2 papers
cs.ET2026
Audio-Based Condition Monitoring for Agricultural Machinery: Stakeholder Needs, Adoption Barriers, and MVP Requirements
Tashfain Ahmed, Mohammadali Saffary, Kehinde Elelu +2
Failures of agricultural machinery are costly when breakdowns occur during narrow work windows and are discovered too late for planned service. Audio-based condition monitoring off…
cs.LG2024
Pareto Data Framework: Steps Towards Resource-Efficient Decision Making Using Minimum Viable Data (MVD)
Tashfain Ahmed, Josh Siegel
This paper introduces the Pareto Data Framework, an approach for identifying and selecting the Minimum Viable Data (MVD) required for enabling machine learning applications on cons…