Ontology Alignment Evaluation Initiative - OAEI-2014 Campaign

Results OAEI 2014::Large BioMed Track

Results of the SNOMED-NCI matching problem

The following tables summarize the results for the tasks in the SNOMED-NCI matching problem.

AML provided the best results in terms of both Recall and F-measure in Task 5, while OMReasoner provided the best results in terms of precision. Task 6 was completely dominated by AML.

As in the previous matching problems, efficiency decreases as the ontology size increases. Furthermore, AOT, AOTL, RSDLWB could no complete neither Task 5 nor Task 6 in less than 10 hours. MaasMatch rose a "stack overflow" exception in Task 5 and an "out of memory" exception in Task 6, while OMReasoner could not complete Task 6 within the permitted time.


Task 5: SNOMED-NCI small fragments

System Time (s) # Mappings Scores Incoherence Analysis
Precision  Recall  F-measure Unsat. Degree
AML 831 14,131 0.917 0.724 0.809 ≥0 ≥0.0%
LogMap-Bio 1,379 14,360 0.880 0.709 0.786 ≥23 ≥0.031%
LogMap 263 14,011 0.889 0.699 0.783 ≥23 ≥0.031%
XMap 182 14,223 0.849 0.665 0.746 ≥65,512 ≥87.1%
Average 1,522 12,177 0.911 0.611 0.722 23,078 30.7%
LogMapLite 76 10,962 0.948 0.567 0.710 ≥60,426 ≥80.3%
LogMap-C 2,723 10,432 0.909 0.531 0.670 ≥0 ≥0.0%
OMReasoner 5,206 7,120 0.983 0.383 0.551 ≥35,568 ≥47.3%
Table 1: Results for the largebio task 5.


Task 6: NCI whole ontology with SNOMED large fragment

System Time (s) # Mappings Scores Incoherence Analysis
Precision  Recall  F-measure Unsat. Degree
AML 497 12,626 0.912 0.645 0.756 ≥0 ≥0.0%
LogMap-Bio 2,545 12,507 0.852 0.599 0.703 ≥37 ≥0.020%
LogMap 917 12,167 0.863 0.590 0.701 ≥36 ≥0.019%
XMap 490 12,525 0.843 0.584 0.690 ≥134,622 ≥71.1%
Average 1,181 12,024 0.858 0.575 0.687 47,578 25.1%
LogMapLite 89 12,907 0.798 0.567 0.663 ≥150,776 ≥79.6%
LogMap-C 2,548 9,414 0.880 0.464 0.608 ≥1 ≥0.001%
Table 2: Results for the largebio task 6.