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Another class of merging techniques proceeds in a supervised way.
The self-organizing map neural network is used in a supervised way to represent a sensor actuator mapping.
Then, groups of SVRs are used to fit the training data of each subset in a supervised way.
The mix of results obtained in a supervised way with some others coming from unsupervised methods and statistics.
This DNN is trained in a supervised way through error backpropagation using HMM state IDs as labels.
Compared to the result in Figure 4(d), the segmentation is smoother because the cluster center coherency matrices are set artificially in a supervised way.
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In addition, it employs a vibration-based classifier to acquire training data in a self-supervised way and thus reduces manual work.
The main goal of their work is to provide ways to extract relational information from text in a self-supervised way overcoming the problems of traditional IE methods for scalability and portability across domains.
Taking advantage of limited tagged training images and rich untagged images, the work in [31] proposed a regularized semi-supervised latent Dirichlet allocation (r-SSLDA) for learning visual concept classifiers in a semi-supervised way.
We also tested a scenario when foreign data was used in a semi-supervised way; the performance gains obtained by both kinds of foreign data were then noticeably lower than in the supervised case, but followed the same trend.
A heat map was generated to see how well groups could be separated in a non-supervised way, based on the data set provided: it gave an interesting classification of the venoms (Figure 12).
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