NLPExplorer

Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification

John Blitzer | Mark Dredze | Fernando Pereira |

Paper Details:

Month: June
Year: 2007
Location: Prague, Czech Republic
Venue: ACL |

Citations

URL

Automatic Seed Word Selection for Unsupervised Sentiment Classification of Chinese Text
Taras Zagibalov | John Carroll |

Multilingual Subjectivity: Are More Languages Better?
Carmen Banea | Rada Mihalcea | Janyce Wiebe |

Active Deep Networks for Semi-Supervised Sentiment Classification
Shusen Zhou | Qingcai Chen | Xiaolong Wang |

Reducing Over-Weighting in Supervised Term Weighting for Sentiment Analysis
Haibing Wu | Xiaodong Gu |

Sentiment Classification with Graph Co-Regularization
Guangyou Zhou | Jun Zhao | Daojian Zeng |

Hybrid Deep Belief Networks for Semi-supervised Sentiment Classification
Shusen Zhou | Qingcai Chen | Xiaolong Wang | Xiaoling Li |

Learning to Distill: The Essence Vector Modeling Framework
Kuan-Yu Chen | Shih-Hung Liu | Berlin Chen | Hsin-Min Wang |

Towards Sub-Word Level Compositions for Sentiment Analysis of Hindi-English Code Mixed Text
Aditya Joshi | Ameya Prabhu | Manish Shrivastava | Vasudeva Varma |

SenticNet 4: A Semantic Resource for Sentiment Analysis Based on Conceptual Primitives
Erik Cambria | Soujanya Poria | Rajiv Bajpai | Bjoern Schuller |

Leveraging Multiple Domains for Sentiment Classification
Fan Yang | Arjun Mukherjee | Yifan Zhang |

Projecting Embeddings for Domain Adaption: Joint Modeling of Sentiment Analysis in Diverse Domains
Jeremy Barnes | Roman Klinger | Sabine Schulte im Walde |

Transfer Learning for Entity Recognition of Novel Classes
Juan Diego Rodriguez | Adam Caldwell | Alexander Liu |

Aff2Vec: Affect–Enriched Distributional Word Representations
Sopan Khosla | Niyati Chhaya | Kushal Chawla |

Using Bilingual Knowledge and Ensemble Techniques for Unsupervised Chinese Sentiment Analysis
Xiaojun Wan |

Online Methods for Multi-Domain Learning and Adaptation
Mark Dredze | Koby Crammer |

Multi-Class Confidence Weighted Algorithms
Koby Crammer | Mark Dredze | Alex Kulesza |

Topic-wise, Sentiment-wise, or Otherwise? Identifying the Hidden Dimension for Unsupervised Text Classification
Sajib Dasgupta | Vincent Ng |

Adapting a Polarity Lexicon using Integer Linear Programming for Domain-Specific Sentiment Classification
Yejin Choi | Claire Cardie |

We’re Not in Kansas Anymore: Detecting Domain Changes in Streams
Mark Dredze | Tim Oates | Christine Piatko |

Extracting Opinion Targets in a Single and Cross-Domain Setting with Conditional Random Fields
Niklas Jakob | Iryna Gurevych |

Active Learning for Imbalanced Sentiment Classification
Shoushan Li | Shengfeng Ju | Guodong Zhou | Xiaojun Li |

Do Neighbours Help? An Exploration of Graph-based Algorithms for Cross-domain Sentiment Classification
Natalia Ponomareva | Mike Thelwall |

Multi-Domain Learning: When Do Domains Matter?
Mahesh Joshi | Mark Dredze | William W. Cohen | Carolyn Rosé |

Learning Latent Word Representations for Domain Adaptation using Supervised Word Clustering
Min Xiao | Feipeng Zhao | Yuhong Guo |

Semi-Supervised Representation Learning for Cross-Lingual Text Classification
Min Xiao | Yuhong Guo |

Convolutional Sentence Kernel from Word Embeddings for Short Text Categorization
Jonghoon Kim | François Rousseau | Michalis Vazirgiannis |

