* If you have any suggestions or want to make contributions, please feel free to send emails to Erheng Zhong (ezhong AT cse DOT ust DOT hk)
| Open Source Software List | |||||||||||
| Task | Code | Paper | Source | ||||||||
| Inductive Classification |
C (Arthur Dai) |
Boosting for Transfer Learning Wenyuan Dai, Qiang Yang, Gui-Rong Xue and Yong Yu |
ICML '07 | ||||||||
| Inductive Classification |
Java (Erheng Zhong) |
Cross Domain Distribution Adaptation via Kernel Mapping Erheng Zhong, Wei Fan, Jing Peng, Kun Zhang, Jiangtao Ren, and Olivier Verscheure |
KDD '09 | ||||||||
| Inductive Classification |
Java (Eric Eaton) |
Selective Transfer Between Learning Tasks Using Task-Based Boosting Eric Eaton and Marie desJardins |
AAAI '11 | ||||||||
| Inductive Classification |
C++ (Jing Jiang) |
Domain Adaptation in Natural Language Processing Jiang Jiang |
PhD Thesis | Inductive Classification |
Matlab (Lianghao Li) |
Topic Correlation Analysis for Cross-Domain Text Classification Lianghao Li, Xiaoming Jin and Mingsheng Long |
AAAI' 12 | ||||
| Transductive Classification |
C (Lvheng He) |
Co-clustering based Classification for Out-of-domain Documents Wenyuan Dai, Gui-Rong Xue, Qiang Yang and Yong Yu |
KDD '07 | ||||||||
| Transductive Classification |
Matlab (Xiaoxiao Shi) |
Type Independent Correction of Sample Selection Bias via Structural Discovery and Re-balancing Jiangtao Ren, Xiaoxiao Shi, Wei Fan, and Philip S. Yu |
SDM '08 | ||||||||
| Transductive Classification |
Matlab (Jing Gao) |
Knowledge Transfer via Multiple Model Local Structure Mapping Jing Gao, Wei Fan, Jing Jian, and Jiawei Han |
KDD '08 | ||||||||
| Transductive Classification |
Matlab (Xiaoxiao Shi) |
Actively Transfer Domain Knowledge Xiaoxiao Shi, Wei Fan, and Jiangtao Ren |
ECML/PKDD '08 | ||||||||
| Transductive Classification |
Matlab (Sihong Xie) |
Latent Space Domain Transfer between High Dimensional Overlapping Distributions Sihong Xie, Wei Fan, Jing Peng, Olivier Verscheure, and Jiangtao Ren |
WWW '09 | ||||||||
| Transductive Classification |
Matlab (John Blitzer) |
Domain Adaptation with Coupled Subspaces John Blitzer, Dean Foster and Sham Kakade |
AISTATS '11 | ||||||||
| Transductive Classification |
Matlab (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 Xiong |
CIKM '10 | ||||||||
| Transductive Classification |
Matlab (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 Shi |
SDM '10 | ||||||||
| Transductive Classification |
Matlab (Fuzhen Zhuang) |
Triplex Transfer Learning: Exploiting both Shared and Distinct Concepts for Text Classification Fuzhen Zhuang , Ping Luo , Changying Du , Qing He , Zhongzhi Shi |
WSDM '13 | ||||||||
| Importance Estimation |
Matlab (Masashi Sugiyama) |
A Least-squares Approach to Direct Importance Estimation Takafumi Kanamori, Shohei Hido and Masashi Sugiyam |
JMLR Vol.10 | ||||||||
| Importance Estimation |
Matlab (Masashi Sugiyama) |
Efficient Direct Density Ratio Estimation for Non-stationarity Adaptation and Outlier Detection Takafumi Kanamori, Shohei Hido and Masashi Sugiyam |
NIPS '08 | ||||||||
| Dimension Reduction |
Matlab (Andreas Argyriou) |
Multi-Task Feature Learning Andreas Argyriou and Theodoros Evgeniou |
NIPS '06 | ||||||||
| Multitask Learning |
Matlab |
Transfer Learning Toolkit | MIT | ||||||||
| Multitask Learning |
-- |
Multi-Task Learning package | ASU | ||||||||
| Heterogeneous Transfer |
Matlab (Yin Zhu) |
Heterogeneous Transfer Learning for Image Classification Yin Zhu, Yuqiang Chen, Zhongqi Lu, Sinno J. Pan, Gui-Rong Xue, Yong Yu and Qiang Yang |
AAAI '11 | ||||||||
| Benchmark Datasets | ||||||||||||||
| Name | #Instances | #Attribute | #Domain | Task | ||||||||||
| 20-Newsgroup (Processed) | 40252 | ~10000 | 5 | Text Classification | ||||||||||
| Reuters-21578 (Processed) | 6570 | ~4000 | 3 | Text Classification | ||||||||||
| Landmine | 14371 | 9 | 29 | Detection | ||||||||||
| Multi-Domain Sentiment | 6000 | - | 3 | Sentiment Classification | ||||||||||
| Wi-Fi | - | - | - | Location Estimation | ||||||||||
| Transfer Learning Contests | |||||||||||
| Name | Sponsor | Status | |||||||||
| Unsupervised and Transfer Learning Challenge (Phase 2) | IJCNN'11 | Finished | |||||||||
| Learning to Rank Challenge (Task 2) | Yahoo! | Finished | |||||||||
| 2007 IEEE ICDM Data Mining Contest | ICDM'07 | Finished | |||||||||
| 2007 ECML/PKDD Discovery Challenge | ECML/PKDD'07 | Finished | |||||||||
