Adobe Research » Publications

Publication date: September 10, 2016

Hyperparameter selection

Secondary Analysis of Electronic Health Records (pp 419-427)

Franck Dernoncourt, Shamim Nemati, Elias Baedorf Kassis, Mohammad Mahdi Ghassemi

AI & Machine Learning

Publication date: August 3, 2016

Shape synthesis from sketches via procedural models and convolutional networks

IEEE Transactions on Visualization and Computer Graphics

Haibin Huang, Evangelis Kalogerakis, Ersin Yumer, Radomír Měch

AI & Machine Learning
Graphics (2D & 3D)

Publication date: August 1, 2016

Regularized Policy Iteration for Nonparametric Function Spaces

Journal of Machine Learning Research (JMLR), 17(139):1-66, 2016

Amir massoud Farahmand, Mohammad Ghavamzadeh, Csaba Szepesvari, Shie Mannor

AI & Machine Learning

Publication date: July 31, 2016

Minimal Interaction Content Discovery in Recommender Systems

ACM Transactions on Interactive Intelligent Systems 6

Branislav Kveton, Shlomo Berkovsky

AI & Machine Learning
Human Computer Interaction

Publication date: July 9, 2016

Practical Linear Models for Large-Scale One-Class Collaborative Filtering

25th International Joint Conference on Artificial Intelligence

Suvash Sedhain, Hung Bui, Jaya Kawale, Nikos Vlassis, Branislav Kveton, Aditya Menon, Trung Bui, Scott Sanner

AI & Machine Learning

Publication date: July 9, 2016

Matching via dimensionality reduction for estimation of treatment effects in digital marketing campaigns

25th International Joint Conference on Artificial Intelligence (IJCAI)

Sheng Li, Nikos Vlassis, Jaya Kawale, Raymond Fu

AI & Machine Learning
Data Intelligence

Publication date: July 1, 2016

Sky is Not the Limit: Semantic-Aware Sky Replacement

ACM Transactions on Graphics (Proc. of SIGGRAPH)

Yi-Hsuan Tsai, Xiaohui Shen, Zhe Lin, Kalyan Sunkavalli, Ming-Hsuan Yang

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: July 1, 2016

Bayesian Policy Gradient and Actor-Critic Algorithms

Journal of Machine Learning Research (JMLR), 17(66):1-53, 2016

Mohammad Ghavamzadeh, Yaakov Engel, Michal Valko

AI & Machine Learning

Publication date: July 1, 2016

Analysis of Classification-based Policy Iteration Algorithms

Journal of Machine Learning Research (JMLR), 17(19):1-30, 2016.

Alessandro Lazaric, Mohammad Ghavamzadeh, Remi Munos

AI & Machine Learning

Publication date: July 1, 2016

Proximal Gradient Temporal Difference Learning Algorithms

Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI-2016), New York City, NY, 2016.

Bo Liu, Ji Liu, Mohammad Ghavamzadeh, Sridhar Mahadevan, Marek Petrik

AI & Machine Learning

Publication date: June 27, 2016

Composition-preserving Deep Photo Aesthetics Assessment

Computer Vision and Pattern Recognition (2016)

Long Mai, Hailin Jin, Feng Liu

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: June 26, 2016

Semantic Object Parsing with Local-Global Long Short-Term Memory

IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

Xiaodan Liang, Xiaohui Shen, Donglai Xiang, Jiashi Feng, Liang Lin, Shuicheng Yan

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: June 26, 2016

Reversible Recursive Instance-level Object Segmentation

IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

Xiaodan Liang, Yunchao Wei, Xiaohui Shen, Zequn Jie, Jiashi Feng, Liang Lin, Shuicheng Yan

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: June 26, 2016

A Multi-Level Contextual Model For Person Recognition in Photo Albums

IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

Haoxiang Li, Jonathan Brandt, Zhe Lin, Xiaohui Shen, Gang Hua

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: June 26, 2016

Shortlist Selection with Residual-Aware Distance Estimator for K-Nearest Neighbor Search

IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

Jae-Pil Heo, Zhe Lin, Xiaohui Shen, Jonathan Brandt, Sung-Eui Yoon

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: June 25, 2016

Cascading Bandits for Large-Scale Recommendation Problems

32nd Conference on Uncertainty in Artificial Intelligence

Shi Zong, Hao Ni, Kenny Sung, Nan Rosemary Ke, Zheng Wen, Branislav Kveton

AI & Machine Learning

Publication date: June 19, 2016

DCM Bandits: Learning to Rank with Multiple Clicks

33rd International Conference on Machine Learning

Sumeet Katariya, Branislav Kveton, Csaba Szepesvari, Zheng Wen

AI & Machine Learning

Publication date: June 19, 2016

Tensor decomposition via joint matrix Schur decomposition

33rd International Conference on Machine Learning (ICML)

Nicolo Colombo, Nikos Vlassis

AI & Machine Learning
Data Intelligence

Publication date: June 15, 2016

Sequential Short-Text Classification with Recurrent and Convolutional Neural Networks

NAACL 2016

Ji Young Lee, Franck Dernoncourt

AI & Machine Learning
Natural Language Processing

Publication date: June 1, 2016

Optimally Robust Policy Improvement with Baseline Guarantees

Workshop on “Reliable Machine Learning in the Wild”, Thirty-Third International Conference on Machine Learning (ICML- 2016), New York City, NY, June 2016.

Marek Petrik, Yinlam Chow, Mohammad Ghavamzadeh

AI & Machine Learning

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