JEAM: A Novel Model for Cross-Domain Sentiment Classification Based on Emotion Analysis
Kun-Hu Luo | Zhi-Hong Deng | Hongliang Yu | Liang-Chen Wei |

Deep Multi-Task Learning with Shared Memory for Text Classification
Pengfei Liu | Xipeng Qiu | Xuanjing Huang |

Learning Sentence Embeddings with Auxiliary Tasks for Cross-Domain Sentiment Classification
Jianfei Yu | Jing Jiang |

A General Regularization Framework for Domain Adaptation
Wei Lu | Hai Leong Chieu | Jonathan Löfgren |

Regularizing Text Categorization with Clusters of Words
Konstantinos Skianis | François Rousseau | Michalis Vazirgiannis |

Learning to select data for transfer learning with Bayesian Optimization
Sebastian Ruder | Barbara Plank |

Towards a Universal Sentiment Classifier in Multiple languages
Kui Xu | Xiaojun Wan |

Deep Pivot-Based Modeling for Cross-language Cross-domain Transfer with Minimal Guidance
Yftah Ziser | Roi Reichart |

Improving the results of string kernels in sentiment analysis and Arabic dialect identification by adapting them to your test set
Radu Tudor Ionescu | Andrei M. Butnaru |

Card-660: Cambridge Rare Word Dataset - a Reliable Benchmark for Infrequent Word Representation Models
Mohammad Taher Pilehvar | Dimitri Kartsaklis | Victor Prokhorov | Nigel Collier |

Memory, Show the Way: Memory Based Few Shot Word Representation Learning
Jingyuan Sun | Shaonan Wang | Chengqing Zong |

Adaptive Semi-supervised Learning for Cross-domain Sentiment Classification
Ruidan He | Wee Sun Lee | Hwee Tou Ng | Daniel Dahlmeier |

Multi-Source Domain Adaptation with Mixture of Experts
Jiang Guo | Darsh Shah | Regina Barzilay |

Structural Correspondence Learning for Parse Disambiguation
Barbara Plank |

Graph Based Sentiment Aggregation using ConceptNet Ontology
Srikanth Tamilselvam | Seema Nagar | Abhijit Mishra | Kuntal Dey |

Leveraging Auxiliary Tasks for Document-Level Cross-Domain Sentiment Classification
Jianfei Yu | Jing Jiang |

Bilingual Co-Training for Sentiment Classification of Chinese Product Reviews
Xiaojun Wan |

Relational Features in Fine-Grained Opinion Analysis
Richard Johansson | Alessandro Moschitti |

Last Words: On the Problem of Theoretical Terms in Empirical Computational Linguistics
Stefan Riezler |

Feature-Frequency–Adaptive On-line Training for Fast and Accurate Natural Language Processing
Xu Sun | Wenjie Li | Houfeng Wang | Qin Lu |

An Iterative Similarity based Adaptation Technique for Cross-domain Text Classification
Himanshu Sharad Bhatt | Deepali Semwal | Shourya Roy |

Neural Domain Adaptation for Biomedical Question Answering
Georg Wiese | Dirk Weissenborn | Mariana Neves |

Learning from Domain Complexity
Robert Remus | Dominique Ziegelmayer |

Evaluation of different strategies for domain adaptation in opinion mining
Anne Garcia-Fernandez | Olivier Ferret | Marco Dinarelli |

DRANZIERA: An Evaluation Protocol For Multi-Domain Opinion Mining
Mauro Dragoni | Andrea Tettamanzi | Célia da Costa Pereira |

Domain Adaptation for Named Entity Recognition Using CRFs
Tian Tian | Marco Dinarelli | Isabelle Tellier | Pedro Dias Cardoso |

Reliable Baselines for Sentiment Analysis in Resource-Limited Languages: The Serbian Movie Review Dataset
Vuk Batanović | Boško Nikolić | Milan Milosavljević |

MultiBooked: A Corpus of Basque and Catalan Hotel Reviews Annotated for Aspect-level Sentiment Classification
Jeremy Barnes | Toni Badia | Patrik Lambert |

