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Research Article
Personality Prediction with Hand Writing using Convolution Neural Network
Vedant Shirole1
Dr. Jayasree Ravi2
1,2Department of Computer Science, SVKM's Mithibai College of Arts, Chauhan Institute of Science & Amrutben Jivanlal College of Commerce And Economics (AUTONOMOUS), Maharashtra, India.
Published Online: March-April 2024
Pages: 14-18
Cite this article
No DOIReferences
1. Z. R. Mair, W. Cholil, E. Yulianti, D. Marcelina, Theresiawati and I. N. Isnainiyah, "Convolutional Neural Network Analysis on
Handwriting Patterns and Its Relationship to Personality: A Systematical Review," 2023 International Conference on Informatics,
Multimedia, Cyber and Informations System (ICIMCIS), Jakarta Selatan, Indonesia, 2023, pp. 308-312
2. K. Joshi and P. Chauhan, "A Survey on Personality Trait Recognition from Handwriting: Approach and Applications," 2020 3rd
International Conference Intelligent Sustainable Systems (ICISS), Thoothukudi, India, 2020, pp. 321-327
3. https://www.sciencedirect.com/science/article/abs/pii/S0957417419300284 Chaudhari, K., & Thakkar, A. (2019). Survey on handwriting-
based personality trait identification. Expert Syst. Appl., 124, 282-308
4. Rosalina, G. Sahuri, H. Fahmi, J. W. Moerland and R. Mandala, "Personality Analysis Based on The Handwriting Shape using Integration
of Image Processing and Machine Learning Algorithm," 2023 7th International Conference on New Media Studies (CONMEDIA), Bali,
Indonesia, 2023
5. Chitlangia, A., & Malathi, G. (2019). Handwriting Analysis based on Histogram of Oriented Gradient for Predicting Personality traits
using SVM. Procedia Computer Science.
6. Gavrilescu, M. (2017). 3-LAYER ARCHITECTURE FOR DETERMINING THE PERSONALITY TYPE FROM HANDWRITING ANALYSIS
BY COMBINING NEURAL NETWORKS AND SUPPORT VECTOR MACHINES.
7. Elngar, A.A., Jain, N., Sharma, D., Negi, H., Trehan, A., & Srivastava, A. (2020). A Deep Learning Based Analysis of the Big Five
Personality Traits from Handwriting Samples Using Image Processing.
8. N. S. Ghali, D. D. Haldankar and R. K. Sonkar, "Human Personality Identification Based on Handwriting Analysis," 2022 5th
International Conference on Advances in Science and Technology (ICAST), Mumbai, India, 2022, pp. 393-398
9. A. Gahmousse, A. Gattal, C. Djeddi and I. Siddiqi, "Handwriting based Personality Identification using Textural Features," 2020
International Conference on Data Analytics for Business and Industry: Way Towards a Sustainable Economy (ICDABI), Sakheer, Bahrain,
2020, pp. 1-6
10. B. K. Singh, M. Katiyar, S. Gupta and N. G. Ganpatrao, "A Survey on: Personality Prediction from Multimedia through Machine
Learning," 2021 5th International Conference on Computing Methodologies and Communication (ICCMC), Erode, India, 2021, pp. 1687-
1694
11. Z. R. Mair, W. Cholil, E. Yulianti, D. Marcelina, Theresiawati and I. N. Isnainiyah, "Convolutional Neural Network Analysis on
Handwriting Patterns and Its Relationship to Personality: A Systematical Review," 2023 International Conference on Informatics,
Multimedia, Cyber and Informations System (ICIMCIS), Jakarta Selatan, Indonesia, 2023, pp. 308-312
12. Shrishrimal, Harsh, et al. “Impact Factor: 8.423.” International Journal of Innovative Research in Science, Engineering and Technology
(IJIRSET) | an ISO, vol. 12, no. 3, 2023, p. 2493, www.ijirset.com/upload/2023/march/117_Handwritten_NC.pdf,
https://doi.org/10.15680/IJIRSET.2023.1203116. Accessed 28 Feb. 2024.
