Cross-domain sentiment classification via spectral feature alignment
Proceedings of the 19th international conference on World wide web
Transfer metric learning by learning task relationships
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Three challenges in data mining
Frontiers of Computer Science in China
Negative training data can be harmful to text classification
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
A robust semi-supervised classification method for transfer learning
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Transfer incremental learning for pattern classification
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Review Article: Stable feature selection for biomarker discovery
Computational Biology and Chemistry
Hybrid active learning for cross-domain video concept detection
Proceedings of the international conference on Multimedia
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Semi-supervised projection clustering with transferred centroid regularization
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Human attributes from 3D pose tracking
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Unsupervised selective transfer learning for object recognition
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Interactive event search through transfer learning
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Subkilometer crater discovery with boosting and transfer learning
ACM Transactions on Intelligent Systems and Technology (TIST)
A transfer approach to detecting disease reporting events in blog social media
Proceedings of the 22nd ACM conference on Hypertext and hypermedia
Cross-domain activity recognition via transfer learning
Pervasive and Mobile Computing
Transfer latent variable model based on divergence analysis
Pattern Recognition
Grammatical error correction with alternating structure optimization
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
From bias to opinion: a transfer-learning approach to real-time sentiment analysis
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Multi-source domain adaptation and its application to early detection of fatigue
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Active learning with multiple annotations for comparable data classification task
BUCC '11 Proceedings of the 4th Workshop on Building and Using Comparable Corpora: Comparable Corpora and the Web
Domain selection and adaptation in smart homes
ICOST'11 Proceedings of the 9th international conference on Toward useful services for elderly and people with disabilities: smart homes and health telematics
Topic graph based non-negative matrix factorization for transfer learning
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Adaptive boosting for transfer learning using dynamic updates
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Constrained logistic regression for discriminative pattern mining
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Focused multi-task learning using gaussian processes
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Transfer learning with adaptive regularizers
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Compact coding for hyperplane classifiers in heterogeneous environment
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Feature selection for transfer learning
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Cross-Lingual Adaptation Using Structural Correspondence Learning
ACM Transactions on Intelligent Systems and Technology (TIST)
Ranking function adaptation with boosting trees
ACM Transactions on Information Systems (TOIS)
Recent advances and trends in visual tracking: A review
Neurocomputing
A pseudo relevance feedback based cross domain video concept detection
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Multi-task learning for word alignment and dependency parsing
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part III
On the usefulness of similarity based projection spaces for transfer learning
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Supervised segmentation of fiber tracts
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Active class selection for arousal classification
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part II
Inductive transfer learning for handling individual differences in affective computing
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part II
Transferring topical knowledge from auxiliary long texts for short text clustering
Proceedings of the 20th ACM international conference on Information and knowledge management
Can irrelevant data help semi-supervised learning, why and how?
Proceedings of the 20th ACM international conference on Information and knowledge management
A cross-domain adaptation method for sentiment classification using probabilistic latent analysis
Proceedings of the 20th ACM international conference on Information and knowledge management
Proceedings of the 20th ACM international conference on Information and knowledge management
Learning heterogeneous data for hierarchical web video classification
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Context-aware collaborative data stream mining in ubiquitous devices
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
Leveraging Auxiliary Data for Learning to Rank
ACM Transactions on Intelligent Systems and Technology (TIST)
Journal of Biomedical Informatics
A subject transfer framework for EEG classification
Neurocomputing
Cost effective depression patient thought record categorization via self-taught learning
Proceedings of the 4th International Conference on PErvasive Technologies Related to Assistive Environments
Regression transfer learning based on principal curve
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part I
Local bayesian based rejection method for HSC ensemble
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part I
Human attributes from 3D pose tracking
Computer Vision and Image Understanding
Transfer Metric Learning with Semi-Supervised Extension
ACM Transactions on Intelligent Systems and Technology (TIST)
Dimensionality reduction by Mixed Kernel Canonical Correlation Analysis
Pattern Recognition
Interactive cartoon reusing by transfer learning
Signal Processing
A new domain adaptation method based on rules discovered from cross-domain features
KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
A knowledge dashboard for manufacturing industries
ESWC'11 Proceedings of the 8th international conference on The Semantic Web
A case study on meta-generalising: a Gaussian processes approach
The Journal of Machine Learning Research
PFRF: An adaptive data replication algorithm based on star-topology data grids
Future Generation Computer Systems
Tracking-based semi-supervised learning
International Journal of Robotics Research
Research on text categorization based on a weakly-supervised transfer learning method
CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II
2012 Special Issue: Analysis of the IJCNN 2011 UTL challenge
