Domain Adaptation Problems: A DASVM Classification Technique and a Circular Validation Strategy

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5. Hierarchical Subspace Learning Based Unsupervised Domain Adaptation for Cross-Domain Classification of Remote Sensing Images
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12. Deep Domain Adaptation for Regression
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20. Body Parts Synthesis for Cross-Quality Pose Estimation
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21. Sparse feature space representation: A unified framework for semi-supervised and domain adaptation learning
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22. TCANet for Domain Adaptation of Hyperspectral Images
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24. Locality Cross-domain Discriminant Analysis for Membranous Nephropathy Recognition Using Microscopic Hyperspectral Imaging
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25. Knowledge Reused Outlier Detection
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28. An Efficient yet Effective Random Partitioning and Feature Weighting Approach for Transfer Learning
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29. Extending the geographic extent of existing land cover data using active machine learning and covariate shift corrective sampling
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31. Domain Adaptation in Crowd Counting
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33. Heterogeneous domain adaptation method for video annotation
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35. From source to target and back: symmetric bi-directional adaptive GAN
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36. Local domain generalization with low-rank constraint for EEG-based emotion recognition
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37. Emerging Trends in Machine Learning
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49. Multisource Labeled Data: an Opportunity for Training Deep Learning Networks
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50. Recent Advances in Domain Adaptation for the Classification of Remote Sensing Data
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51. Feature matching and instance reweighting with transfer learning for human activity recognition using smartphone
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52. Detecting Cheating in Large-Scale Assessment: The Transfer of Detectors to New Tests
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54. A new boosting algorithm for provably accurate unsupervised domain adaptation
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55. Differentially private transferrable deep learning with membership-mappings
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56. Multi-source adaptation joint kernel sparse representation for visual classification
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57. Kernel subspace alignment for unsupervised domain adaptation
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58. Transfer Learning for Image Classification Using Hebbian Plasticity Principles
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64. Low-rank representation-based regularized subspace learning method for unsupervised domain adaptation
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65. Unsupervised double weighted domain adaptation
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66. Heterogeneous Spectral-Spatial Feature Transfer With Structure Preserved Distribution Alignment for Hyperspectral Image Classification
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67. From Whole Video to Frames: Weakly-Supervised Domain Adaptive Continuous-Time QoE Evaluation
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69. TRANSFER LEARNING BASED ON LOGISTIC REGRESSION
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79. Multisensor alignment of image manifolds
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80. Learning Target Predictive Function without Target Labels
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83. Boosting for Unsupervised Domain Adaptation
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84. An Adversarial Approach to Cross-Sensor Hyperspectral Data Classification
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88. Robust Latent Regression with discriminative regularization by leveraging auxiliary knowledge
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89. Color-Boosted Saliency-Guided Rotation Invariant Bag of Visual Words Representation with Parameter Transfer for Cross-Domain Scene-Level Classification
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95. Post-Disaster image analysis using domain adaptation
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99. Robust Latent Multi-Source Adaptation for Encephalogram-Based Emotion Recognition
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100. Domain Adaptation Support Tensor Machine: An Extended STM for Object Recognition Using Cross-Source Heterogeneous Remote Sensing Data
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