The City of Damascus, Oregon has a current population of nearly 10,000 people and expects to grow to 50,000 residents by 2060. On the eastern edge of the Portland metropolitan area, the City is located in the Clackamas and Willamette basins with an area of almost 12,000 acres. Semi-rural in...
Over a 3.5-year period, 4 Rocky Mountain goats (Oreamnos americanus), housed at a single facility, developed clinical disease attributed to infection by Caprine arthritis encephalitis virus (CAEV). Ages ranged from 1 to 10 years. Three of the goats, a 1-year-old female, a 2-year-old male, and a 5-year-old male, had been...
Our institutions of record are facing a new digital knowledge management challenge: stakeholder communities are now expecting customized Web interfaces to institutional knowledge repositories, online environments where community members can contribute content and see themselves represented, as well as access archived resources. Digital curation can be used to address these...
Public outreach and access are becoming more and more important across institutions of higher education. Sustainable information technology approaches are necessary to communicate and preserve public education materials generated as part of this new era of “outreach and engagement.” This paper describes the partnership between Oregon State University’s Extension Service...
dependence and regulation of relatively large local populations? If so, what are the causative mechanisms and their implications? We conducted an eight-year multigeneration study of population dynamics of bicolor damselfish (Stegastes partitus) inhabiting four large coral reefs in the Bahamas. After a four-year baseline period, it was clear that two...
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...