Neural Networks
Transfer learning approach to debt portfolio appraisal
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
Transfer learning with local smoothness regularizer
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
On minimum distribution discrepancy support vector machine for domain adaptation
Pattern Recognition
Heterogeneous domain adaptation using manifold alignment
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Pattern field classification with style normalized transformation
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Transfer learning for activity recognition via sensor mapping
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Cross-domain collaborative filtering over time
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Transfer learning to predict missing ratings via heterogeneous user feedbacks
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Source-selection-free transfer learning
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Kinship verification through transfer learning
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Cross-people mobile-phone based activity recognition
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Video Behaviour Mining Using a Dynamic Topic Model
International Journal of Computer Vision
Sentiment detection with auxiliary data
Information Retrieval
A visual approach for video geocoding using bag-of-scenes
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Cross-domain video concept detection: A joint discriminative and generative active learning approach
Expert Systems with Applications: An International Journal
Cross-genre and cross-domain detection of semantic uncertainty
Computational Linguistics
ComSoc: adaptive transfer of user behaviors over composite social network
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Batch mode active sampling based on marginal probability distribution matching
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Towards integrative causal analysis of heterogeneous data sets and studies
The Journal of Machine Learning Research
Kernels for Vector-Valued Functions: A Review
Foundations and Trends® in Machine Learning
Content-based retrieval for heterogeneous domains: domain adaptation by relative aggregation points
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Enhancing knowledge base with knowledge transfer
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Co-transfer learning via joint transition probability graph based method
Proceedings of the 1st International Workshop on Cross Domain Knowledge Discovery in Web and Social Network Mining
Image morphing: transfer learning between tasks that have multiple outputs
Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence
Model fusion-based batch learning with application to oil spills detection
IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
Self-taught dimensionality reduction on the high-dimensional small-sized data
Pattern Recognition
Multisource domain adaptation and its application to early detection of fatigue
ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on the Best of SIGKDD 2011
Linear semi-supervised projection clustering by transferred centroid regularization
Journal of Intelligent Information Systems
Cross-domain co-extraction of sentiment and topic lexicons
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Building a personalized audio equalizer interface with transfer learning and active learning
Proceedings of the second international ACM workshop on Music information retrieval with user-centered and multimodal strategies
Domain adaptation for coreference resolution: an adaptive ensemble approach
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Visual knowledge transfer among multiple cameras for people counting with occlusion handling
Proceedings of the 20th ACM international conference on Multimedia
SocialTransfer: cross-domain transfer learning from social streams for media applications
Proceedings of the 20th ACM international conference on Multimedia
One seed to find them all: mining opinion features via association
Proceedings of the 21st ACM international conference on Information and knowledge management
TALMUD: transfer learning for multiple domains
Proceedings of the 21st ACM international conference on Information and knowledge management
TCSST: transfer classification of short & sparse text using external data
Proceedings of the 21st ACM international conference on Information and knowledge management
Social recommendation across multiple relational domains
Proceedings of the 21st ACM international conference on Information and knowledge management
Biologically inspired task oriented gist model for scene classification
Computer Vision and Image Understanding
Generalized canonical correlation analysis for disparate data fusion
Pattern Recognition Letters
Hierarchical training of multiple SVMs for personalized web filtering
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Undoing the damage of dataset bias
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Recognizing actions across cameras by exploring the correlated subspace
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
Domain adaptive dictionary learning
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Efficient training of graph-regularized multitask SVMs
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Learning multiple tasks with boosted decision trees
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Discriminative factor alignment across heterogeneous feature space
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
ACM SIGKDD Explorations Newsletter
Learning and transferring geographically weighted regression trees across time
MSM'11 Proceedings of the 2011 international conference on Modeling and Mining Ubiquitous Social Media
A machine learning approach for instance matching based on similarity metrics
ISWC'12 Proceedings of the 11th international conference on The Semantic Web - Volume Part I
Over-Sampling from an auxiliary domain
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
Multiple outlooks learning with support vector machines
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Multi-source transfer learning with multi-view adaboost
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
A survey on enhanced subspace clustering
Data Mining and Knowledge Discovery
Triplex transfer learning: exploiting both shared and distinct concepts for text classification
Proceedings of the sixth ACM international conference on Web search and data mining
Transfer discriminant-analysis of canonical correlations for view-transfer action recognition
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Transfer learning in heterogeneous collaborative filtering domains
Artificial Intelligence
An overview of transfer learning and computational cyberpsychology
ICPCA/SWS'12 Proceedings of the 2012 international conference on Pervasive Computing and the Networked World
