English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

In this paper, we propose a new type of information-theoretic method to improve prediction performance in supervised learning with two main technical features. First, the complicated procedures to increase information content is replaced by the direct use of hidden neuron outputs. We realize higher information by directly changing the outputs from hidden neurons. In addition, we have had difficulty in increasing information content and at the same time decreasing errors between targets and outputs. To cope with this problem, we separate information acquisition and use phase learning. In the information acquisition phase, the auto-encoder tries to acquire information content on input patterns as much as possible. In the information use phase, information obtained in the phase of information acquisition is used to train supervised learning. The method is a simplified version of actual information maximization and directly deals with the outputs from neurons. We applied the method to the protein classification problem. Experimental results showed that our simplified information acquisition method was effective in increasing the real information content. In addition, by using the information content, prediction performance was greatly improved.

Simplified Information Acquisition Method to Improve Prediction Performance: Direct Use of Hidden Neuron Outputs and Separation of Information Acquisition and Use Phase