A Topic Model for Building Fine-grained Domain-specific Emotion Lexicon

Emotion lexicons play a crucial role in sentiment analysis and opinion mining. In this paper, we propose a novel Emotion-aware LDA (EaLDA) model to build a domainspecific lexicon for predefined emotions that include anger, disgust, fear, joy, sadness, surprise. The model uses a minimal set of domain-independent seed words as prior knowledge to discover a domainspecific lexicon, learning a fine-grained emotion lexicon much richer and adaptive to a specific domain. By comprehensive experiments, we show that our model can generate a high-quality fine-grained domain-specific emotion lexicon.

• Publication year

  2014

• Venue

  Annual Meeting of the Association for Computational Linguistics

• Publication date

  2014-06-01

• Fields of study

  Computer Science

• Identifiers
  DOI 10.3115/v1/P14-2069
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Lexicon construction: A topic model approach

  2012cited by this paper
• BuildingWord-Emotion Mapping Dictionary for Online News

  2012cited by this paper
• Robust Sentiment Detection on Twitter from Biased and Noisy Data

  2010cited by this paper
• SentiWordNet 3.0: An Enhanced Lexical Resource for Sentiment Analysis and Opinion Mining

  2010cited by this paper
• Latent Dirichlet Allocation

  2009cited by this paper
• The language of emotion in short blog texts

  2008cited by this paper
• SemEval-2007 Task 14: Affective Text

  2007cited by this paper
• SENTIWORDNET: A Publicly Available Lexical Resource for Opinion Mining

  2006cited by this paper
• Hownet And The Computation Of Meaning

  2006cited by this paper
• Creating Subjective and Objective Sentence Classifiers from Unannotated Texts

  2005cited by this paper
• Recognizing Contextual Polarity in Phrase-Level Sentiment Analysis

  2005cited by this paper
• UvA-DARE ( Digital Academic Repository ) Using WordNet to measure semantic orientations of adjectives

  2004cited by this paper
• WordNet Affect: an Affective Extension of WordNet

  2004cited by this paper
• Mining and summarizing customer reviews

  2004cited by this paper
• Measuring praise and criticism: Inference of semantic orientation from association

  2003cited by this paper
• WordNet: A Lexical Database for English

  1995cited by this paper
• The general inquirer: A computer approach to content analysis.

  1967cited by this paper

• Aspect-Level sentiment analysis based on fusion graph double convolutional neural networks

  2024cites this paper
• The Public Sentiment Analysis of Double Reduction Policy on Weibo Platform

  2022cites this paper
• EmoMix+: An Approach of Depression Detection Based on Emotion Lexicon for Mobile Application

  2022cites this paper
• Analysis of Issues Based on Disaster Type Using Text Mining and a Semantic Network

  2021cites this paper
• Weakly supervised prototype topic model with discriminative seed words: modifying the category prior by self-exploring supervised signals

  2021cites this paper
• LexTex: a framework to generate lexicons using WordNet word senses in domain specific categories

  2021cites this paper
• Topic Sentiment Analysis in Online Learning Community from College Students

  2020cites this paper
• Towards a Tweet Analysis System to Study Human Needs During COVID-19 Pandemic

  2020cites this paper
• Clue Extraction for Fine-Grained Emotion Analysis

  2020cites this paper
• Detecting Domain Polarity-Changes of Words in a Sentiment Lexicon

  2020cites this paper
• EmoMix: Building an Emotion Lexicon for Compound Emotion Analysis

  2019cites this paper
• Emotion Detection in Persian Text; A Machine Learning Model

  2019cites this paper
• Capsule Network With Identifying Transferable Knowledge for Cross-Domain Sentiment Classification

  2019cites this paper
• Sentiment Lexicon Construction With Hierarchical Supervision Topic Model

  2019cites this paper
• Text-Based Analysis of Emotion by Considering Tweets

  2018cites this paper
• Cross-Lingual Emotion Classification with Auxiliary and Attention Neural Networks

  2018cites this paper
• Ensemble of Neural Networks with Sentiment Words Translation for Code-Switching Emotion Detection

  2018cites this paper
• Emotion Analysis for the Upcoming Response in Open-Domain Human-Computer Conversation

  2018cites this paper
• Cross-Domain Sentiment Classification by Capsule Network With Semantic Rules

  2018cites this paper
• Emotion‐aware polarity lexicons for Twitter sentiment analysis

  2018cites this paper
• Domain-specific lexicon generation for emotion detection from text

  2018influential citation
• Joint Emoji Classification and Embedding Learning

  2017cites this paper
• Lexicon based feature extraction for emotion text classification

  2017cites this paper
• A Question Answering Approach for Emotion Cause Extraction

  2017cites this paper
• Emotion Analysis in Code-Switching Text With Joint Factor Graph Model

  2017cites this paper
• Task-oriented keyphrase extraction from social media

  2017cites this paper
• Lexicon Generation for Emotion Detection from Text

  2017cites this paper
• Sentiment Lexicon Expansion Based on Neural PU Learning, Double Dictionary Lookup, and Polarity Association

  2017cites this paper
• An ensemble approach for emotion cause detection with event extraction and multi-kernel SVMs

  2017cites this paper
• Identifying and Tracking Sentiments and Topics from Social Media Texts during Natural Disasters

  2017cites this paper
• Construction semi-automatique de ressources pour la fouille d'opinion. (Semi-automatic acquisition of opinion mining resources)

  2017cites this paper
• Interest Profiling for Security Monitoring and Forensic Investigation

  2016cites this paper
• A Bilingual Attention Network for Code-switched Emotion Prediction

  2016cites this paper
• Corpus Fusion for Emotion Classification

  2016cites this paper
• Event-Driven Emotion Cause Extraction with Corpus Construction

  2016cites this paper
• Discovering Author Interest Evolution in Topic Modeling

  2016cites this paper
• Build Emotion Lexicon from Microblogs by Combining Effects of Seed Words and Emoticons in a Heterogeneous Graph

  2015cites this paper
• Emotion in Code-switching Texts: Corpus Construction and Analysis

  2015cites this paper
• Exploitation de lexiques pour la catégorisation fine d'émotions, de sentiments et d'opinions

  2015cites this paper
• Multi-view learning for emotion detection in code-switching texts

  2015cites this paper
• Ordering-Sensitive and Semantic-Aware Topic Modeling

  2015cites this paper