Building a Sentiment Corpus of Tweets in Brazilian Portuguese
Henrico Brum | Maria das Graças Volpe Nunes |

An Iterative Reinforcement Approach for Fine-Grained Opinion Mining
Weifu Du | Songbo Tan |

For a few dollars less: Identifying review pages sans human labels
Luciano Barbosa | Ravi Kumar | Bo Pang | Andrew Tomkins |

Improving Blog Polarity Classification via Topic Analysis and Adaptive Methods
Feifan Liu | Dong Wang | Bin Li | Yang Liu |

An Unsupervised Aspect-Sentiment Model for Online Reviews
Samuel Brody | Noemie Elhadad |

Context-Enhanced Citation Sentiment Detection
Awais Athar | Simone Teufel |

Training Parsers on Incompatible Treebanks
Richard Johansson |

What’s in a Domain? Multi-Domain Learning for Multi-Attribute Data
Mahesh Joshi | Mark Dredze | William W. Cohen | Carolyn P. Rosé |

Effective Use of Word Order for Text Categorization with Convolutional Neural Networks
Rie Johnson | Tong Zhang |

Unsupervised Multi-Domain Adaptation with Feature Embeddings
Yi Yang | Jacob Eisenstein |

Learning Domain Representation for Multi-Domain Sentiment Classification
Qi Liu | Yue Zhang | Jiangming Liu |

Pivot Based Language Modeling for Improved Neural Domain Adaptation
Yftah Ziser | Roi Reichart |

What’s in a Domain? Learning Domain-Robust Text Representations using Adversarial Training
Yitong Li | Timothy Baldwin | Trevor Cohn |

Learning Word Embeddings for Data Sparse and Sentiment Rich Data Sets
Prathusha Kameswara Sarma |

When Specialists and Generalists Work Together: Overcoming Domain Dependence in Sentiment Tagging
Alina Andreevskaia | Sabine Bergler |

Active Learning with Confidence
Mark Dredze | Koby Crammer |

Multi-domain Sentiment Classification
Shoushan Li | Chengqing Zong |

Co-Training for Cross-Lingual Sentiment Classification
Xiaojun Wan |

A Non-negative Matrix Tri-factorization Approach to Sentiment Classification with Lexical Prior Knowledge
Tao Li | Yi Zhang | Vikas Sindhwani |

A Framework of Feature Selection Methods for Text Categorization
Shoushan Li | Rui Xia | Chengqing Zong | Chu-Ren Huang |

Mine the Easy, Classify the Hard: A Semi-Supervised Approach to Automatic Sentiment Classification
Sajib Dasgupta | Vincent Ng |

Graph Ranking for Sentiment Transfer
Qiong Wu | Songbo Tan | Xueqi Cheng |

Employing Personal/Impersonal Views in Supervised and Semi-Supervised Sentiment Classification
Shoushan Li | Chu-Ren Huang | Guodong Zhou | Sophia Yat Mei Lee |

Creating Robust Supervised Classifiers via Web-Scale N-Gram Data
Shane Bergsma | Emily Pitler | Dekang Lin |

Cross-Language Text Classification Using Structural Correspondence Learning
Peter Prettenhofer | Benno Stein |

A Study of Information Retrieval Weighting Schemes for Sentiment Analysis
Georgios Paltoglou | Mike Thelwall |

Cross Lingual Adaptation: An Experiment on Sentiment Classifications
Bin Wei | Christopher Pal |

Last but Definitely Not Least: On the Role of the Last Sentence in Automatic Polarity-Classification
Israela Becker | Vered Aharonson |

Automatically Generating Annotator Rationales to Improve Sentiment Classification
Ainur Yessenalina | Yejin Choi | Claire Cardie |

Learning Better Data Representation Using Inference-Driven Metric Learning
Paramveer S. Dhillon | Partha Pratim Talukdar | Koby Crammer |

Domain Adaptation by Constraining Inter-Domain Variability of Latent Feature Representation
Ivan Titov |

