TEXT ADVERTISEMENTS ANALYSIS USING CONVOLUTIONAL NEURAL NETWORKS

 


TEXT ADVERTISEMENTS ANALYSIS USING CONVOLUTIONAL NEURAL NETWORKS

AbdulwahedAlmarimi and Asmaa Salem

Department of Computer Science, Bani Waleed University, Libya

ABSTRACT

 In this paper, we describe the developed model of the Convolutional Neural Networks CNN to a classification of advertisements. The developed method has been tested on both texts (Arabic and Slovak texts).The advertisements are chosen on a classified advertisements websites as short texts. We evolved a modified model of the CNN, we have implemented it and developed next modifications. We studied their influence on the performing activity of the proposed network. The result is a functional model of the network and its implementation in Java and Python. And analysis of model results using different parameters for the network and input data. The results on experiments data show that the developed model of CNN is useful in the domains of Arabic and Slovak short texts, mainly for some classification of advertisements. This paper gives complete guidelines for authors submitting papers for the AIRCC Journals.

KEYWORDS

Convolutional neural networks, advertisement text, back-propagation algorithm, classification, encoding of text

Full Text Link: https://aircconline.com/ijdms/V13N4/13421ijdms01.pdf

Volume Link: https://airccse.org/journal/ijdms/current2021.html

Comments

Post a Comment

Popular posts from this blog

3rd International Conference on Computer Science, Engineering and Artificial Intelligence (CSEAI 2025)

Image
 * Registration is currently open * Call for Research Papers!!! Free – Extended Paper will be published as free of cost. 3rd International Conference on Computer Science, Engineering and Artificial Intelligence (CSEAI 2025)   May 30 ~ 31, 2025, Virtual Conference Submission Deadline: January 25, 2025 Submission System Link:  https://cseai2025.org/submission/index.php Contact us: Here's where you can reach us : cseai@cseai2025.org or cseaiconf@gmail.com For More details visit here: https://cseai2025.org/index #computerscience #computersciencemajor #computersciencejoke #computersciencehumor #computerscienceforall #computersciencestudent #computerscienceengineering #computerscienceacademy #computersciencemajorproblems #computersciences #datamining #dataminingfordummies #internetofthings #iot #iota #iotd #iotaphitheta #iotworld #iotiran #iotsecurity #iotnews #iotas #iotmcz #ioteeilmare #iotifolecce #iotproject #iothinks #iotweek #iotproducts #iotsolutions #iotafitness #iotiam...
Read more

A REVIEW OF THE USE OF R PPROGRAMMING FOR DATA SCIENCE RESEARCH IN BOTSWANA

Image
  International Journal of Database Management Systems (IJDMS) IJDMS is indexed World Journal Clout Index (WJCI) ISSN: 0975-5705 (Online); 0975-5985 (Print) http://airccse.org/journal/ijdms/index.html A REVIEW OF THE USE OF R PPROGRAMMING FOR DATA SCIENCE RESEARCH IN BOTSWANA Simisani Ndaba Department of Computer Science, University of Botswana, Gaborone, Botswana https://aircconline.com/ijdms/V15N1/15123ijdms01.pdf
Read more

HYBRID ENCRYPTION ALGORITHMS FOR MEDICAL DATA STORAGE SECURITY IN CLOUD DATABASE

Image
  HYBRID ENCRYPTION ALGORITHMS FOR MEDICAL DATA STORAGE SECURITY IN CLOUD DATABASE Fenghua Zhang1，Yaming Chen2，Weiming Meng3 and Qingtao Wu4 1Computer Technology, Henan University of Science and Technology, Luo Yang, China 2,3Computer Science and Technology, Henan University of Science and Technology, Luo Yang, China 4Professor, Henan University of Science and Technology, Luo Yang, China ABSTRACT Cloud database are derivatives of Cloud computing. At present, most medical institutions store data in cloud database. Although the cloud database improves the efficiency of use, it also poses a huge impact and challenge to the secure storage of data. The article proposes a hybrid algorithm to solve the data security problem in the hospital cloud database. First, the AES algorithm is improved. The improved algorithm is called P-AES algorithm. The P-AES algorithm is then combined with the RSA algorithm, called a hybrid algorithm. The experimental results show that the hybrid enc...
Read more