迁移学习资料汇总（Transfer Learning Open Source Software List）

askCodePaperSourceInductive 
ClassificationC
(Arthur Dai)Boosting for Transfer Learning
Wenyuan Dai, Qiang Yang, Gui-Rong Xue and Yong YuICML '07Inductive 
ClassificationJava
(Erheng Zhong)Cross Domain Distribution Adaptation via Kernel Mapping
Erheng Zhong, Wei Fan, Jing Peng, Kun Zhang, Jiangtao Ren, and Olivier VerscheureKDD '09Inductive 
ClassificationJava
(Eric Eaton)Selective Transfer Between Learning Tasks Using Task-Based Boosting
Eric Eaton and Marie desJardinsAAAI '11Inductive 
ClassificationC++
(Jing Jiang)Domain Adaptation in Natural Language Processing
Jiang JiangPhD ThesisInductive 
ClassificationMatlab
(Lianghao Li)Topic Correlation Analysis for Cross-Domain Text Classification
Lianghao Li, Xiaoming Jin and Mingsheng LongAAAI' 12 Transductive 
ClassificationC
(Lvheng He)Co-clustering based Classification for Out-of-domain Documents
Wenyuan Dai, Gui-Rong Xue, Qiang Yang and Yong YuKDD '07Transductive 
ClassificationMatlab
(Xiaoxiao Shi)Type Independent Correction of Sample Selection Bias 
via Structural Discovery and Re-balancing
Jiangtao Ren, Xiaoxiao Shi, Wei Fan, and Philip S. YuSDM '08Transductive 
ClassificationMatlab
(Jing Gao)Knowledge Transfer via Multiple Model Local Structure Mapping
Jing Gao, Wei Fan, Jing Jian, and Jiawei HanKDD '08Transductive 
ClassificationMatlab
(Xiaoxiao Shi)Actively Transfer Domain Knowledge
Xiaoxiao Shi, Wei Fan, and Jiangtao RenECML/PKDD '08Transductive 
ClassificationMatlab
(Sihong Xie)Latent Space Domain Transfer between High Dimensional Overlapping Distributions
Sihong Xie, Wei Fan, Jing Peng, Olivier Verscheure, and Jiangtao RenWWW '09Transductive 
ClassificationMatlab
(John Blitzer)Domain Adaptation with Coupled Subspaces
John Blitzer, Dean Foster and Sham KakadeAISTATS '11Transductive 
ClassificationMatlab
(Fuzhen Zhuang)Collaborative Dual-PLSA: Mining Distinction and Commonality across Multiple Domains for Text Classification
Fuzhen Zhuang, Ping Luo, Zhiyong Shen, Qing He, Yuhong Xiong, Zhongzhi Shi and Hui XiongCIKM '10Transductive 
ClassificationMatlab
(Fuzhen Zhuang)Exploiting Associations between Word Clusters and Document Classes for Cross-domain Text Categorization
Fuzhen Zhuang, Ping Luo, Hui Xiong, Qing He, Yuhong Xiong and Zhongzhi ShiSDM '10Transductive 
ClassificationMatlab
(Fuzhen Zhuang)Triplex Transfer Learning: Exploiting both Shared and Distinct Concepts for Text Classification
Fuzhen Zhuang , Ping Luo , Changying Du , Qing He , Zhongzhi ShiWSDM '13 Importance 
EstimationMatlab
(Masashi Sugiyama)A Least-squares Approach to Direct Importance Estimation
Takafumi Kanamori, Shohei Hido and Masashi SugiyamJMLR Vol.10Importance 
EstimationMatlab
(Masashi Sugiyama)Efficient Direct Density Ratio Estimation 
for Non-stationarity Adaptation and Outlier Detection
Takafumi Kanamori, Shohei Hido and Masashi SugiyamNIPS '08 Dimension 
ReductionMatlab
(Andreas Argyriou)Multi-Task Feature Learning
Andreas Argyriou and Theodoros EvgeniouNIPS '06 Multitask 
LearningMatlab
Transfer Learning ToolkitMITMultitask 
Learning--
Multi-Task Learning packageASU Heterogeneous
TransferMatlab
(Yin Zhu)Heterogeneous Transfer Learning for Image Classification
Yin Zhu, Yuqiang Chen, Zhongqi Lu, Sinno J. Pan, Gui-Rong Xue, Yong Yu and Qiang YangAAAI '11
Benchmark DatasetsName#Instances#Attribute#DomainTask20-Newsgroup (Processed)40252~100005Text ClassificationReuters-21578 (Processed)6570~40003Text ClassificationLandmine14371929DetectionMulti-Domain Sentiment6000-3Sentiment ClassificationWi-Fi---Location Estimation
Transfer Learning ContestsNameSponsorStatusUnsupervised and Transfer Learning Challenge (Phase 2)IJCNN'11FinishedLearning to Rank Challenge (Task 2)Yahoo!Finished2007 IEEE ICDM Data Mining ContestICDM'07Finished2007 ECML/PKDD Discovery ChallengeECML/PKDD'07Finished