Automatically Extracting Polarity-Bearing Topics for Cross-Domain Sentiment Classification
Yulan He | Chenghua Lin | Harith Alani |

Using Multiple Sources to Construct a Sentiment Sensitive Thesaurus for Cross-Domain Sentiment Classification
Danushka Bollegala | David Weir | John Carroll |

Sentiment Analysis of Citations using Sentence Structure-Based Features
Awais Athar |

Information-theoretic Multi-view Domain Adaptation
Pei Yang | Wei Gao | Qi Tan | Kam-Fai Wong |

Scaling Semi-supervised Naive Bayes with Feature Marginals
Michael Lucas | Doug Downey |

The Haves and the Have-Nots: Leveraging Unlabelled Corpora for Sentiment Analysis
Kashyap Popat | Balamurali A.R | Pushpak Bhattacharyya | Gholamreza Haffari |

Utterance-Level Multimodal Sentiment Analysis
Verónica Pérez-Rosas | Rada Mihalcea | Louis-Philippe Morency |

An annotated corpus of quoted opinions in news articles
Tim O’Keefe | James R. Curran | Peter Ashwell | Irena Koprinska |

Co-Regression for Cross-Language Review Rating Prediction
Xiaojun Wan |

Learning to Predict Distributions of Words Across Domains
Danushka Bollegala | David Weir | John Carroll |

Robust Domain Adaptation for Relation Extraction via Clustering Consistency
Minh Luan Nguyen | Ivor W. Tsang | Kian Ming A. Chai | Hai Leong Chieu |

Improving Citation Polarity Classification with Product Reviews
Charles Jochim | Hinrich Schütze |

Employing Word Representations and Regularization for Domain Adaptation of Relation Extraction
Thien Huu Nguyen | Ralph Grishman |

Fast Easy Unsupervised Domain Adaptation with Marginalized Structured Dropout
Yi Yang | Jacob Eisenstein |

Bayesian Kernel Methods for Natural Language Processing
Daniel Beck |

Semantic Representations for Domain Adaptation: A Case Study on the Tree Kernel-based Method for Relation Extraction
Thien Huu Nguyen | Barbara Plank | Ralph Grishman |

Unsupervised Cross-Domain Word Representation Learning
Danushka Bollegala | Takanori Maehara | Ken-ichi Kawarabayashi |

Demographic Factors Improve Classification Performance
Dirk Hovy |

Co-training for Semi-supervised Sentiment Classification Based on Dual-view Bags-of-words Representation
Rui Xia | Cheng Wang | Xin-Yu Dai | Tao Li |

Semi-Stacking for Semi-supervised Sentiment Classification
Shoushan Li | Lei Huang | Jingjing Wang | Guodong Zhou |

Lifelong Learning for Sentiment Classification
Zhiyuan Chen | Nianzu Ma | Bing Liu |

Bi-Transferring Deep Neural Networks for Domain Adaptation
Guangyou Zhou | Zhiwen Xie | Jimmy Xiangji Huang | Tingting He |

Cross-domain Text Classification with Multiple Domains and Disparate Label Sets
Himanshu Sharad Bhatt | Manjira Sinha | Shourya Roy |

Adversarial Multi-task Learning for Text Classification
Pengfei Liu | Xipeng Qiu | Xuanjing Huang |

Domain Attention with an Ensemble of Experts
Young-Bum Kim | Karl Stratos | Dongchan Kim |

Active Sentiment Domain Adaptation
Fangzhao Wu | Yongfeng Huang | Jun Yan |

Universal Language Model Fine-tuning for Text Classification
Jeremy Howard | Sebastian Ruder |

Modeling and Prediction of Online Product Review Helpfulness: A Survey
Gerardo Ocampo Diaz | Vincent Ng |

On the Limitations of Unsupervised Bilingual Dictionary Induction
Anders Søgaard | Sebastian Ruder | Ivan Vulić |

Strong Baselines for Neural Semi-Supervised Learning under Domain Shift
Sebastian Ruder | Barbara Plank |

