A Novel Deep Forest-Based Active Transfer Learning Method for PolSAR Images

[1]  Ivor W. Tsang,et al.  This article has been accepted for inclusion in a future issue of this journal. Content is final as presented, with the exception of pagination. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 1 Domain Adaptation from Multiple Sources: A Domain- , 2022 .

[2]  Hang Chang,et al.  Unsupervised Transfer Learning via Multi-Scale Convolutional Sparse Coding for Biomedical Applications , 2018, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[3]  Anastasios Tefas,et al.  Unsupervised Knowledge Transfer Using Similarity Embeddings , 2019, IEEE Transactions on Neural Networks and Learning Systems.

[4]  Wenning Xu,et al.  Active Learning for Visual Image Classification Method Based on Transfer Learning , 2018, IEEE Access.

[5]  Dongrui Wu,et al.  Active semi-supervised transfer learning (ASTL) for offline BCI calibration , 2017, 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC).

[6]  Li Cui,et al.  TLTL: An Active Transfer Learning Method for Internet of Things Applications , 2019, ICC 2019 - 2019 IEEE International Conference on Communications (ICC).

[7]  Xiaobo Liu,et al.  Bagging based ensemble transfer learning , 2015, Journal of Ambient Intelligence and Humanized Computing.

[8]  Bo Du,et al.  On combining active and transfer learning for medical data classification , 2019, IET Comput. Vis..

[9]  Hans-Peter Kriegel,et al.  Integrating structured biological data by Kernel Maximum Mean Discrepancy , 2006, ISMB.

[10]  Hongli Gao,et al.  Instance-based ensemble deep transfer learning network: A new intelligent degradation recognition method and its application on ball screw , 2020, Mechanical Systems and Signal Processing.

[11]  Lorenzo Bruzzone,et al.  Active Learning for Domain Adaptation in the Supervised Classification of Remote Sensing Images , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[12]  Amaury Lendasse,et al.  Domain Adaption via Feature Selection on Explicit Feature Map , 2019, IEEE Transactions on Neural Networks and Learning Systems.

[13]  Chao Li,et al.  Active Transfer Learning Network: A Unified Deep Joint Spectral–Spatial Feature Learning Model for Hyperspectral Image Classification , 2019, IEEE Transactions on Geoscience and Remote Sensing.

[14]  Trevor Darrell,et al.  Semi-supervised Domain Adaptation with Instance Constraints , 2013, 2013 IEEE Conference on Computer Vision and Pattern Recognition.

[15]  Lorenzo Bruzzone,et al.  Batch-Mode Active-Learning Methods for the Interactive Classification of Remote Sensing Images , 2011, IEEE Transactions on Geoscience and Remote Sensing.

[16]  Naif Alajlan,et al.  Domain Adaptation Network for Cross-Scene Classification , 2017, IEEE Transactions on Geoscience and Remote Sensing.

[17]  Angeliki Metallinou,et al.  Unsupervised Transfer Learning for Spoken Language Understanding in Intelligent Agents , 2018, AAAI.

[18]  Lyle H. Ungar,et al.  Machine Learning manuscript No. (will be inserted by the editor) Active Learning for Logistic Regression: , 2007 .

[19]  Shotaro Akaho,et al.  TrBagg: A Simple Transfer Learning Method and its Application to Personalization in Collaborative Tagging , 2009, 2009 Ninth IEEE International Conference on Data Mining.

[20]  Eric Pottier,et al.  An entropy based classification scheme for land applications of polarimetric SAR , 1997, IEEE Trans. Geosci. Remote. Sens..

[21]  Ke-Jia Chen,et al.  Transfer learning with partial related "instance-feature" knowledge , 2018, Neurocomputing.

[22]  Yingbin Liu,et al.  Similarity-Based Unsupervised Deep Transfer Learning for Remote Sensing Image Retrieval , 2020, IEEE Transactions on Geoscience and Remote Sensing.

[23]  Wei Liu,et al.  A Novel Relational-Based Transductive Transfer Learning Method for PolSAR Images via Time-Series Clustering , 2019, Remote. Sens..

[24]  Jian Zhang,et al.  Double-bootstrapping source data selection for instance-based transfer learning , 2013, Pattern Recognit. Lett..

[25]  Ricardo da Silva Torres,et al.  Semi-supervised transfer subspace for domain adaptation , 2018, Pattern Recognit..

[26]  Zhifeng Hao,et al.  A Selective Multiple Instance Transfer Learning Method for Text Categorization Problems , 2018, Knowl. Based Syst..

[27]  Tinne Tuytelaars,et al.  Unsupervised Visual Domain Adaptation Using Subspace Alignment , 2013, 2013 IEEE International Conference on Computer Vision.

[28]  David Zhang,et al.  Learning Domain-Invariant Subspace Using Domain Features and Independence Maximization , 2016, IEEE Transactions on Cybernetics.

[29]  Ivor W. Tsang,et al.  Domain Adaptation via Transfer Component Analysis , 2009, IEEE Transactions on Neural Networks.

[30]  Svetha Venkatesh,et al.  A flexible transfer learning framework for Bayesian optimization with convergence guarantee , 2019, Expert Syst. Appl..