Personality is the important internalframework that we use when wecommunicate with the others; thus, it iscritical for vehicle-driver communication.Evaluating an individual's personalityrequires associating behavior andsubjectivity. To develop the vehicle-drivercommunication system that will be mostapplicable to actual driving settings, acorpus is necessary that includes colloquialand daily experiential expressions alongwith their emotions, polarity, andsentiments. In addition, the corpus mustinclude a wide range of subjectivemeasures, such as human judgements,perceptions, and cognitions during cardriving. Thus, we construct a drivingexperience corpus (DEC) that constitutes253 blog articles (7,831 sentences) with thefollowing four manually annotated tags: (1)driving experience (DE), (2) other'sbehavior (OB), (3) self-behavior (SB) and(4) subjectivity (SJ). In this paper, wedescribe the guidelines, corpusspecification and agreement analysisbetween annotators. We identified threedifficulties: the extended self, importantinformation, and voice in mind. Weconducted automatic annotation experimenton the corpus using Conditional RandomFields (CRF). The results indicated FScores of .768, .478, .534, and .749 for DE,OB, SB, and SJ, respectively, on the testset. Our error analysis reveals difficulties ininterpreting nominatives and recognizingfacts.
|出版ステータス||Published - 2018|
|イベント||32nd Pacific Asia Conference on Language, Information and Computation, PACLIC 2018 - Hong Kong, Hong Kong|
継続期間: 2018 12 1 → 2018 12 3
|Conference||32nd Pacific Asia Conference on Language, Information and Computation, PACLIC 2018|
|Period||18/12/1 → 18/12/3|
ASJC Scopus subject areas
- コンピュータ サイエンス（その他）