Learning Domain-Sensitive and Sentiment-Aware Word Embeddings
Bei Shi | Zihao Fu | Lidong Bing | Wai Lam |

Cross-Domain Sentiment Classification with Target Domain Specific Information
Minlong Peng | Qi Zhang | Yu-gang Jiang | Xuanjing Huang |

A Helping Hand: Transfer Learning for Deep Sentiment Analysis
Xin Dong | Gerard de Melo |

Towards Robust and Privacy-preserving Text Representations
Yitong Li | Timothy Baldwin | Trevor Cohn |

Examining Temporality in Document Classification
Xiaolei Huang | Michael J. Paul |

Exploiting Social Network Structure for Person-to-Person Sentiment Analysis
Robert West | Hristo S. Paskov | Jure Leskovec | Christopher Potts |

Replicability Analysis for Natural Language Processing: Testing Significance with Multiple Datasets
Rotem Dror | Gili Baumer | Marina Bogomolov | Roi Reichart |

Aspect-augmented Adversarial Networks for Domain Adaptation
Yuan Zhang | Regina Barzilay | Tommi Jaakkola |

Bootstrap Domain-Specific Sentiment Classifiers from Unlabeled Corpora
Andrius Mudinas | Dell Zhang | Mark Levene |

DLIREC: Aspect Term Extraction and Term Polarity Classification System
Zhiqiang Toh | Wenting Wang |

NLANGP: Supervised Machine Learning System for Aspect Category Classification and Opinion Target Extraction
Zhiqiang Toh | Jian Su |

SHELLFBK: An Information Retrieval-based System For Multi-Domain Sentiment Analysis
Mauro Dragoni |

NLANGP at SemEval-2016 Task 5: Improving Aspect Based Sentiment Analysis using Neural Network Features
Zhiqiang Toh | Jian Su |

UWB at SemEval-2016 Task 5: Aspect Based Sentiment Analysis
Tomáš Hercig | Tomáš Brychcín | Lukáš Svoboda | Michal Konkol |

NEUROSENT-PDI at SemEval-2018 Task 1: Leveraging a Multi-Domain Sentiment Model for Inferring Polarity in Micro-blog Text
Mauro Dragoni |

psyML at SemEval-2018 Task 1: Transfer Learning for Sentiment and Emotion Analysis
Grace Gee | Eugene Wang |

NEUROSENT-PDI at SemEval-2018 Task 3: Understanding Irony in Social Networks Through a Multi-Domain Sentiment Model
Mauro Dragoni |

Solving Feature Sparseness in Text Classification using Core-Periphery Decomposition
Xia Cui | Sadamori Kojaku | Naoki Masuda | Danushka Bollegala |

Small Statistical Models by Random Feature Mixing
Kuzman Ganchev | Mark Dredze |

A Comparison of Structural Correspondence Learning and Self-training for Discriminative Parse Selection
Barbara Plank |

Discriminative Models for Semi-Supervised Natural Language Learning
Sajib Dasgupta | Vincent Ng |

Domain Adaptation meets Active Learning
Piyush Rai | Avishek Saha | Hal Daumé | Suresh Venkatasubramanian |

Creating Speech and Language Data With Amazon’s Mechanical Turk
Chris Callison-Burch | Mark Dredze |

Grammar-Driven versus Data-Driven: Which Parsing System Is More Affected by Domain Shifts?
Barbara Plank | Gertjan van Noord |

Adaptive Parameters for Entity Recognition with Perceptron HMMs
Massimiliano Ciaramita | Olivier Chapelle |

Using Domain Similarity for Performance Estimation
Vincent Van Asch | Walter Daelemans |

Domain Adaptation with Unlabeled Data for Dialog Act Tagging
Anna Margolis | Karen Livescu | Mari Ostendorf |

A Comparative Study of Bayesian Models for Unsupervised Sentiment Detection
Chenghua Lin | Yulan He | Richard Everson |

Improved Natural Language Learning via Variance-Regularization Support Vector Machines
Shane Bergsma | Dekang Lin | Dale Schuurmans |

