Matches in ESWC 2020 for { ?s ?p This paper proposed new rule mining system called AMIE 3, which is an extension of AMIE. In order to find rules quickly, the authors proposed to modify mechanisms of some heuristics in AMIE and introduce parallel processing. Then they compared AMIE 3 with other systems about computational time using several datasets. Although the computational time is shorter than the other systems, the authors do not evaluate the quality of the rules extracted by the proposed method. It is fatal problem of this paper. The paper do not include evaluation of the extracted rules. If the rules are not useful, the new algorithm is not meaningful even we can cut off the computational costs. Therefore, the evaluation of rules is mandatory. In addition to the above point, there is some discussion about a problem of rules extracted by AMIE on link prediction problem [1]. Therefore we have to carefully re-design support and confidence for finding out the rules for actual use. The paper do not have discussion about it. Minor comment: When we propose an algorithm to reduce the computational costs, we usually have an analysis using order of computational costs. P4. “that that” -> “that” [1] Takuma Ebisu, Ryutaro Ichise: Graph Pattern Entity Ranking Model for Knowledge Graph Completion. NAACL-HLT (1) 2019: 988-997". }
Showing items 1 to 1 of
1
with 100 items per page.
- Paper.120_Review.0 hasContent "This paper proposed new rule mining system called AMIE 3, which is an extension of AMIE. In order to find rules quickly, the authors proposed to modify mechanisms of some heuristics in AMIE and introduce parallel processing. Then they compared AMIE 3 with other systems about computational time using several datasets. Although the computational time is shorter than the other systems, the authors do not evaluate the quality of the rules extracted by the proposed method. It is fatal problem of this paper. The paper do not include evaluation of the extracted rules. If the rules are not useful, the new algorithm is not meaningful even we can cut off the computational costs. Therefore, the evaluation of rules is mandatory. In addition to the above point, there is some discussion about a problem of rules extracted by AMIE on link prediction problem [1]. Therefore we have to carefully re-design support and confidence for finding out the rules for actual use. The paper do not have discussion about it. Minor comment: When we propose an algorithm to reduce the computational costs, we usually have an analysis using order of computational costs. P4. “that that” -> “that” [1] Takuma Ebisu, Ryutaro Ichise: Graph Pattern Entity Ranking Model for Knowledge Graph Completion. NAACL-HLT (1) 2019: 988-997"".