Search Results for author: Elizabeth Bondi

Found 7 papers, 2 papers with code

Evolutionary Approach to Security Games with Signaling

no code implementations29 Apr 2022 Adam Żychowski, Jacek Mańdziuk, Elizabeth Bondi, Aravind Venugopal, Milind Tambe, Balaraman Ravindran

Green Security Games have become a popular way to model scenarios involving the protection of natural resources, such as wildlife.

Role of Human-AI Interaction in Selective Prediction

1 code implementation13 Dec 2021 Elizabeth Bondi, Raphael Koster, Hannah Sheahan, Martin Chadwick, Yoram Bachrach, Taylan Cemgil, Ulrich Paquet, Krishnamurthy Dvijotham

Using real-world conservation data and a selective prediction system that improves expected accuracy over that of the human or AI system working individually, we show that this messaging has a significant impact on the accuracy of human judgements.

Proceedings of KDD 2021 Workshop on Data-driven Humanitarian Mapping: Harnessing Human-Machine Intelligence for High-Stake Public Policy and Resilience Planning

no code implementations31 Aug 2021 Snehalkumar, S. Gaikwad, Shankar Iyer, Dalton Lunga, Elizabeth Bondi

Despite these growing perils, there remains a notable paucity of data science research to scientifically inform equitable public policy decisions for improving the livelihood of at-risk populations.

Ethics Fairness +1

Can poachers find animals from public camera trap images?

no code implementations21 Jun 2021 Sara Beery, Elizabeth Bondi

To protect the location of camera trap data containing sensitive, high-target species, many ecologists randomly obfuscate the latitude and longitude of the camera when publishing their data.

Envisioning Communities: A Participatory Approach Towards AI for Social Good

no code implementations4 May 2021 Elizabeth Bondi, Lily Xu, Diana Acosta-Navas, Jackson A. Killian

We argue that AI for social good ought to be assessed by the communities that the AI system will impact, using as a guide the capabilities approach, a framework to measure the ability of different policies to improve human welfare equity.

Reinforcement Learning for Unified Allocation and Patrolling in Signaling Games with Uncertainty

no code implementations18 Dec 2020 Aravind Venugopal, Elizabeth Bondi, Harshavardhan Kamarthi, Keval Dholakia, Balaraman Ravindran, Milind Tambe

We therefore first propose a novel GSG model that combines defender allocation, patrolling, real-time drone notification to human patrollers, and drones sending warning signals to attackers.

Decision Making Multiagent Systems

Dual-Mandate Patrols: Multi-Armed Bandits for Green Security

2 code implementations14 Sep 2020 Lily Xu, Elizabeth Bondi, Fei Fang, Andrew Perrault, Kai Wang, Milind Tambe

Conservation efforts in green security domains to protect wildlife and forests are constrained by the limited availability of defenders (i. e., patrollers), who must patrol vast areas to protect from attackers (e. g., poachers or illegal loggers).

Multi-Armed Bandits

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