Filling the Gap: Semi-Supervised Learning for Opinion Detection Across Domains
Ning Yu | Sandra Kübler |

An Annotation Scheme for Automated Bias Detection in Wikipedia
Livnat Herzig | Alex Nunes | Batia Snir |

Instance Level Transfer Learning for Cross Lingual Opinion Analysis
Ruifeng Xu | Jun Xu | Xiaolong Wang |

Examining the Impacts of Dialogue Content and System Automation on Affect Models in a Spoken Tutorial Dialogue System
Joanna Drummond | Diane Litman |

Mining wisdom
Anders Søgaard |

Active Learning with Transfer Learning
Chunyong Luo | Yangsheng Ji | Xinyu Dai | Jiajun Chen |

Opinum: statistical sentiment analysis for opinion classification
Boyan Bonev | Gema Ramírez-Sánchez | Sergio Ortiz Rojas |

Cross-discourse Development of Supervised Sentiment Analysis in the Clinical Domain
Phillip Smith | Mark Lee |

Detection of Implicit Citations for Sentiment Detection
Awais Athar | Simone Teufel |

Sentiment Classification using Rough Set based Hybrid Feature Selection
Basant Agarwal | Namita Mittal |

Aspect Term Extraction for Sentiment Analysis: New Datasets, New Evaluation Measures and an Improved Unsupervised Method
John Pavlopoulos | Ion Androutsopoulos |

Robust Cross-Domain Sentiment Analysis for Low-Resource Languages
Jakob Elming | Barbara Plank | Dirk Hovy |

Dive deeper: Deep Semantics for Sentiment Analysis
Nikhilkumar Jadhav | Pushpak Bhattacharyya |

Analysing domain suitability of a sentiment lexicon by identifying distributionally bipolar words
Lucie Flekova | Daniel Preoţiuc-Pietro | Eugen Ruppert |

Domain Adaptation of Polarity Lexicon combining Term Frequency and Bootstrapping
Salud María Jiménez-Zafra | Maite Martin | M. Dolores Molina-Gonzalez | L. Alfonso Ureña-López |

Meaning Matters: Senses of Words are More Informative than Words for Cross-domain Sentiment Analysis
Raksha Sharma | Sudha Bhingardive | Pushpak Bhattacharyya |

Potential and Limitations of Cross-Domain Sentiment Classification
Jan Milan Deriu | Martin Weilenmann | Dirk Von Gruenigen | Mark Cieliebak |

Multi-task Domain Adaptation for Sequence Tagging
Nanyun Peng | Mark Dredze |

A Dataset and Classifier for Recognizing Social Media English
Su Lin Blodgett | Johnny Wei | Brendan O’Connor |

A Pilot Study of Domain Adaptation Effect for Neural Abstractive Summarization
Xinyu Hua | Lu Wang |

Neural Regularized Domain Adaptation for Chinese Word Segmentation
Zuyi Bao | Si Li | Weiran Xu | Sheng Gao |

Extracting word lists for domain-specific implicit opinions from corpora
Núria Bertomeu Castelló | Manfred Stede |

Fusing Document, Collection and Label Graph-based Representations with Word Embeddings for Text Classification
Konstantinos Skianis | Fragkiskos Malliaros | Michalis Vazirgiannis |

Domain Adapted Word Embeddings for Improved Sentiment Classification
Prathusha Kameswara Sarma | Yingyu Liang | Bill Sethares |

Orthogonal Matching Pursuit for Text Classification
Konstantinos Skianis | Nikolaos Tziortziotis | Michalis Vazirgiannis |

Using Author Embeddings to Improve Tweet Stance Classification
Adrian Benton | Mark Dredze |

Sentiment analysis under temporal shift
Jan Lukes | Anders Søgaard |

Hybrid Method of Semi-supervised Learning and Feature Weighted Learning for Domain Adaptation of Document Classification
Hiroyuki Shinnou | Liying Xiao | Minoru Sasaki | Kanako Komiya |

Field Of Study

Linguistic Trends

Discourse

Task

Tagging Sentiment Analysis

Approach

Structured Prediction

Language

English

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