sentence1: pang et al 18 detect anamolous regions using likelihood ratio tests and , liu et al 19 proposed a formulation for detecting anomalous road blocks using observed minimum distortion and associating causality using frequent subtree mining .
sentence2: pang et al proposed a formulation for detecting anomalous road blocks using observed minimum distortion and associating causality using frequent subtree mining .