- ๐ Dissertation: Multi-view fuzzy clustering algorithms for multi-view data (In Chinese: ๅค่ฆๅๆธๆๆจก็ณ่้กๆผ็ฎๆณ); Advised by Prof. Miin-Shen Yang.
- ๐ฎ I am a lifelong learner and driven by community ๐.
- ๐ก I have worked on various unsupervised learning techniques, including clustering, dimensionality reduction, and anomaly detection. In my most recent project, I developed a new approach to clustering that leverages federated learning to enable multi-view k-means (MVKM) and multi-view fuzzy c-means (MVFCM) addressing multiple clients' multi-view data.
- My another GitHub account kpnaga08
- ใ โฆ ๐๐๐ฆ๐ โฆ ใ Anyway, I have a Chinese name given by the CYCU, ่จฑ่ๅจ (Xว dรฌ nร ) ๐
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Strong Languages: Matlab, R and Python/TensorFlow
Name | Completed | URL | Organizations |
---|---|---|---|
Machine Learning Specialization | OCT 26, 2022 |
Certificate | Coursera |
DeepLearning.AI TensorFlow Developer Specialization | NOV 16, 2022 |
Certificate | Coursera |
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Hussain, I., Sinaga, K. P., Yang, M. S. (2023). Unsupervised multiview fuzzy c-means clustering algorithm. Electronics, 12(21), 4467.
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Yang, M. S., Sinaga, K. P. (2021). Collaborative feature-weighted multi-view fuzzy c-means clustering. Pattern Recognition, 119, 108064.
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Sinaga, K. P., Hussain, I., Yang, M. S. (2021). Entropy K-means clustering with feature reduction under unknown number of clusters. IEEE Access, 9, pp: 67736-67751.
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Sinaga, K. P., Yang, M. S. (2020). Unsupervised K-means clustering algorithm. IEEE Access, 8, pp: 80716-80727.
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Yang, M. S., Sinaga, K. P. (2019). A feature-reduction multi-view k-means clustering algorithm. IEEE Access, 7, pp: 114472-114486.
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Sinaga, K. P., Hsieh, J. N., Benjamin, J., Yang, M. S. (2018). Modified relational mountain clustering method. In International Conference on Artificial Intelligence and Soft Computing, pp: 690-701.
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[Submitted to IEEE TPAMI (Under review)] Yang, M. S., Sinaga, K. P. Federated multi-view k-means clustering.
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[In Manuscript] Yang, M. S., Sinaga, K. P. Federated weighted multi-view fuzzy c-means.
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[In Manuscript] Sinaga, K. P., Yang, M. S. A globally collaborative multi-view k-means clustering.
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[In Manuscript] Sinaga, K. P. Rectified Gaussian kernel multi-view k-means clustering.
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[etc...]
If you are interested in more details, check out my website or my CV
๐ซ: krist.p.sinaga@gmail.com (Primary).
Note: my old email address from yahoo (kristinasinaga57@yahoo.co.id) is no longer active (I forgot my password and disabled to recover ๐).