Improving Blog Polarity Classification via Topic Analysis and Adaptive Methods
Explore this paper's citation graph
Summary
It is found that results on blog are much worse than reviews and two methods to improve the performance on blogs are investigated and an adaptive method where classifiers from review data are trained and incorporate their hypothesis as features are adopted.
- Type
- article
- Published
- 2010-06-02
- Cited by
- 27
- References
- 16
- OpenAlex
- https://openalex.org/W18470130
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:9906546
Keywords
Polarity (international relations), Computer science, Sentiment analysis, Task (project management), Artificial intelligence
References
- Thumbs Up or Thumbs Down? Semantic Orientation Applied to Unsupervised Classification of Reviews
- Using Verbs and Adjectives to Automatically Classify Blog Sentiment
- Opinion retrieval from blogs
- Recognizing Contextual Polarity in Phrase-Level Sentiment Analysis
- Learning Extraction Patterns for Subjective Expressions
- Modeling online reviews with multi-grain topic models
- Automatic Sentiment Analysis in On-line Text
- Contextual Phrase-Level Polarity Analysis Using Lexical Affect Scoring and Syntactic N-Grams
- Domain Adaptation with Multiple Sources
- Discovering the Discriminative Views: Measuring Term Weights for Sentiment Analysis
- Mining and summarizing customer reviews
- Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification
- Seeing Stars: Exploiting Class Relationships for Sentiment Categorization with Respect to Rating Scales
- Thumbs up? Sentiment Classification using Machine Learning Techniques
- The Good, the Bad, and the Unknown: Morphosyllabic Sentiment Tagging of Unseen Words
- Thumbs Up or Thumbs Down? Semantic Orientation Applied to Unsupervised Classification of Reviews
- Using Verbs and Adjectives to Automatically Classify Blog Sentiment.
- Topic-Related Polarity Classification of Blog Sentences
Cited by
- Aspect-Oriented Sentiment Analysis of Customer Reviews Using Distant Supervision Techniques
- A Comparative Study on Linguistic Feature Selection in Sentiment Polarity Classification
- A Study of Dependency Features for Chinese Sentiment Classification
- Harnessing consumer reviews for marketing intelligence: a domain-adapted sentiment classification approach
- Learning a domain-independent classifier for effective sentiment classification: A gloss-based approach
- Improvisation of Experience of Indian Railways using Sentimental Analysis
- Estimating Sentiment via Probability and Information Theory
- Evaluative Language Beyond Bags of Words: Linguistic Insights and Computational Applications
- Sentiment Analysis and Opinion Mining
- Framework for Sentiment Classification for Morphologically Rich Languages: A Case Study for Sinhala
- Portuguese personal story analysis and detection in blogs
- Big Data Analysis for Personalized Health Activities: Machine Learning Processing for Automatic Keyword Extraction Approach
- CAN: Constrained Attention Networks for Multi-Aspect Sentiment Analysis
- ANALISIS SENTIMEN PADA TWITTER TERHADAP UIN RADEN FATAH MENGGUNAKAN SUPPORT VECTOR MACHINE
- Towards the Exploitation of Statistical Language Models for Sentiment Analysis of Twitter Posts
- Sentence Subjectivity and Sentiment Classification
- Opinion Mining on the Web 2.0 - Characteristics of User Generated Content and Their Impacts
- Sentiment Analysis: Aspect and Entity Extraction
- Document Sentiment Classification
- The Problem of Sentiment Analysis
Related papers
- Thumbs up? Sentiment Classification using Machine Learning Techniques
- Mining and summarizing customer reviews
- Measuring praise and criticism: Inference of semantic orientation from association
- Lexicon-Based Methods for Sentiment Analysis
- Recognizing Contextual Polarity in Phrase-Level Sentiment Analysis
- Examining the Role of Linguistic Knowledge Sources in the Automatic Identification and Classification of Reviews
- Mining the peanut gallery: opinion extraction and semantic classification of product reviews
- A Sentimental Education: Sentiment Analysis Using Subjectivity Summarization Based on Minimum Cuts
- Movie review mining and summarization
- Customizing Sentiment Classifiers to New Domains: a Case Study