International Journal of Computer Science & Network Security

국제컴퓨터통신보호논문지학회 (International Journal of Computer Science & Network Security)
권호 표지
DOI QR코드

DOI QR Code

Optimal Solution of Classification (Prediction) Problem

  • Mohammad S. Khrisat (Computer Engineering Department, Balqa Applied University)
  • 투고 : 2023.09.05
  • 발행 : 2023.09.30
PDF 다운로드
⟨ 이전 논문 다음 논문 ⟩

초록

Classification or prediction problem is how to solve it using a specific feature to obtain the predicted class. A wheat seeds specifications 4 3 classes of seeds will be used in a prediction process. A multi linear regression will be built, and a prediction error ratio will be calculated. To enhance the prediction ratio an ANN model will be built and trained. The obtained results will be examined to show how to make a prediction tool capable to compute a predicted class number very close to the target class number.

키워드

참고문헌

  1. Jamil Al-Azzeh Naseem Asad, Ziad Alqadi, Ismail Shayeb, Qazem Jaber, Jamil Al-Azzeh, Simple Procedures to Create HSCS, International Journal of Engineering Research And Management (IJERM), vol. 7, issue 5, pp. 6-10, 2020. 
  2. Aws Al-Qaisi, A Manasreh, A Sharadqeh, Z Alqadi, Digital color image classification based on modified local binary pattern using neural network, International Journal on Communications Antenna and Propagation (I. Re. CAP), vol. 9, issue 6, pp. 403-408, 2019.  https://doi.org/10.15866/irecap.v9i6.18425
  3. Dr. Mohammad S. Khrisat Prof. Ziad Alqadi, COLOR IMAGES CLASSIFIER OPTIMIZATION, International Journal of Engineering Technology Research & Management, vol. 5, issue 3, pp. 6-14, 2021. 
  4. Abdullah Al-Hasanat, Haitham Alasha'ary, Khaled Matrouk, Ziad Al-Qadi, Hasan Al-Shalabi, Experimental Investigation of Training Algorithms used in Back propagation Artificial Neural Networks to Apply Curve Fitting, European Journal of Scientific Research, vol. 121, issue 4, pp. 328-335, 2014. 
  5. Belal Ayyoub, Ahmad Sharadqh, Ziad Alqadi, Jamil Alazzeh, Simulink based RNN models to solve LPM, International Journal of Research in Advanced Engineering and Technology, vol. 5, issue 1, pp. 49-55, 2019.  https://doi.org/10.31695/IJERAT.2019.3558
  6. AlQaisi Aws, AlTarawneh Mokhled, A Alqadi Ziad, A Sharadqah Ahmad, Analysis of Color Image Features Extraction using Texture Methods, TELKOMNIKA, vol. 17, issue 3, 2018. 
  7. Mohammed Ashraf Al Zudool, Saleh Khawatreh, Ziad A. Alqadi, Efficient Methods used to Extract Color Image Features, IJCSMC, vol. 6, issue 12, pp. 7-14, 2017. 
  8. Bilal Zahran Belal Ayyoub, Jihad Nader, Ziad Al-Qadi, Suggested Method to Create Color Image Features Victor, Journal of Engineering and Applied Sciences, vol. 14, issue 1, pp. 2203-2207, 2019.  https://doi.org/10.36478/jeasci.2019.2203.2207
  9. Ziad AlQadi, M Elsayyed Hussein, Window Averaging Method to Create a Feature Victor for RGB Color Image, International Journal of Computer Science and Mobile Computing, vol. 6, issue 2, pp. 60-66, 2017. 
  10. Dr Rushdi S Abu Zneit, Dr Ziad AlQadi, Dr Mohammad Abu Zalata, A Methodology to Create a Fingerprint for RGB Color Image, IJCSMC, vol. 6, issue 1, pp. 205-212, 2017. 
