3 papers
cs.LG2025
Interval Regression: A Comparative Study with Proposed Models
Tung L Nguyen, Toby Dylan Hocking
Regression models are essential for a wide range of real-world applications. However, in practice, target values are not always precisely known; instead, they may be represented as…
cs.LG2025
Learning Penalty for Optimal Partitioning via Automatic Feature Extraction
Tung L Nguyen, Toby Hocking
Changepoint detection identifies significant shifts in data sequences, making it important in areas like finance, genetics, and healthcare. The Optimal Partitioning algorithms effi…
stat.ML2025
Penalty Learning for Optimal Partitioning using Multilayer Perceptron
Tung L Nguyen, Toby Dylan Hocking
Changepoint detection is a technique used to identify significant shifts in sequences and is widely used in fields such as finance, genomics, and medicine. To identify the changepo…