Learning explicit and implicit knowledge with differentiate neural computer

Adnan Ardhian, Mohamad Ivan Fanany

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Neural Network can perform various of tasks well after learning process, but still have limitations in remembering. This is due to very limited memory. Differentiable Neural Computer or DNC is proven to address the problem. DNC consist of Neural Network which associated with an external memory module that works like a tape on an accessible Turing Machine. DNC can solve simple problems that require memory, such as copy, graph, and Question Answering. DNC learns the algorithm to accomplish the task based on input and output. In this research, DNC with MLP or Multi-Layer Perceptron as the controller is compared with MLP only. The aim of this investigation is to test the ability of the neural network to learn explicit and implicit knowledge at once. The tasks are sequence classification and sequence addition of MNIST handwritten digits. The results show that MLP which has an external memory is much better than without external memory to process sequence data. The results also show that DNC as a fully differentiable system can solve the problem that requires explicit and implicit knowledge learning at once.

Original languageEnglish
Title of host publication2017 International Conference on Advanced Computer Science and Information Systems, ICACSIS 2017
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages297-302
Number of pages6
ISBN (Electronic)9781538631720
DOIs
Publication statusPublished - 4 May 2018
Event9th International Conference on Advanced Computer Science and Information Systems, ICACSIS 2017 - Jakarta, Indonesia
Duration: 28 Oct 201729 Oct 2017

Publication series

Name2017 International Conference on Advanced Computer Science and Information Systems, ICACSIS 2017
Volume2018-January

Conference

Conference9th International Conference on Advanced Computer Science and Information Systems, ICACSIS 2017
CountryIndonesia
CityJakarta
Period28/10/1729/10/17

Keywords

  • Classification
  • Differentiable Neural Computer
  • Neural Network
  • Sequence

Fingerprint Dive into the research topics of 'Learning explicit and implicit knowledge with differentiate neural computer'. Together they form a unique fingerprint.

Cite this