Nevena Golubovic

Nevena Golubovic
University of California, Santa Barbara | UCSB · Department of Computer Science

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6
Publications
1,666
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118
Citations

Publications

Publications (6)
Conference Paper
Full-text available
In the paper, we investigate using CPU temperature from small, low cost, single-board computers to predict out-door temperature in IoT-based precision agricultural settings. Temperature is a key metric in these settings that is used to inform and actuate farm operations such as irrigation scheduling, frost damage mitigation, and greenhouse manageme...
Conference Paper
Full-text available
We present CENTAURUS, a scalable, easy to use, cloud service and pluggable framework for k-means clustering that automatically deploys and executes multiple k-means variants concurrently, and then scores them to provide a clustering recommendation. CENTAURUS scores clustering results using Bayesian Information Criterion to determine the best model...
Conference Paper
Full-text available
We investigate the design and implementation of Where's The Bear (WTB), an end-to-end, distributed, IoT system for wildlife monitoring. WTB implements a multi-tier (cloud, edge, sensing) system that integrates recent advances in machine learning based image processing to automatically classify animals in images from remote, motion-triggered camera...
Conference Paper
Farmers face pressure to respond to unpredictable weather, the spread of pests, and other variable events on their farms. This paper proposes a framework for data aggregation from diverse sources that extracts named places impacted by events relevant to agricultural practices. Our vision is to couple natural language processing, geocoding, and exis...

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