A Literature Review of Domain Adaptation with Unlabeled Data
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[3] Walter Daelemans,et al. Using Domain Similarity for Performance Estimation , 2010, ACL 2010.
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[15] Hwee Tou Ng,et al. Estimating Class Priors in Domain Adaptation for Word Sense Disambiguation , 2006, ACL.
[16] Thorsten Joachims,et al. Transductive Inference for Text Classification using Support Vector Machines , 1999, ICML.
[17] Benno Stein,et al. Cross-Language Text Classification Using Structural Correspondence Learning , 2010, ACL.
[18] Qiang Yang,et al. Transfer Learning via Dimensionality Reduction , 2008, AAAI.
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[20] Jörg Tiedemann,et al. Context Adaptation in Statistical Machine Translation Using Models with Exponentially Decaying Cache , 2010, ACL 2010.
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[23] Songbo Tan,et al. Improving SCL Model for Sentiment-Transfer Learning , 2009, HLT-NAACL.
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[25] John Blitzer,et al. Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification , 2007, ACL.
[26] Vassilios Digalakis,et al. Speaker adaptation using constrained estimation of Gaussian mixtures , 1995, IEEE Trans. Speech Audio Process..
[27] Jun'ichi Tsujii,et al. Dependency Parsing and Domain Adaptation with LR Models and Parser Ensembles , 2007, EMNLP.
[28] Zoubin Ghahramani,et al. Combining active learning and semi-supervised learning using Gaussian fields and harmonic functions , 2003, ICML 2003.
[29] Massimiliano Ciaramita,et al. Adaptive Parameters for Entity Recognition with Perceptron HMMs , 2010 .
[30] Lei Shi,et al. Cross Language Text Classification by Model Translation and Semi-Supervised Learning , 2010, EMNLP.
[31] Giuseppe Carenini,et al. Domain Adaptation to Summarize Human Conversations , 2010 .
[32] Michael L. Littman,et al. Automatic Cross-Language Retrieval Using Latent Semantic Indexing , 1997 .
[33] Yong Yu,et al. Bridged Refinement for Transfer Learning , 2007, PKDD.
[34] ChengXiang Zhai,et al. Instance Weighting for Domain Adaptation in NLP , 2007, ACL.
[35] Michael I. Jordan,et al. On Spectral Clustering: Analysis and an algorithm , 2001, NIPS.
[36] Ivor W. Tsang,et al. Domain Adaptation via Transfer Component Analysis , 2009, IEEE Transactions on Neural Networks.
[37] Amos Storkey,et al. When Training and Test Sets are Different: Characterising Learning Transfer , 2013 .
[38] Thorsten Joachims,et al. Transductive Learning via Spectral Graph Partitioning , 2003, ICML.
[39] Hans-Peter Kriegel,et al. Integrating structured biological data by Kernel Maximum Mean Discrepancy , 2006, ISMB.
[40] Neil D. Lawrence,et al. Geometry of Covariate Shift with Applications to Active Learning , 2009 .
[41] Tom M. Mitchell,et al. Semi-Supervised Text Classification Using EM , 2006, Semi-Supervised Learning.
[42] Bhuvana Ramabhadran,et al. Discriminative training and unsupervised adaptation for labeling prosodic events with limited training data , 2010, INTERSPEECH.
[43] Bianca Zadrozny,et al. Learning and evaluating classifiers under sample selection bias , 2004, ICML.
[44] Mehryar Mohri,et al. Sample Selection Bias Correction Theory , 2008, ALT.
[45] Jun Zhao,et al. NLPR at Multilingual Opinion Analysis Task in NTCIR7 , 2008, NTCIR.
[46] Alexander Yates,et al. Open-Domain Semantic Role Labeling by Modeling Word Spans , 2010, ACL.
[47] Qiang Yang,et al. Translated Learning: Transfer Learning across Different Feature Spaces , 2008, NIPS.
[48] Hongbo Xu,et al. Adapting Naive Bayes to Domain Adaptation for Sentiment Analysis , 2009, ECIR.
[49] Shai Ben-David,et al. Detecting Change in Data Streams , 2004, VLDB.
[50] Ivor W. Tsang,et al. Extracting discriminative concepts for domain adaptation in text mining , 2009, KDD.
[51] D. Rubin,et al. Maximum likelihood from incomplete data via the EM - algorithm plus discussions on the paper , 1977 .
