"in a supervised manner" is correct and usable written English.
You can use it when you want to describe something that's done with monitoring or oversight, for example: "The children were instructed to do their homework in a supervised manner."
Senator John B. Breaux, Democrat of Louisiana, said, "We don't live in a theoretical world where everybody does things properly and appropriately and in a supervised manner".
This model was generated in a supervised manner.
In the supervised back-propagation phase, the network weights are fine-tuned in a supervised manner.
The possibility of approximating the NP detector using adaptive systems trained in a supervised manner was studied in[33].
In addition, cortical algorithms (CA) are adapted to reduce the large feature set obtained as well as to efficiently identify composers in a supervised manner.
As a result, many calculation should be done in a supervised manner; however, this is time-consuming and takes a great deal of effort.
In this paper we investigate knowledge representations and manipulation techniques that facilitate learning of human activities in a minimally supervised manner.
Many previous approaches towards this end assume prior knowledge about the structure of activities, using which explicitly defined models are learned in a completely supervised manner.
The CLM can be estimated in a supervised learning manner, i.e., with manually labeling the human objects' correspondence from given training data in advance; or an unsupervised learning manner, i.e., without manually labeling the human objects' correspondence from given training data.
In another study, a set of 100 molecular biology articles was annotated with phenotypic information in a semi-supervised manner, and then used to evaluate a hybrid phenotype extraction approach based on dictionary and ML techniques [ 35].
