Text Mining with supervised learning and training data set

steffen_sachsensteffen_sachsen Member Posts: 2 Newbie
edited December 2018 in Help
Dear all,

i am new to this community, Text Mining and RapidMiner and have a question about whether using RapidMiner is appropriate to my task at all.

I have a set of 24 companies and i read the annual reports (of only one year) to identify specific keywords regarding digital transformation/digitalisation. I then extracted all sentences containing these keywords, the finding page and the finding place within the annual reports and defined specific categories for every extracted term (manually) (i.e. category=product info, strategy, personell etc.). 

Now i want to "train" RapidMiner with this training data set, to identify and extract the keywords in all annual reports form previous years and, if possible, let RapidMiner predict the category based on the input form the training data set. 
In the end i would like to calculate some sort of a scoring model, which company publishes most regarding digitalisation. 

So this would be the task, and my question is: is RapidMiner appropriate for this?

All the annual reports are pdf files, my training data set is a excel file. I already tried a little bit using the text mining extension and read some threads in this community, but i can´t help to find a way to get my task done, especially since i am not good at all with new software.

Thank you very much for reading my post and thank you in advance for any advice!

Best regards

Comments

  • Telcontar120Telcontar120 Moderator, RapidMiner Certified Analyst, RapidMiner Certified Expert, Member Posts: 979   Unicorn
    You should look at the LDA topic modeling operator, which is available in the operator toolbox extension.  
    Brian T.
    Lindon Ventures 
    Data Science Consulting from Certified RapidMiner Experts
    sgenzersteffen_sachsen
  • steffen_sachsensteffen_sachsen Member Posts: 2 Newbie
    Thank you very much for your help! I will have a closer look at it and hope to get it adopted for my needs.
  • stefan_koerlingstefan_koerling Member Posts: 3 Learner I
    Do you got a solution for the task? I have the same issue.
  • mschmitzmschmitz Moderator, Employee, RapidMiner Certified Analyst, RapidMiner Certified Expert, University Professor Posts: 1,926  RM Data Scientist
    did you try LDA?
    BR,
    Martin
    - Head of Data Science Services at RapidMiner -
    Dortmund, Germany
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