Sciweavers

Share
AAAI
2015
4 years 8 days ago
Budgeted Prediction with Expert Advice
We consider a budgeted variant of the problem of learning from expert advice with N experts. Each queried expert incurs a cost and there is a given budget B on the total cost of e...
Kareem Amin, Satyen Kale, Gerald Tesauro, Deepak S...
AAAI
2015
4 years 8 days ago
Exploring Information Asymmetry in Two-Stage Security Games
Stackelberg security games have been widely deployed to protect real-world assets. The main solution concept there is the Strong Stackelberg Equilibrium (SSE), which optimizes the...
Haifeng Xu, Zinovi Rabinovich, Shaddin Dughmi, Mil...
AAAI
2015
4 years 8 days ago
Exploiting Task-Feature Co-Clusters in Multi-Task Learning
In multi-task learning, multiple related tasks are considered simultaneously, with the goal to improve the generalization performance by utilizing the intrinsic sharing of informa...
Linli Xu, Aiqing Huang, Jianhui Chen, Enhong Chen
AAAI
2015
4 years 8 days ago
Learning to Reject Sequential Importance Steps for Continuous-Time Bayesian Networks
Applications of graphical models often require the use of approximate inference, such as sequential importance sampling (SIS), for estimation of the model distribution given parti...
Jeremy C. Weiss, Sriraam Natarajan, C. David Page ...
AAAI
2015
4 years 8 days ago
Dictionary Learning with Mutually Reinforcing Group-Graph Structures
In this paper, we propose a novel dictionary learning method in the semi-supervised setting by dynamically coupling graph and group structures. To this end, samples are represente...
Hongteng Xu, Licheng Yu, Dixin Luo, Hongyuan Zha, ...
AAAI
2015
4 years 8 days ago
Learning to Manipulate Unknown Objects in Clutter by Reinforcement
We present a fully autonomous robotic system for grasping objects in dense clutter. The objects are unknown and have arbitrary shapes. Therefore, we cannot rely on prior models. I...
Abdeslam Boularias, James Andrew Bagnell, Anthony ...
AAAI
2015
4 years 8 days ago
Achieving Intelligence Using Prototypes, Composition, and Analogy
In this paper, I summarize the results of a decade-plus of research and development driven by the vision that human knowledge can be grounded in a small number of prototypical com...
Vinay K. Chaudhri
AAAI
2015
4 years 8 days ago
Building Strong Semi-Autonomous Systems
The vision of populating the world with autonomous systems that reduce human labor and improve safety is gradually becoming a reality. Autonomous systems have changed the way spac...
Shlomo Zilberstein
AAAI
2015
4 years 8 days ago
Recursive Best-First Search with Bounded Overhead
Matthew Hatem, Scott Kiesel, Wheeler Ruml
AAAI
2015
4 years 8 days ago
Relational Stacked Denoising Autoencoder for Tag Recommendation
Tag recommendation has become one of the most important ways of organizing and indexing online resources like articles, movies, and music. Since tagging information is usually ver...
Hao Wang, Xingjian Shi, Dit-Yan Yeung
books