Reprinted November 2005. Reviewed 07/07/14. Please look for up-to-date information in the OSU Extension Catalog: http://extension.oregonstate.edu/catalog
How should reinforcement learning (RL) agents explain themselves to humans not trained in AI? To gain insights into this question, we conducted a 124 participant, four-treatment experiment to compare participants’ mental models of an RL agent in the context of a simple Real-Time Strategy (RTS) game. The four treatments isolated...
"Explaining Reinforcement Learning to Mere Mortals: An Empirical Study
This is the dataset for replicating our study, which was accepted to IJCAI '19.
We present a user study to investigate the impact of explanations on non-experts’ understanding of reinforcement learning (RL) agents. We investigate both a common RL visualization, saliency...
We present a user study to investigate the impact of explanations on non-experts' understanding of reinforcement learning (RL) agents. We investigate both a common RL visualization, saliency maps (the focus of attention), and a more recent explanation type, reward-decomposition bars (predictions of future types of rewards). We designed a 124...
Outdoor schools are located all over the nation. Many students attend these programs to gain science knowledge and experience nature first hand. Outdoor schools are residential programs for students in upper elementary and middle school. Many of the messages are environmental in nature and promote stewardship. The purpose of this...
The purpose of this study was to look at occupant satisfaction with Kelley Engineering Center, a LEED registered building. Results from a post-occupancy evaluation of Kelley conducted in spring 2006 were compared to those from a pre-occupancy survey of occupants in non-green buildings disseminated in spring 2005. The results showed...
Bioaccessibility in vitro tests measure the solubility of materials in surrogate biofluids. However, the lack
of uniform methods and the effects of variable test parameters on material solubility limit interpretation.
One aim of this study was to measure and compare bioaccessibility of selected economically important
alloys and metals in surrogate...
Full Text:
1.2 4.5 4.5 6.5
a
Also called glycerol (C3H8O3). The pH of the biofluid solutions were adjusted to
Bioaccessibility in vitro tests measure the solubility of materials in surrogate biofluids. However, the lack
of uniform methods and the effects of variable test parameters on material solubility limit interpretation.
One aim of this study was to measure and compare bioaccessibility of selected economically important
alloys and metals in surrogate...
Full Text:
biofluids
Hillwalker, W. E., & Anderson, K. A. (2014). Bioaccessibility of metals in alloys:
Evaluation of
Cadmium is a common impurity in phosphatic fertilizers and may contribute to soil Cd accumulation. Changes in total and bioavailable Cd burdens to agricultural soils and the potential for plant Cd accumulation resulting from fertilizer input was investigated. Three year field studies were conducted using three dose levels of cadmium-rich,...
