TY - JOUR PY - 2012// TI - Rule-based and lightly supervised methods to predict emotions in suicide notes JO - Biomedical informatics insights A1 - Pedersen, Ted SP - 185 EP - 193 VL - 5 IS - Suppl 1 N2 - This paper describes the Duluth systems that participated in the Sentiment Analysis track of the i2b2/VA/Cincinnati Children's 2011 Challenge. The top Duluth system was a rule-based approach derived through manual corpus analysis and the use of measures of association to identify significant ngrams. This performed in the median range of systems, attaining an F-measure of 0.45. The second system was automatically derived from the most frequent bigrams unique to one or two emotions. It achieved an F-measure of 0.36. The third system was the union of the first two, and reached an F-measure of 0.44.

Language: en

LA - en SN - 1178-2226 UR - http://dx.doi.org/10.4137/BII.S8953 ID - ref1 ER -