Exploring Emotional Words for Chinese Document Chief Emotion Analysis
نویسندگان
چکیده
In this study, we develop a document emotion analysis model by making use of the function of emotional words annotation. Eight basic emotion categories have been selected, including Expect, Joy, Love, Surprise, Anxiety, Sorrow, Anger and Hate, for both the word and the document level emotion analysis. We introduce two parameters, term relevance and term frequency, to evaluate the relations between the word emotions and the document emotions. Promising experimental results reveal the effectiveness of our document emotion analysis model under different emotion situations.
منابع مشابه
Construction of a Blog Emotion Corpus for Chinese Emotional Expression Analysis
There is plenty of evidence that emotion analysis has many valuable applications. In this study a blog emotion corpus is constructed for Chinese emotional expression analysis. This corpus contains manual annotation of eight emotional categories (expect, joy, love, surprise, anxiety, sorrow, angry and hate), emotion intensity, emotion holder/target, emotional word/phrase, degree word, negative w...
متن کاملEncoding emotion in Chinese: a database of Chinese emotion words with information of emotion type, intensity, and valence
Despite the increasing interest in emotion and sentiment analysis in Chinese text, the field lacks reliable, normative ratings of the emotional content and valence of Chinese emotion words. This paper reports the first large-scale survey of average language users’ judgment of perceived emotion type (e.g., ANGER, HAPPINESS), emotional intensity, and valence (e.g., POSITIVE, NEGATIVE) of Chinese ...
متن کاملExploring the Importance of Modification Relation for Emotional Keywords Annotation and Emotion Types Recognition
In this study, we make a scheme to explore the importance of modification relation for the emotional keywords annotation and emotion types recognition. We extract three modification features which are degree words, negative words and conjunctions from the Chinese emotion corpus named Ren-CECps. Beside word and part-ofspeech, three modification relations are adopted as feature in this study. We ...
متن کاملEmotion Talk in Mother-Child Conversations of the Shared Past: The Effects of Culture, Gender, and Event Valence
We examined how mother–child emotional reminiscing is affected by culture, gender, and the valence of the event. Thirty-one Euro-American and 30 Chinese middle-class mothers and their 3-year-old children discussed 1 highly positive and 1 highly negative experience. Mothers and children in both cultures used a greater variety of negative emotion words than positive emotion words and were more li...
متن کاملProbing the structure and typicality of Chinese emotion words using Neural Networks
Previous studies on the structure of emotion concepts often use multidimensional scaling (MDS) or other clustering methods to plot different emotion words upon 2D space or dendrogram, representing each emotion as a point or branch within the structure, and the categories of emotions are determined accordingly. Although there seems to offer the conceptual representations of typical or atypical e...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2011