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Table 7 Comparative results of improved-HAL methods for NLE-LP mining task

From: Using an analogical reasoning framework to infer language patterns for negative life events

Method

Within-category

Across-category

prec@5

prec@10

MRR

prec@5

prec@10

MRR

HAL

0.2034

0.1842

0.3921

0.2116

0.1872

0.3820

Improved-HAL

      

 HAL-VEC + COSINE

0.4279

0.3738

0.6495

0.4232

0.3709

0.6598

 HAL-VEC + COSMUL

0.4270

0.3737

0.6494

0.4203

0.3702

0.6530

 CBOW + HAL-INF

0.3482

0.3112

0.5750

0.3311

0.2999

0.5525

 SG + HAL-INF

0.3395

0.2990

0.5715

0.3377

0.2965

0.5776

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BMC Medical Informatics and Decision Making

ISSN: 1472-6947

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