[52] Thorsten Joachims,et al. Detecting Concept Drift with Support Vector Machines , 2000, ICML.
[53] Qiang Yang,et al. Co-clustering based classification for out-of-domain documents , 2007, KDD '07.
[54] Bernhard Schölkopf,et al. A Kernel Method for the Two-Sample-Problem , 2006, NIPS.
[55] Li Lee,et al. A frequency warping approach to speaker normalization , 1998, IEEE Trans. Speech Audio Process..
[56] Ji Zhu,et al. A Method for Inferring Label Sampling Mechanisms in Semi-Supervised Learning , 2004, NIPS.
[57] Philip S. Yu,et al. An improved categorization of classifier's sensitivity on sample selection bias , 2005, Fifth IEEE International Conference on Data Mining (ICDM'05).
[58] Man Lung Yiu,et al. Group-by skyline query processing in relational engines , 2009, CIKM.
[59] Seong-Bae Park,et al. Coping with Distribution Change in the Same Domain Using Similarity-Based Instance Weighting , 2009, ACML.
[60] Yiming Yang,et al. Domain adaptation of translation models for multilingual applications , 2009 .
[61] T. Landauer,et al. Indexing by Latent Semantic Analysis , 1990 .
[62] Yoshua Bengio,et al. Semi-supervised Learning by Entropy Minimization , 2004, CAP.
[63] Songbo Tan,et al. Using unlabeled data to handle domain-transfer problem of semantic detection , 2008, SAC '08.
[64] Sunita Sarawagi,et al. Domain Adaptation of Conditional Probability Models Via Feature Subsetting , 2007, PKDD.
[65] Naftali Tishby,et al. The information bottleneck method , 2000, ArXiv.
[66] John C. Platt,et al. Translingual Document Representations from Discriminative Projections , 2010, EMNLP.
[67] Changshui Zhang,et al. Transferred Dimensionality Reduction , 2008, ECML/PKDD.
[68] Aleksander Kolcz,et al. Feature Weighting for Improved Classifier Robustness , 2009, CEAS 2009.
[69] Bhuvana Ramabhadran,et al. Unsupervised Model Adaptation using Information-Theoretic Criterion , 2010, HLT-NAACL.
[70] Fei Huang,et al. Exploring Representation-Learning Approaches to Domain Adaptation , 2010 .
[71] Joost N. Kok,et al. Knowledge Discovery in Databases: PKDD 2007, 11th European Conference on Principles and Practice of Knowledge Discovery in Databases, Warsaw, Poland, September 17-21, 2007, Proceedings , 2007, PKDD.
[72] Qiang Yang,et al. A Survey on Transfer Learning , 2010, IEEE Transactions on Knowledge and Data Engineering.
[73] Alexander Yates,et al. Distributional Representations for Handling Sparsity in Supervised Sequence-Labeling , 2009, ACL.
[74] Jiawei Han,et al. Knowledge transfer via multiple model local structure mapping , 2008, KDD.
[75] Bernhard Schölkopf,et al. Correcting Sample Selection Bias by Unlabeled Data , 2006, NIPS.
[76] Nello Cristianini,et al. Inferring a Semantic Representation of Text via Cross-Language Correlation Analysis , 2002, NIPS.
[77] Dan Klein,et al. Spectral Learning , 2003, IJCAI.
[78] John Blitzer,et al. Domain Adaptation with Structural Correspondence Learning , 2006, EMNLP.
[79] Eugene Charniak,et al. Automatic Domain Adaptation for Parsing , 2010, NAACL.
[80] Massih-Reza Amini,et al. Semi Supervised Logistic Regression , 2002, ECAI.
[81] Andreas Stolcke,et al. Integrating MAP, marginals, and unsupervised language model adaptation , 2007, INTERSPEECH.
[82] H. Shimodaira,et al. Improving predictive inference under covariate shift by weighting the log-likelihood function , 2000 .
[83] Motoaki Kawanabe,et al. Direct Importance Estimation with Model Selection and Its Application to Covariate Shift Adaptation , 2007, NIPS.
[84] Sean Borman,et al. The Expectation Maximization Algorithm A short tutorial , 2006 .
[85] Yishay Mansour,et al. Domain Adaptation with Multiple Sources , 2008, NIPS.
[86] Mark Hasegawa-Johnson,et al. Maximum mutual information estimation with unlabeled data for phonetic classification , 2008, INTERSPEECH.
