Navigating Sparse Data and Weak Signals: Fine-Grain Analysis for Agricultural and Space Applications
The scarcity of data and the challenge of analysing fine-grain details and weak signals are common issues across diverse fields, including agriculture and space exploration. This presentation will delve into advanced methodologies for addressing these challenges.
Speakers
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Description
Dr Ali Zia (BDSI/CSIRO) presents as part of the IAI ECR Community at ANU.
Title: "Navigating Sparse Data and Weak Signals: Fine-Grain Analysis for Agricultural and Space Applications"
Description: The scarcity of data and the challenge of analysing fine-grain details and weak signals are common issues across diverse fields, including agriculture and space exploration. This presentation will delve into advanced methodologies for addressing these challenges, employing higher-order analysis and deep learning techniques. Specifically, we will explore how fine-grain 3D hyperspectral imaging and deep topological data analysis can be leveraged to uncover hidden patterns and provide new insights in data-limited environments. The discussion will span applications ranging from agricultural sustainability to the complexities of space research.
Please RSVP by emailing Sean to ensure an accurate attendance count for catering purposes.
Location
Building 146, RSSS, Room 4.66, Seminar Room