I am developing an online expert system in Python that generates psychological reports (based on psychological tests). The report consists of sentences (ie. personality description), constructed by elementary statements in a simple grammatical structure.
As an addition, I would like to test if a NN solution could improve the quality of the report. Users will be asked to somehow judge each sentence whether it is true or false (or perhaps rate them on a numeric scale).
I would like to collect user ratings and use it for the improvement of the report, e.g. sentences which were downvoted by users should appear with a lower probability and the best ones should be more frequent.
Could anyone advise me if neural networks are a good fit for this particular problem? If yes, how can I choose the NN architecture?
Neural networks may not be suitable framework for your specified text problem. However., some recent studies shows that deep neural networks may be suitable for your text classification problem. See for example, recent studies as via
https://www.google.com/search?client=firefox-b-d&q=deep+neural+network+text+classification+python#kpvalbx=_lSFFXuOdLPndz7sP46uy0A025
links: https://arxiv.org/pdf/1511.08630.pdf
https://realpython.com/python-keras-text-classification/
http://www.jmlr.org/papers/volume17/15-618/15-618.pdf
Dear Zoltan Vass
I completely agree with Muhammad Ali that traditional neural networks might not be reliable and robust framework to address the sentences based classification. However, the Deep Neural Networks can be used extensively for the same. Here are few relevant links:
1. Article Customer Reviews Analysis With Deep Neural Networks for E-Co...
2. https://bernhard2202.github.io/pdfs/Kratzwald_WWW_2019_Paper.pdf
Regards
Neural networks may not be suitable framework for your specified text problem. However., some recent studies shows that deep neural networks may be suitable for your text classification problem. See for example, recent studies as via
https://www.google.com/search?client=firefox-b-d&q=deep+neural+network+text+classification+python#kpvalbx=_lSFFXuOdLPndz7sP46uy0A025
links: https://arxiv.org/pdf/1511.08630.pdf
https://realpython.com/python-keras-text-classification/
http://www.jmlr.org/papers/volume17/15-618/15-618.pdf
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