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Peer Reviewed Article

Vol. 6 (2019)

Classification of Pairwise Proximity Data with Support Vectors



In this paper, we conduct an investigation to the challenge that is training a categorization task on information represented as regards the proximity of their pairwise. The representation is not a reference point to an explicit characteristic data item representation, which makes it a more generalist approach compared to the Euclidean attribute vectors. From here, the pairwise can often be realized and computed. The first approach we put into use is based on an amalgamated linear classification and embedding process that culminates in an extension. In this extension, the Optimal Hyperplane algorithm reaches the quasi-Euclidean information. Alternatively, we put forward a second approach, one that is based upon the linear environment design in the proximity values. Third, thereafter, is optimized with the aid of Structural Risk Minimization. With our demonstration, previous knowledge or understanding of the challenge can be inculcated via the choice of measures and by assessing the various metrics via generalization. Lastly, the algorithms are optimally implemented to the protein framework data, while also being applied to data from a feline’s cerebral cortex in our experiments, they exhibited more substantial performance compared to the classification method known as K-nearest-neighbor.


  1. Ahmed, A. A. A. (2012). Disclosure of Financial Reporting and Firm Structure as a Determinant: A Study on the Listed Companies of DSE. ASA University Review, 6(1), 43-60.
  2. Ahmed, A. A. A. (2016). Relationship between Foreign Direct Investment and Company Taxation: Case of Bangladesh. American Journal of Trade and Policy, 3(1), 11-14.
  3. Ahmed, A. A. A., & Dey, M. M. (2010). Accounting Disclosure Scenario: An Empirical Study of the Banking Sector of Bangladesh. Accounting and Management Information Systems, 9(4), 581-602.
  4. Ahmed, A. A. A., & Siddique, M. N.-E.-A. (2013). Internet Banking Espousal in Bangladesh: A Probing Study. Engineering International, 1(2), 93-100.
  5. Ahmed, A. A. A., Asadullah, A. B. M. and Rahman, M. M. (2016). NGO’s Financial Reporting and Human Capital Development. American Journal of Trade and Policy, 3(2), 53-60.
  6. Ahmed, A. A. A., Khan, W., & Hossain, M. S. (2011). Reporting Practice of Accounting Disclosure on Changes in Listed Companies of Bangladesh. ASA University Review, 5(1), 83-96.
  7. Ahmed, A. A. A., Siddique, M. N., & Masum, A. A. (2013). Online Library Adoption in Bangladesh: An Empirical Study. 2013 Fourth International Conference on e-Learning "Best Practices in Management, Design and Development of e-Courses: Standards of Excellence and Creativity", Manama, 216-219.
  8. Azad, M. R., Khan, W., & Ahmed, A. A. A. (2011). HR Practices in Banking Sector on Perceived Employee Performance: A Case of Bangladesh. Eastern University Journal, 3(3), 30–39.
  9. Bynagari, N. B. (2016). Industrial Application of Internet of Things. Asia Pacific Journal of Energy and Environment, 3(2), 75-82.
  10. Bynagari, N. B. (2017). Prediction of Human Population Responses to Toxic Compounds by a Collaborative Competition. Asian Journal of Humanity, Art and Literature, 4(2), 147-156.
  11. Bynagari, N. B. (2018). On the ChEMBL Platform, a Large-scale Evaluation of Machine Learning Algorithms for Drug Target Prediction. Asian Journal of Applied Science and Engineering, 7, 53–64. Retrieved from
  12. Bynagari, N. B., & Fadziso, T. (2018). Theoretical Approaches of Machine Learning to Schizophrenia. Engineering International, 6(2), 155-168.
  13. Donepudi, P. K. (2015). Crossing Point of Artificial Intelligence in Cybersecurity. American Journal of Trade and Policy, 2(3), 121-128.
  14. Donepudi, P. K. (2016). Influence of Cloud Computing in Business: Are They Robust?. Asian Journal of Applied Science and Engineering, 5(3), 193-196. Retrieved from
  15. Donepudi, P. K. (2017). Machine Learning and Artificial Intelligence in Banking. Engineering International, 5(2), 83-86.
  16. Donepudi, P. K. (2018). Application of Artificial Intelligence in Automation Industry. Asian Journal of Applied Science and Engineering, 7, 7–20. Retrieved from
  17. Jacobs, D. W., Weinshall, D. and Gdalyahu. Y. (2000). Classification with non-metric distances: Image retrieval and class representation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 22(6):583–600.
  18. Maleque, R., Rahman, F., & Ahmed, A. A. A. (2010). Financial Disclosure in Corporate Annual Reports: A Survey of Selected Literature. Journal of the Institute of Bangladesh Studies, Vol. 33, 113-132.
  19. Manavalan, M. (2018). Do Internals of Neural Networks Make Sense in the Context of Hydrology?. Asian Journal of Applied Science and Engineering, 7, 75–84. Retrieved from
  20. Manavalan, M. (2019). P-SVM Gene Selection for Automated Microarray Categorization. International Journal of Reciprocal Symmetry and Physical Sciences, 6, 1–7. Retrieved from
  21. Manavalan, M. (2019b). Using Fuzzy Equivalence Relations to Model Position Specificity in Sequence Kernels. Asian Journal of Applied Science and Engineering, 8, 51–64. Retrieved from
  22. Manavalan, M., & Bynagari, N. B. (2015). A Single Long Short-Term Memory Network can Predict Rainfall-Runoff at Multiple Timescales. International Journal of Reciprocal Symmetry and Physical Sciences, 2, 1–7. Retrieved from
  23. Manavalan, M., & Donepudi, P. K. (2016). A Sample-based Criterion for Unsupervised Learning of Complex Models beyond Maximum Likelihood and Density Estimation. ABC Journal of Advanced Research, 5(2), 123-130.
  24. Manavalan, M., & Ganapathy, A. (2014). Reinforcement Learning in Robotics. Engineering International, 2(2), 113-124.
  25. Neogy, T. K. and Ahmed, A. A. A. (2015). The Extent of Disclosure of Different Components of Disclosure Index: A Study on Commercial Banks in Bangladesh. Global Disclosure of Economics and Business, 4(2), 100-110.
  26. Rouf, M. A., Hasan, M. S., & Ahmed, A. A. A. (2014). Financial Reporting Practices in the Textile Manufacturing Sectors of Bangladesh. ABC Journal of Advanced Research, 3(2), 125-136.
  27. Siddique, M. N. & Ahmed, A. A. A. (2015). Congruence of Competitive Advantage and Transfer Pricing: A Study on Selected MNCs Operating in Bangladesh. Asian Accounting & Auditing Advancement, 5(2), 119-126.
  28. Torgerson, J. W. S. (1958). Theory and Methods of Scaling. Wiley, New York.

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