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

2015-11-18 18:12 519 查看

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

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标签： 迁移学习资料 code

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