Table 15 Evaluation measures of the different methods : Bag-of-Words (BoW), Levenshtein along with Stoilos (LS), LS performed before BoW, and BoW performed before Levenshtein combined with Stoilos
From: Matching health information seekers' queries to medical terms
| Â | 1 word set of 310 queries among 1,061) | 2 words (set of 450 queries among 1,636) | 3 words (set of 594 queries among 1,443) | 4 words + (set of 710 queries among 2,157) | Total (set of 2,064 queries among 6,297) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Â | P(%) | R(%) | F(%) | P(%) | R(%) | F(%) | P(%) | R(%) | F(%) | P(%) | R(%) | F(%) | P(%) | R(%) | F(%) |
BoW | 100 | 26.85 | 42.33 | 100 | 34.81 | 51.64 | 100 | 44.06 | 61.17 | 100 | 38.16 | 55.24 | 100 | 35.88 | 52.81 |
| Â | [100-100] | [19.73-33.96] | [32.96-50.70] | [100-100] | [27.38-42.24] | [42.99-59.39] | [100-100] | [35.92-52.19] | [52.85-68.59] | [100-100] | [30.44-45.88] | [46.67-62.90] | [100-100] | [32.05-39.71 | [48.54-56.85] |
LS | 92.11 | 46.98 | 62.22 | 82.61 | 36.08 | 50.22 | 51.56 | 23.08 | 31.88 | 46.77 | 11.18 | 18.05 | 69.74 | 29.40 | 41.37 |
| Â | [86.04-98.17] | [38.97-54.99] | [53.64-70.49] | [73.67-91.55] | [28.59-43.56] | [40.76-59.03] | [39.32-63.81] | [16.17-29.98] | [22.92-40.79] | [34.35-59.19] | [6.17-16.19] | [10.46-25.43] | [64.27-75.21] | [25.76-33.04] | [36.78-45.91] |
LS before BoW | 93.10 | 54.36 | 68.64 | 83.78 | 39.24 | 53.45 | 58.67 | 27.97 | 37.88 | 51.47 | 12.50 | 20.1 | 73.03 | 30.40 | 42.93 |
| Â | [87.78-98.43 | [46.36-62.36] | [60.68-76.35] | [75.39-92.18] | [31.63-46.85] | [44.56-62.13] | [47.52-69.81] | [20.62-35.33] | [28.76-46.92] | [39.59-63.35] | [7.24-17.76] | [12.24-27.74] | [68.04-78.02] | [26.72-34.07] | [38.37-47.43] |
BoW before LS | 86.67 | 61.07 | 71.65 | 84.96 | 60.76 | 70.85 | 65.65 | 60.14 | 62.77 | 72.92 | 46.05 | 56.45 | 77.08 | 54.98 | 64.18 |
| Â | [80.16-93.17] | [53.24-68.9] | [63.98-79.22] | [78.36-91.55 | [53.15-68.37] | [63.34-78.28] | [57.52-73.78] | [52.11-68.16] | [54.68-70.86] | [64.03-81.81] | [38.13-53.98] | [47.80-65.04] | [73.17-80.98] | [51.01-58.96] | [60.11-68.24] |