13. Yaser Mohammed Al-Hamzi, and Shamsul Bin Sahibuddin. “CNN-Based Covid-19 Detection from Two Distinct Chest X-Ray Datasets:
Leveraging TensorFlow and Keras for Novel Results.” Communications in Computer and Information Science, 1 Jan. 2024, pp. 56–68,
https://doi.org/10.1007/978-981-99-9592-9_5. Accessed 28 Feb. 2024.
Handwriting Patterns and Its Relationship to Personality: A Systematical Review," 2023 International Conference on Informatics,
Multimedia, Cyber and Informations System (ICIMCIS), Jakarta Selatan, Indonesia, 2023, pp. 308-312
2. K. Joshi and P. Chauhan, "A Survey on Personality Trait Recognition from Handwriting: Approach and Applications," 2020 3rd
International Conference Intelligent Sustainable Systems (ICISS), Thoothukudi, India, 2020, pp. 321-327
3. https://www.sciencedirect.com/science/article/abs/pii/S0957417419300284 Chaudhari, K., & Thakkar, A. (2019). Survey on handwriting-
based personality trait identification. Expert Syst. Appl., 124, 282-308
4. Rosalina, G. Sahuri, H. Fahmi, J. W. Moerland and R. Mandala, "Personality Analysis Based on The Handwriting Shape using Integration
of Image Processing and Machine Learning Algorithm," 2023 7th International Conference on New Media Studies (CONMEDIA), Bali,
Indonesia, 2023
5. Chitlangia, A., & Malathi, G. (2019). Handwriting Analysis based on Histogram of Oriented Gradient for Predicting Personality traits
using SVM. Procedia Computer Science.
6. Gavrilescu, M. (2017). 3-LAYER ARCHITECTURE FOR DETERMINING THE PERSONALITY TYPE FROM HANDWRITING ANALYSIS
BY COMBINING NEURAL NETWORKS AND SUPPORT VECTOR MACHINES.
7. Elngar, A.A., Jain, N., Sharma, D., Negi, H., Trehan, A., & Srivastava, A. (2020). A Deep Learning Based Analysis of the Big Five
Personality Traits from Handwriting Samples Using Image Processing.
8. N. S. Ghali, D. D. Haldankar and R. K. Sonkar, "Human Personality Identification Based on Handwriting Analysis," 2022 5th
International Conference on Advances in Science and Technology (ICAST), Mumbai, India, 2022, pp. 393-398
9. A. Gahmousse, A. Gattal, C. Djeddi and I. Siddiqi, "Handwriting based Personality Identification using Textural Features," 2020
International Conference on Data Analytics for Business and Industry: Way Towards a Sustainable Economy (ICDABI), Sakheer, Bahrain,
2020, pp. 1-6
10. B. K. Singh, M. Katiyar, S. Gupta and N. G. Ganpatrao, "A Survey on: Personality Prediction from Multimedia through Machine
Learning," 2021 5th International Conference on Computing Methodologies and Communication (ICCMC), Erode, India, 2021, pp. 1687-
1694
11. Z. R. Mair, W. Cholil, E. Yulianti, D. Marcelina, Theresiawati and I. N. Isnainiyah, "Convolutional Neural Network Analysis on
Handwriting Patterns and Its Relationship to Personality: A Systematical Review," 2023 International Conference on Informatics,
Multimedia, Cyber and Informations System (ICIMCIS), Jakarta Selatan, Indonesia, 2023, pp. 308-312
12. Shrishrimal, Harsh, et al. “Impact Factor: 8.423.” International Journal of Innovative Research in Science, Engineering and Technology
(IJIRSET) | an ISO, vol. 12, no. 3, 2023, p. 2493, www.ijirset.com/upload/2023/march/117_Handwritten_NC.pdf,
https://doi.org/10.15680/IJIRSET.2023.1203116. Accessed 28 Feb. 2024.
13. Yaser Mohammed Al-Hamzi, and Shamsul Bin Sahibuddin. “CNN-Based Covid-19 Detection from Two Distinct Chest X-Ray Datasets:
Leveraging TensorFlow and Keras for Novel Results.” Communications in Computer and Information Science, 1 Jan. 2024, pp. 56–68,
https://doi.org/10.1007/978-981-99-9592-9_5. Accessed 28 Feb. 2024.
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