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11907 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2019

Aggregation for Sensitive Data

Bhowmik, A., Ghosh, J. & Koyejo, O., Jul 2019, 2019 13th International Conference on Sampling Theory and Applications, SampTA 2019. Institute of Electrical and Electronics Engineers Inc., 9030955. (2019 13th International Conference on Sampling Theory and Applications, SampTA 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Clustered monotone transforms for rating factorization

Hiranandani, G., Koyejo, O., Somani, R. & Acharyya, S., Jan 30 2019, WSDM 2019 - Proceedings of the 12th ACM International Conference on Web Search and Data Mining. Association for Computing Machinery, Inc, p. 132-140 9 p. (WSDM 2019 - Proceedings of the 12th ACM International Conference on Web Search and Data Mining).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

FMRI data augmentation via synthesis

Zhuang, P., Schwing, A. G. & Koyejo, O., Apr 2019, ISBI 2019 - 2019 IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, p. 1783-1787 5 p. 8759585. (Proceedings - International Symposium on Biomedical Imaging; vol. 2019-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Partially linear additive Gaussian graphical models

Geng, S., Yan, M., Kolar, M. & Koyejo, O., Jan 1 2019, 36th International Conference on Machine Learning, ICML 2019. International Machine Learning Society (IMLS), p. 3827-3847 21 p. (36th International Conference on Machine Learning, ICML 2019; vol. 2019-June).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Synthetic Power Analyses: Empirical Evaluation and Application to Cognitive Neuroimaging

Zhuang, P., Chapman, B., Li, R. & Koyejo, S., Nov 2019, Conference Record - 53rd Asilomar Conference on Circuits, Systems and Computers, ACSSC 2019. Matthews, M. B. (ed.). IEEE Computer Society, p. 1192-1196 5 p. 9048971. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2019-November).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Zeno: Distributed stochastic gradient descent with suspicion-based fault-tolerance

Xie, C., Koyejo, O. & Gupta, I., Jan 1 2019, 36th International Conference on Machine Learning, ICML 2019. International Machine Learning Society (IMLS), p. 11928-11944 17 p. (36th International Conference on Machine Learning, ICML 2019; vol. 2019-June).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2018

Binary classification with karmic, threshold-quasi-concave metrics

Yan, B., Koyejo, O., Zhong, K. & Ravikumar, P., Jan 1 2018, 35th International Conference on Machine Learning, ICML 2018. Dy, J. & Krause, A. (eds.). International Machine Learning Society (IMLS), p. 8792-8804 13 p. (35th International Conference on Machine Learning, ICML 2018; vol. 12).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Clustered fused graphical Lasso

Zhu, Y. & Koyejo, O., Jan 1 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. 487-496 10 p. (34th Conference on Uncertainty in Artificial Intelligence 2018, UAI 2018; vol. 1).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2017

A deflation method for structured probabilistic PCA

Khanna, R., Ghosh, J., Poldrack, R. & Koyejo, O., Jan 1 2017, Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017. Chawla, N. & Wang, W. (eds.). Society for Industrial and Applied Mathematics Publications, p. 534-542 9 p. (Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Consistency analysis for binary classification revisited

Dembczyriski, K., Kottowski, W., Koyejo, O. & Natarajan, N., Jan 1 2017, 34th International Conference on Machine Learning, ICML 2017. International Machine Learning Society (IMLS), p. 1597-1613 17 p. (34th International Conference on Machine Learning, ICML 2017; vol. 3).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2016

A simple and provable algorithm for sparse diagonal CCA

Asteris, M., Kyrillidis, A., Koyejo, O. & Poldrack, R., Jan 1 2016, 33rd International Conference on Machine Learning, ICML 2016. Weinberger, K. Q. & Balcan, M. F. (eds.). International Machine Learning Society (IMLS), p. 1774-1783 10 p. (33rd International Conference on Machine Learning, ICML 2016; vol. 3).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Optimal classification with multivariate losses

Natarajan, N., Koyejo, O., Ravikumar, P. & Dhillon, I. S., Jan 1 2016, 33rd International Conference on Machine Learning, ICML 2016. Weinberger, K. Q. & Balcan, M. F. (eds.). International Machine Learning Society (IMLS), p. 2283-2295 13 p. (33rd International Conference on Machine Learning, ICML 2016; vol. 4).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sparse parameter recovery from aggregated data

Bhowmik, A., Ghosh, J. & Koyejo, O., Jan 1 2016, 33rd International Conference on Machine Learning, ICML 2016. Weinberger, K. Q. & Balcan, M. F. (eds.). International Machine Learning Society (IMLS), p. 1726-1741 16 p. (33rd International Conference on Machine Learning, ICML 2016; vol. 3).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2015

Simultaneous prognosis and exploratory analysis of multiple chronic conditions using clinical notes

Joshi, S., Koyejo, O., Resurreccion, K. & Ghosh, J., Dec 8 2015, Proceedings - 2015 IEEE International Conference on Healthcare Informatics, ICHI 2015. Fu, W-T., Balakrishnan, P., Harabagiu, S., Wang, F. & Srivatsava, J. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 243-252 10 p. 7349697. (Proceedings - 2015 IEEE International Conference on Healthcare Informatics, ICHI 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2013

Identifying candidate disease genes using a trace norm constrained bipartite raking model

Lee, C. H., Koyejo, O. & Ghosh, J., Oct 31 2013, 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2013. p. 3459-3462 4 p. 6610286. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Learning predictive cognitive structure from fMRI using supervised topic models

Koyejo, O., Patel, P., Ghosh, J. & Poldrack, R. A., Oct 15 2013, Proceedings - 2013 3rd International Workshop on Pattern Recognition in Neuroimaging, PRNI 2013. p. 9-12 4 p. 6603544. (Proceedings - 2013 3rd International Workshop on Pattern Recognition in Neuroimaging, PRNI 2013).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Retargeted matrix factorization for collaborative filtering

Koyejo, O. O., Acharyya, S. & Ghosh, J., Nov 20 2013, RecSys 2013 - Proceedings of the 7th ACM Conference on Recommender Systems. p. 49-56 8 p. (RecSys 2013 - Proceedings of the 7th ACM Conference on Recommender Systems).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2012

Learning to rankwith bregman divergences and monotone retargeting

Acharyya, S., Koyejo, O. & Ghosh, J., Dec 1 2012, Uncertainty in Artificial Intelligence - Proceedings of the 28th Conference, UAI 2012. p. 16-25 10 p. (Uncertainty in Artificial Intelligence - Proceedings of the 28th Conference, UAI 2012).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2011

A kernel-based approach to exploiting interaction-networks in heterogeneous information sources for improved recommender systems

Koyejo, O. & Ghosh, J., Nov 23 2011, Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems, HetRec 2011 - Held at the 5th ACM Conference on Recommender Systems, RecSys 2011. p. 9-16 8 p. (Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems, HetRec 2011 - Held at the 5th ACM Conference on Recommender Systems, RecSys 2011).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2009

MiPPS: A generative model for multi-manifold clustering

Koyejo, O. & Ghosh, J., Dec 1 2009, Manifold Learning and Its Applications - Papers from the AAAI Fall Symposium, Technical Report. p. 18-25 8 p. (AAAI Fall Symposium - Technical Report; vol. FS-09-04).

Research output: Chapter in Book/Report/Conference proceedingConference contribution