Transfer joint embedding for cross-domain named entity recognition
ACM Transactions on Information Systems (TOIS)
Chinese terminology extraction using EM-Based transfer learning method
CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part I
Beyond dataset bias: multi-task unaligned shared knowledge transfer
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Cross-Database transfer learning via learnable and discriminant error-correcting output codes
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
An adaptation framework for head-pose classification in dynamic multi-view scenarios
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Apparel classification with style
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part IV
Personalized ranking model adaptation for web search
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the 2013 International Conference on Software Engineering
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Scalable supervised dimensionality reduction using clustering
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Predicting positive and negative links in signed social networks by transfer learning
Proceedings of the 22nd international conference on World Wide Web
Efficiency investigation of manifold matching for text document classification
Pattern Recognition Letters
Double-bootstrapping source data selection for instance-based transfer learning
Pattern Recognition Letters
Machine learning for interactive systems and robots: a brief introduction
Proceedings of the 2nd Workshop on Machine Learning for Interactive Systems: Bridging the Gap Between Perception, Action and Communication
Learning output kernels for multi-task problems
Neurocomputing
Predicting user activity level in social networks
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Discriminative feature selection for multi-view cross-domain learning
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Domain-dependent/independent topic switching model for online reviews with numerical ratings
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
A partially supervised cross-collection topic model for cross-domain text classification
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Short text classification by detecting information path
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Entity-centric document filtering: boosting feature mapping through meta-features
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
An Ensemble Topic Model for Sharing Healthcare Data and Predicting Disease Risk
Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics
An unsupervised transfer learning approach to discover topics for online reputation management
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Cross-domain traffic scene understanding by motion model transfer
Proceedings of the 4th ACM/IEEE international workshop on Analysis and retrieval of tracked events and motion in imagery stream
Domain transfer for person re-identification
Proceedings of the 4th ACM/IEEE international workshop on Analysis and retrieval of tracked events and motion in imagery stream
Batch Mode Active Sampling Based on Marginal Probability Distribution Matching
ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on ACM SIGKDD 2012
Cross-domain personality prediction: from video blogs to small group meetings
Proceedings of the 15th ACM on International conference on multimodal interaction
Home robots, learn by themselves
UAHCI'13 Proceedings of the 7th international conference on Universal Access in Human-Computer Interaction: applications and services for quality of life - Volume Part III
Multi model transfer learning with RULES family
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
A multi modal approach to gesture recognition from audio and video data
Proceedings of the 15th ACM on International conference on multimodal interaction
Learning person-specific models for facial expression and action unit recognition
Pattern Recognition Letters
Manifold alignment preserving global geometry
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Multi-view discriminant transfer learning
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Concept learning for cross-domain text classification: a general probabilistic framework
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Leveraging multi-domain prior knowledge in topic models
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Active learning for cross-domain sentiment classification
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Instance selection and instance weighting for cross-domain sentiment classification via PU learning
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
User behavior learning and transfer in composite social networks
ACM Transactions on Knowledge Discovery from Data (TKDD) - Casin special issue
On constrained spectral clustering and its applications
Data Mining and Knowledge Discovery
Machine Vision and Applications
Unsupervised language model adaptation for handwritten Chinese text recognition
Pattern Recognition
Cross domain recommendation based on multi-type media fusion
Neurocomputing
A hybrid intelligent system for medical data classification
Expert Systems with Applications: An International Journal
Transfer learning with one-class data
Pattern Recognition Letters
Hinge loss bound approach for surrogate supervision multi-view learning
Pattern Recognition Letters
Mining novelty-seeking trait across heterogeneous domains
Proceedings of the 23rd international conference on World wide web
Personal and Ubiquitous Computing
Distributed Learning for Planning Under Uncertainty Problems with Heterogeneous Teams
Journal of Intelligent and Robotic Systems
Multi-task learning with one-class SVM
Neurocomputing
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A major assumption in many machine learning and data mining algorithms is that the training and future data must be in the same feature space and have the same distribution. However, in many real-world applications, this assumption may not hold. For example, we sometimes have a classification task in one domain of interest, but we only have sufficient training data in another domain of interest, where the latter data may be in a different feature space or follow a different data distribution. In such cases, knowledge transfer, if done successfully, would greatly improve the performance of learning by avoiding much expensive data-labeling efforts. In recent years, transfer learning has emerged as a new learning framework to address this problem. This survey focuses on categorizing and reviewing the current progress on transfer learning for classification, regression, and clustering problems. In this survey, we discuss the relationship between transfer learning and other related machine learning techniques such as domain adaptation, multitask learning and sample selection bias, as well as covariate shift. We also explore some potential future issues in transfer learning research.