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heterogeneous domain adaptation (14) 14
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IEEE Transactions on Neural Networks and Learning Systems, ISSN 2162-237X, 03/2020, Volume 31, Issue 3, pp. 984 - 996
Journal Article
by Zhou, Li and Ma, Li
IEEE Geoscience and Remote Sensing Letters, ISSN 1545-598X, 11/2019, Volume 16, Issue 11, pp. 1781 - 1785
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 06/2014, Volume 36, Issue 6, pp. 1134 - 1148
Journal Article
JOURNAL OF MACHINE LEARNING RESEARCH, ISSN 1532-4435, 2019, Volume 20
A crucial issue in heterogeneous domain adaptation (HDA) is the ability to learn a feature mapping between different types of features across domains... 
MATRIX | compressed sensing | KERNEL | UNIQUE NONNEGATIVE SOLUTION | SPARSE RECOVERY | Heterogeneous domain adaptation | multi-class classification | LASSO | BINARY | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
Pattern Recognition, ISSN 0031-3203, 05/2020, Volume 101, p. 107165
•We design a discriminative embedding constraint for the heterogeneous domain adaptation problem, which enhances the discriminative power of the common subspace... 
Classifier adaptation | Discriminative embedding | Heterogeneous domain adaptation | Subspace learning | Distribution alignment | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC
Journal Article
Neural Networks, ISSN 0893-6080, 11/2019, Volume 119, pp. 313 - 322
.... This may lead complex model structure and more parameters to be determined. To appropriately address this problem, we propose a novel bidirectional ECOC projection method, named HDA-ECOC, for heterogeneous domain adaptation... 
Cross-domain learning | ECOC | Heterogeneous domain adaptation | Transfer learning | MMD | CODES | NEUROSCIENCES | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Learning | Transfer, Psychology | Neural Networks, Computer | Algorithms | Information Storage and Retrieval | Information management | Mathematical optimization | Analysis
Journal Article
2019 IEEE International Conference on Data Mining (ICDM), 11/2019, pp. 1342 - 1347
In heterogeneous domain adaptation (HDA), since the feature spaces of the source and target domains are different, knowledge transfer from the source to the target domain is really challenging... 
correlation | Heterogeneous domain adaptation | ensemble | teacher-and-student
Conference Proceeding
2018 IEEE 3rd International Conference on Communication and Information Systems (ICCIS), 12/2018, pp. 227 - 231
Heterogeneous domain adaptation (HDA) aims to improve the task of target domain by source domain, despite the data distribution of source and target domains are different... 
Manifolds | transfer learning | structure consistency | Force | distribution matching | Feature extraction | Classification algorithms | Object recognition | Knowledge transfer | heterogeneous domain adaptation | Image classification | Structure consistency | Heterogeneous domain adaptation | Transfer learning | Distribution matching
Conference Proceeding
2016 IEEE International Conference on Multimedia and Expo (ICME), ISSN 1945-7871, 07/2016, Volume 2016-, pp. 1 - 6
...) for heterogeneous domain adaptation (HDA), which associates and recognizes cross-domain data observed in different feature spaces... 
Manifolds | object recognition | Adaptation models | Target recognition | Transforms | Predictive models | text categorization | Sparse matrices | Optimization | heterogeneous domain adaptation | Multimedia | State of the art | Tasks | Conferences | Classification | Projection | Exposure | Adaptation
Conference Proceeding
Journal Article
ISPRS International Journal of Geo-Information, ISSN 2220-9964, 05/2018, Volume 7, Issue 5, p. 182
Journal Article
2014 12th International Conference on Signal Processing (ICSP), ISSN 2164-5221, 10/2014, Volume 2015-, Issue October, pp. 977 - 980
...; this makes cross-media retrieval hard to process. In this paper, we utilize a new domain adaptation to solve Heterogeneous domain adaptation (HDA... 
Measurement | Training | Manifolds | Heterogeneous feature augmentation | Media | Streaming media | Educational institutions | Heterogeneous feature adaptation | Multimedia communication | Cross-media retrieval
Conference Proceeding
Proceedings of the ACM India Joint International Conference on data science and management of data, 01/2018, pp. 157 - 166
Supervised transfer learning algorithms utilize labeled data from auxiliary domains for learning in another domain where labeled data is scarce or absent... 
transfer learning | random forests | feature transformation | heterogeneous domain adaptation | Random Forests | Heterogeneous Domain Adaptation | Transfer Learning | Feature Transformation
Conference Proceeding
Journal of Big Data, ISSN 2196-1115, 12/2017, Volume 4, Issue 1, pp. 1 - 42
Journal Article
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