[87] Gang Niu,et al. Transfer learning via multi-view principal component analysis , 2011 .
[88] Qiang Yang,et al. EigenTransfer: a unified framework for transfer learning , 2009, ICML '09.
[89] Xiaojun Wan,et al. Co-Training for Cross-Lingual Sentiment Classification , 2009, ACL.
[90] Wen Wang. Combining discriminative re-ranking and co-training for parsing Mandarin speech transcripts , 2009, 2009 IEEE International Conference on Acoustics, Speech and Signal Processing.
[91] Steffen Bickel,et al. Discriminative learning for differing training and test distributions , 2007, ICML '07.
[92] Qiang Yang,et al. Can chinese web pages be classified with english data source? , 2008, WWW.
[93] Philip C. Woodland,et al. Maximum likelihood linear regression for speaker adaptation of continuous density hidden Markov models , 1995, Comput. Speech Lang..
[94] Qiang Yang,et al. Cross-domain sentiment classification via spectral feature alignment , 2010, WWW '10.
[95] Yishay Mansour,et al. Learning Bounds for Importance Weighting , 2010, NIPS.
[96] Gary Geunbae Lee,et al. Semi-supervised Speech Act Recognition in Emails and Forums , 2009, EMNLP.
[97] J. Heckman. Sample selection bias as a specification error , 1979 .
[98] Mari Ostendorf,et al. Domain Adaptation with Unlabeled Data for Dialog Act Tagging , 2010 .
[99] Eugene Charniak,et al. Reranking and Self-Training for Parser Adaptation , 2006, ACL.
[100] Koby Crammer,et al. Learning Bounds for Domain Adaptation , 2007, NIPS.
[101] Rajat Raina,et al. Self-taught learning: transfer learning from unlabeled data , 2007, ICML '07.
[102] Michael I. Jordan,et al. Latent Dirichlet Allocation , 2001, J. Mach. Learn. Res..
[103] Le Song,et al. Colored Maximum Variance Unfolding , 2007, NIPS.
[104] Yishay Mansour,et al. Domain Adaptation: Learning Bounds and Algorithms , 2009, COLT.
[105] Renato De Mori,et al. A Cache-Based Natural Language Model for Speech Recognition , 1990, IEEE Trans. Pattern Anal. Mach. Intell..
[106] Mark Steedman,et al. Example Selection for Bootstrapping Statistical Parsers , 2003, NAACL.
[107] Kenji Sagae. Self-Training without Reranking for Parser Domain Adaptation and Its Impact on Semantic Role Labeling , 2010 .
[108] Koby Crammer,et al. Analysis of Representations for Domain Adaptation , 2006, NIPS.
[109] Brian Roark,et al. Unsupervised language model adaptation , 2003, 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03)..
[110] Miroslav Dudík,et al. Correcting sample selection bias in maximum entropy density estimation , 2005, NIPS.
[111] Masashi Sugiyama,et al. Binary Classification under Sample Selection Bias , 2009 .
[112] Kilian Q. Weinberger,et al. Learning a kernel matrix for nonlinear dimensionality reduction , 2004, ICML.
[113] Qiang Yang,et al. Topic-bridged PLSA for cross-domain text classification , 2008, SIGIR '08.
[114] Yong Yu,et al. Knowledge Transferring Via Implicit Link Analysis , 2008, DASFAA.
[115] Rie Kubota Ando,et al. Exploiting Unannotated Corpora for Tagging and Chunking , 2004, ACL.
[116] Philip S. Yu,et al. Type-Independent Correction of Sample Selection Bias via Structural Discovery and Re-balancing , 2008, SDM.
[117] Masashi Sugiyama,et al. Direct Density Ratio Estimation for Large-scale Covariate Shift Adaptation , 2009, J. Inf. Process..
[118] Steffen Bickel,et al. Dirichlet-Enhanced Spam Filtering based on Biased Samples , 2006, NIPS.
[119] Manuel A. Sánchez-Montañés,et al. A New Learning Strategy for Classification Problems with Different Training and Test Distributions , 2007, IWANN.
[120] John Blitzer,et al. Frustratingly Hard Domain Adaptation for Dependency Parsing , 2007, EMNLP.
[121] Qiang Yang,et al. Transferring Naive Bayes Classifiers for Text Classification , 2007, AAAI.