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cs.LG2025
ConBatch-BAL: Batch Bayesian Active Learning under Budget Constraints
Pablo G. Morato, Charalampos P. Andriotis, Seyran Khademi
Varying annotation costs among data points and budget constraints can hinder the adoption of active learning strategies in real-world applications. This work introduces two Bayesia…
cs.LG2019★ 5 cited
Value of structural health information in partially observable stochastic environments
C. P. Andriotis, K. G. Papakonstantinou, E. N. Chatzi
Efficient integration of uncertain observations with decision-making optimization is key for prescribing informed intervention actions, able to preserve structural safety of deteri…