我是靠谱客的博主 单身嚓茶，最近开发中收集的这篇文章主要介绍迁移学习资料汇总（Transfer Learning Open Source Software List），觉得挺不错的，现在分享给大家，希望可以做个参考。
概述
| ask | 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 | |||||||||
最后
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