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Poisoning Attack on Linear Regression on 3,000 cases Original Setting (Definition 2) (test)

1.092Empirical Performance RatioUpper Bound
0.926640.969571.01251.05543Feb 28, 2026

Evaluation results

MethodLinks
Upper BoundTime Complexity=O(T(n + λ)) or O((n + λ) log(n + λ))2026.021.092
Exact Seg+ETime Complexity=O(n^3)2026.021
OptimalTime Complexity=O(((n + λ) / λ)^(2n - 2 + λ))2026.021
Heuristic Seg+ETime Complexity=O(nλ)2026.020.998
GreedyTime Complexity=O(nλ)2026.020.933