AAAI
2015
8 years 7 months ago
2015
We propose SoF (Soft-cluster matrix Factorization), a probabilistic clustering algorithm which softly assigns each data point into clusters. Unlike model-based clustering algorith...
AAAI
2015
8 years 7 months ago
2015
Online, sample-based planning algorithms for POMDPs have shown great promise in scaling to problems with large state spaces, but they become intractable for large action and obser...
AAAI
2015
8 years 7 months ago
2015
Energy consumption in commercial and educational buildings is impacted by group activities such as meetings, workshops, classes and exams, and can be reduced by scheduling these a...
AAAI
2015
8 years 7 months ago
2015
In many practical domains, planning systems are required to reason about durative actions. A common assumption in the literature is that the executor is allowed to decide the dura...
AAAI
2015
8 years 7 months ago
2015
Effectively incorporating external advice is an important problem in reinforcement learning, especially as it moves into the real world. Potential-based reward shaping is a way to...
AAAI
2015
8 years 7 months ago
2015
Modern technical devices are often too complex for many users to be able to use them to their full extent. Based on planning technology, we are able to provide advanced user assis...
AAAI
2015
8 years 7 months ago
2015
The theory of (variable) forgetting has received significant attention in nonmonotonic reasoning, especially, in answer set programming. However, the problem of establishing a the...
AAAI
2015
8 years 7 months ago
2015
AAAI
2015
8 years 7 months ago
2015
The number of people with disabilities is continuously increasing. Providing patients who have disabilities with the rehabilitation and care necessary to allow them good quality o...
AAAI
2015
8 years 7 months ago
2015
Advertising effectiveness measurement is a fundamental problem in online advertising. Various causal inference methods have been employed to measure the causal effects of ad treat...