Walidacja krzyżowa na GPW2004¶
HMM bez modelu językowego¶
+-----------------------+ | Cross evaluation +-----------------------+ +-----------------------+ | Precision = 0,7974 | Recall = 0,9007 | F(1)-measure = 0,8459 +-----------------------+ +-----------------------+ | Evaluation details +-----------------------+ +--------------+------------+------------+------------+------------+------------+------------+ | TYPES |ROAD_NAM |PERSON_LAST_|PERSON_FIRST|COUNTRY_NAM |ADMIN_NAM |CITY_NAM | +--------------+------------+------------+------------+------------+------------+------------+ | TruePositive | 137 | 610 | 634 | 153 | 9 | 1113 | | FalsePositive| 35 | 134 | 103 | 113 | 309 | 182 | | FalseNegative| 32 | 48 | 23 | 83 | 41 | 168 | | Precision | 0,7965 | 0,8199 | 0,8602 | 0,5752 | 0,0283 | 0,8595 | | Recall | 0,8107 | 0,9271 | 0,9650 | 0,6483 | 0,1800 | 0,8689 | | F(1)-measure | 0,8035 | 0,8702 | 0,9096 | 0,6096 | 0,0489 | 0,8641 | +--------------+------------+------------+------------+------------+------------+------------+
HMM z modelem językowym¶
+-----------------------+ | Cross evaluation +-----------------------+ +-----------------------+ | Precision = 0,8477 | Recall = 0,8670 | F(1)-measure = 0,8572 +-----------------------+ +-----------------------+ | Evaluation details +-----------------------+ +--------------+------------+------------+------------+------------+------------+------------+ | TYPES |ROAD_NAM |PERSON_LAST_|PERSON_FIRST|COUNTRY_NAM |ADMIN_NAM |CITY_NAM | +--------------+------------+------------+------------+------------+------------+------------+ | TruePositive | 132 | 620 | 645 | 142 | 16 | 985 | | FalsePositive| 25 | 177 | 150 | 89 | 21 | 159 | | FalseNegative| 38 | 38 | 12 | 94 | 34 | 299 | | Precision | 0,8408 | 0,7779 | 0,8113 | 0,6147 | 0,4324 | 0,8610 | | Recall | 0,7765 | 0,9422 | 0,9817 | 0,6017 | 0,3200 | 0,7671 | | F(1)-measure | 0,8073 | 0,8522 | 0,8884 | 0,6081 | 0,3678 | 0,8114 | +--------------+------------+------------+------------+------------+------------+------------+