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Complex human activity recognition suffers from ambiguity of interpretation problem. A novel neutrosophic formal concept analysis method has been proposed to quantify non-determinism leading to ambiguity of interpretation and utilize it in activity recognition. The method works by penalizing performance of non-deterministic activities and rewarding the deterministic ones. Thus, non-deterministic activities are identified during testing due to significantly reduced performance and contexts candoi:10.21307/ijssis-2017-818 fatcat:ncvda52ytncjvplmynx3ruwdmm