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Daphne Koller Publications
Research AreasPublication TypeYears (all)
BMBiology and Medicine   LTWLanguage and Web
LGMLearning Graphical Models   MNMarkov Networks
RPRobotics and Perception   SLSupervised Learning
TPMTemporal Probabilistic Models  
JJournal Article
CConference Paper
BBook
ChBook Chapter
TTechnical Report
PhDPhD Disseration
1985 - 1989
1990 - 1994
1995 - 1999
2000 - 2004
2005 - 2009
2010 - 2014

TypeReferenceDownload
topics: BMLTWLGMMNRPSLTPM

2011
J   A.H. Beck, A.R. Sangoi, S. Leung, R.J. Marinelli, T.O. Nielsen, M.J. van de Vijver, R.B. West, M. van de Rijn, and D. Koller (2011). "Systematic Analysis of Breast Cancer Morphology Uncovers Stromal Features Associated with Survival." Science Translational Medicine, 3(108). bib html
topics: BM                  

J   J. Laserson, V. Jojic, and D. Koller (2011). "Genovo: De Novo Assembly For Metagenomes." Journal of Computational Biology, 18(3), 429-43. bib pdf
topics: BM                  

C   T. Gao and D. Koller (2011). "Active Classification based on Value of Classifier." Advances in Neural Information Processing Systems (NIPS 2011). bib pdf
topics:             RP SL   

C   T. Gao and D. Koller (2011). "Discriminative Learning of Relaxed Hierarchy for Large-scale Visual Recognition." Proceedings of the International Conference on Computer Vision (ICCV). bib pdf
topics:             RP SL   

C   M.P. Kumar, H. Turki, D. Preston, and D. Koller (2011). "Learning Specific-Class Segmentation from Diverse Data." Proceedings of the International Conference on Computer Vision (ICCV). bib pdf
topics:             RP      

C   T. Gao and D. Koller (2011). "Multiclass Boosting with Hinge Loss based on Output Coding." Proceedings of International Conference on Machine Learning (ICML). bib pdf
topics:             RP SL   

C   S. Saria, A. Duchi, and D. Koller (2011). "Discovering deformable motifs in continuous time-series data." International Joint Conference on Artificial Intelligence (IJCAI). bib pdf
topics:       LGM          TPM

C   T. Gao, B. Packer, and D. Koller (2011). "A Segmentation-aware Object Detection Model with Occlusion Handling." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:          MN RP      

C   H. Wang and D. Koller (2011). "Multi-Level Inference by Relaxed Dual Decomposition for Human Pose Segmentation." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:          MN RP      

C   V. Jojic, S. Saria, and D. Koller (2011). "Convex envelopes of complexity controlling penalties: the case against premature envelopment." Proceedings of the Conference on Artificial Intelligence and Statistics (AISTATS). bib
topics:                SL   

2010
J   S. Saria, A.K. Rajani, J. Gould, D. Koller, and A.A. Penn (2010). "Integration of early physiological responses predicts later illness severity in preterm infants." Science Translational Medicine, 2(48). bib html
topics: BM                  

J   A.J. Battle, M. Jonikas, P. Walter, J. Weissman, and D. Koller (2010). "Automated identification of pathways from quantitative genetic interaction data." Molecular Systems Biology, 6, 379. bib pdf
topics: BM                  

J   F. Moussavi, G. Heitz, F. Amat, L.R. Comolli, D. Koller, and M.A. Horowitz (2010). "3D Segmentation of Cell Boundaries from Whole Cell Cryogenic Electron Tomography Volumes." Journal of Structural Biology, 170(1), 134-145. bib html
topics: BM          RP      

J   M.E. Hillenmeyer, E. Ericson, R.W. Davis, C. Nislow, D. Koller, and G. Giaever (2010). "Systematic analysis of genome-wide fitness data reveals novel gene function and drug action." Genome Biology, 11(R30). bib pdf
topics: BM                  

C   S. Saria, G. McElvain, A. Rajani, A. Penn, and D. Koller (2010). "Combining Structured and Free-text Data for Automatic Coding of Patient Outcomes." Proceedings of the Americal Medical Informatics Association (AMIA) Annual Symposium. bib
topics: BM LTW          SL   

T   S. Saria, D. Koller, and A. Penn (2010). "Discovering shared and individual latent structure in multiple time series." Technical report. , . bib pdf html
topics:                   TPM

C   P. Kumar, B. Packer, and D. Koller (2010). "Self-Paced Learning for Latent Variable Models." Advances in Neural Information Processing Systems (NIPS 2010). bib pdf
topics:       LGM    RP      

C   B. Packer, S. Gould, and D. Koller (2010). "A Unified Contour-Pixel Model for Segmentation." . Proc. European Conference on Computer Vision (ECCV). bib
topics:             RP      

C   H. Wang, S. Gould, and D. Koller (2010). "Discriminative Learning with Latent Variables for Cluttered Indoor Scene Understanding." . Proc. European Conference on Computer Vision (ECCV). bib pdf
topics:             RP      

C   D. Vickrey, C. Lin, and D. Koller (2010). "Non-Local Contrastive Objectives." Proceedings of International Conference on Machine Learning (ICML). bib pdf
topics:       LGM MN         

C   V. Jojic, S. Gould, and D. Koller (2010). "Fast and smooth: Accelerated dual decomposition for MAP inference." Proceedings of International Conference on Machine Learning (ICML). bib pdf
topics:       LGM MN         

C   P. Kumar and D. Koller (2010). "Efficiently Selecting Regions for Scene Understanding." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:          MN RP      

C   B. Liu, S. Gould, and D. Koller (2010). "Single Image Depth Estimation From Predicted Semantic Labels." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:          MN RP      

C   V. Ganapathi, C. Plagemann, D. Koller, and S. Thrun (2010). "Real Time Motion Capture using a Single Time-Of-Flight Camera." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:          MN RP      

C   C. Plagemann, V. Ganapathi, D. Koller, and S. Thrun (2010). "Realtime Identification and Localization of Body Parts from Depth Images." Proc. International Conferences on Robotics and Automation (ICRA 2010). bib pdf
topics:             RP      

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