  11. Ahmad Sharadqh Naseem Asad, Ismail Shayeb, Qazem Jaber, Belal Ayyoub, Ziad Alqadi, Creating a Stable and Fixed Features Array for Digital Color Image, IJCSMC, vol. 8, issue 8, pp. 50-56, 2019. 
  12. Ahmad Sharadqh Jamil Al-Azzeh, Rashad Rasras, Ziad Alqadi, Belal Ayyoub, Adaptation of matlab K-means clustering function to create Color Image Features, International Journal of Research in Advanced Engineering and Technology, vol. 5, issue 2, pp. 10-18, 2019.  https://doi.org/10.31695/IJERAT.2019.3434
  13. ZIAD ALQADI, A MODIFIED LBP METHOD TO EXTRACT FEATURES FROM COLOR IMAGES, Journal of Theoretical and Applied Information Technology, vol. 96, issue 10, pp. 3014-3024, 2018. 
  14. Aws Al-Qaisi, Saleh A Khawatreh, Ahmad A Sharadqah, Ziad A Alqadi, Wave file features extraction using reduced LBP, International Journal of Electrical and Computer Engineering, vol. 8, issue 5, 2018. 
  15. Ahmad Sharadqh Naseem Asad, Ismail Shayeb, Qazem Jaber, Belal Ayyoub, Ziad Alqadi, Creating a Stable and Fixed Features Array for Digital Color Image, IJCSMC, vol. 8, issue 8, pp. 50-56, 2019. 
  16. Ziad AlQadi, Yehya Abded Allatif, Musbah J Aqel, A Proposed methodology for image objects recognition using Artificial neural networks, IJCSS, Vol.3, No.1, pp. 49-56, 2011 
  17. Akram A Moustafa, Ziad A Alqadi, Eyad A Shahroury, Performance evaluation of artificial neural networks for spatial data analysis, WSEAS Transactions on Computers, vol. 10, issue 4, pp. 115-124, 2011. 
  18. Jamil Al-Azzeh, Ziad Alqadi, Mohammed Abuzalata, Performance Analysis of Artificial Neural Networks used for Color Image Recognition and Retrieving, international Journal of Computer Science and Mobile computing, vol. 8, issue 2, pp. 20-33, 2019. 
  19. Khaled M Matrouk, Haitham A Alasha'ary, Abdullah I Al-Hasanat, Ziad A Al-Qadi, Hasan M Al-Shalabi, Investigation and Analysis of ANN Parameters, European Journal of Scientific Research, vol. 121, issue 2, pp. 217-225, 2014. 
  20. Ziad A AlQadi Amjad Y Hindi, O Dwairi Majed, PROCEDURES FOR SPEECH RECOGNITION USING LPC AND ANN, International Journal of Engineering Technology Research & Management, vol. 4, issue 2, pp. 48- 55, 2020. 
  21. Dr. Amjad Hindi, Dr. Majed Omar Dwairi, Prof. Ziad Alqadi, Analysis of Procedures used to build an Optimal Fingerprint Recognition System, International Journal of Computer Science and Mobile Computing, vol. 9, issue 2, pp. 21 - 37, 2020.  https://doi.org/10.47760/ijcsmc.2020.v09i11.002
  22. Prof. Mohammed Abu Zalata, Dr. Ghazi, M. Qaryouti, Dr.Saleh Khawatreh, Prof. Ziad A.A. Alqadi, Optimal Color Image Recognition System (OCIRS), International Journal of Advanced Computer Science and Technology, vol. 7, issue 1, pp. 91-99, 2017. 
  23. Hatim Ghazi Zaini, Ziad AlQadi, Analysis of FFANN Used for Pattern Recognition, International Journal of Computer Science and Mobile Computing, vol. 10, issue 3, pp. 55 - 65, 2021.  https://doi.org/10.47760/ijcsmc.2021.v10i03.007
  24. Prof. Mohammed K, Abu Zalata Dr. Ghazi M. Qaryouti, Prof. Ziad A.A. Alqadi, A Novel Method for Color Image Recognition, International Journal of Computer Science and Mobile Computing, vol. 5, issue 11, pp. 57 - 64, 2016.