A Data-Driven Approach for Detecting Attacks in Finger Vein Recognition Using Deep Neural Networks
Keywords:
Finger Vein Detection, Deformed Finger Images, Convolutional Neural Network, VGG16 Jupyter Notebook, Python, Issues Caused by Deformed Finger, Deformed Finger Posture
Abstract
Finger vein recognition offers precision, quickness, sanitation, administration, and privacy as a non-contact biometric approach. Inconsistency between snaps from the same finger reduces software efficacy due to posture variations during finger image capture. Finger posture can also cause ID errors. Finger deformations can be used to determine a genuine or impostor match in finger biometrics. In our study, we use five types of finger deformations and a neural network to determine if an input image of a finger with finger vein data is a match or an attack attempt. Deformed finger vein imagery improves the biometric system’s attack detection. Experimental results show that the suggested algorithmic approach outperforms the standard technique in matching and efficiency.
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166. Regin, R., Rajest, S. S., T, S., Christabel G, J. A. and R, S. (2022) “The Influence that the Advertising of Pharmaceuticals has on the Economy”, Central Asian Journal Of Social Sciences And History, 3(10), pp. 1-18.
167. Regin, R., Rajest, S. S., T, S., G, J. A. C., & R, S. (2022). Pharmaceutical Supply Chain Challenges and Inventory Management. Central Asian Journal of Innovations on Tourism Management and Finance, 3(10), 143-159.
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182. V. Venkatesh, N. Vijaya Lakshmi, P. Venkata Suresh, Mohana rao, K. Siva, G. Dhana Raju and N. Rama Rao, “Determination and validation of Modafinil in Pharmaceutical Formulation by Spectrophotometric and RP- HPLC Methods”; Journal of Pharmacy Research, 2011; 4(2):509-511.
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22. M. M. Abbassy and W. M. Ead, “Intelligent Greenhouse Management System,” 2020 6th International Conference on Advanced Computing and Communication Systems (ICACCS), 2020.
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29. W. Ead and M. Abbassy, “Intelligent Systems of Machine Learning Approaches for developing E-services portals,” EAI Endorsed Transactions on Energy Web, p. 167292, 2018.
30. W. M. Ead and M. M. Abbassy, “A general cyber hygiene approach for financial analytical environment,” Financial Data Analytics, pp. 369–384, 2022.
31. W. M. Ead and M. M. Abbassy, “IOT based on plant diseases detection and classification,” 2021 7th International Conference on Advanced Computing and Communication Systems (ICACCS), 2021.
32. W. M. Ead, M. M. Abbassy, and E. El-Abd, “A general framework information loss of utility-based anonymization in Data Publishing,” Turkish Journal of Computer and Mathematics Education, vol. 12, no. 5, pp. 1450–1456, 2021.
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34. Shaikh Abdul Hannan, “An Overview of Big Data and Hadoop”, International Journal of Computer Application”, Volume 154, Number 10, November 2016, New York, USA.
35. Shaikh Abdul Hannan, An Examination of the Blockchain Technology: Challenges and Future Opportunities, International Journal of Engineering and Computer Science, Volume11 Issue 09 November2022, Page No.25612-25619.
36. Shaikh Abdul Hannan, “Application and Scope of Blockchain in Technical Research and Higher Education” Vol 20, Issue 15, page 6185-6191, NeuroQuantology, Nov 2022.
37. Shaikh Abdul Hannan, Manjusha Hivre, Lata, M., Krishna, B. H., Sathyasiva, S., & Arshad, M. W. “Brain damage detection using Machine learning approach”, International Journal of Health Sciences, Special Issue 7, 27 Sept. 2022, PP 4910-4924.
38. Dubey, A., Mujoo, Shaikh Abdul Hannan., Satpathy, G., Arshad, M. W., & Manikandan, E., “Cancer detection using RNA sequencing and deep learning”, International Journal of Health Sciences, Special Issue 7, 27 Sept. 2022, PP 4925-4939.
39. Arun Prasad, Shaikh Abdul Hannan, Kavita Panjwani, Muthe Ramu, Kawaender Singh Sidhu, Nagabhusanam Tida, “Detailed Investigation of the role of Artificial Intelligence in stock market predictions, British Journal of Administrative Management, Vol 58, Issue 06, 6th Sept 2022, UK.
40. Swati Saxena, Shaikh Abdul Hannan, “Women Warrior – Android Mobile Application for Women Security” International Journal of Computer Science and Information Technologies, Volume 13, Issue 3, PP 76-84, India, June 2022.
41. Anupriya Kambe, Shaikh Abdul Hannan, Ramesh Manza and Mohammad Eid Alzahrani, “Prediction of Prediabetes, No Diabetes and Diabetes Mellitus -2 usnig Simple Decision Tree Classification” Springer, Rising Threats in Expert Applications and Solutions. 2021 at IIS University, 2021.
42. Swati Saxena, Shaikh Abdul Hannan, “A Quaitative Review on Intervention of Robotics in Medical Science”, International Journal of Computer Applications, Vol. 179, Number 46, 2021, USA.
43. Anupriya Kamble, Sonali Gaikwad Shaikh Abdul Hannan, Mohammed Alwazzab Alzaharani, Ramesh Manza, “Prediction of the State of Diabetes Disorder using Simple Decision Tree Classification Technique”, Pensee Journal, Vol 51, issue 04, 2021.
44. Yogesh Rajput, Shaikh Abdul Hannan, “Design New Wavelet Filter for Detection and Grading of Non-proliferative Diabetic Retinopathy Lesions”, International Conference on Recent Trends in Image Processing and Pattern Recognition, Jan 2020, Springer, Singpore.
45. Sagar Vakhare, Ramesh Manza, Abdul Hannan Shaikh and Anubha Jain, “Time Series Analysis and Forecasting of Temperatures Records in Aurangabad District of Maharashtra”, Springer FICR International Conference on Rising Threats in Expert Applications and Solutions. 2020 at IIS University, 17-19 Jan, 2020 Jaipur.
46. Y. M. Rajput, A. H. Hannan, M. E. Alzahrani, R. R. Manza, D. D. Patil, “EEG-Based Emotion Recognition Using Different Neural Network and Pattern Recognition Techniques–A Review”, International Journal of Computer Sciences and Engineering, Vol 6, Issue 9, Sep 2018.
47. Mohammad Eid Alzaharani, Shaikh Abdul Hannan, “Diagnosis and Medical Prescription of Heart Disease Using FFBP, SVM and RBF”, Issue,1, Vol 5, KKU Journal of Basic and Applied Sciences, Mar 2019, Page 6-15.
48. Santosh Maher, Shaikh Abdul Hannan, Sumegh Tharewal, K. V. Kale" HRV based Human Heart Disease Prediction and Classification using Machine Learning " December 2019, (Vol. 17 No. 2 International Journal of Computer Science and Information SecApplicatiion, New York, USA.
49. Akram Ablsubari, Shaikh Abdul Hannan, Mohammed Eid Alzaharani, Rakesh Ramteke, "Composite Feature Extraction and Classification for Fusion of Palmprint and Iris Biometric Traits", Engineering Technology and Applied Science Research, Volume 9, No 1, Feb 2019, Greece.
50. Santosh K. Maher, Sumegh Tharewal, Abdul Hannan, “Review on HRV based Prediction and Detection of Heart Disease”, International Journal of Computer Applications (0975 – 8887), Pag 7-12, Volume 179 – No.46, June 2018.
51. Yogesh Rajput, Shaikh Abdul Hannan, Mohammed Eid Alzaharani, D. Patil Ramesh Manza, Design and Development of New Algorithm for person identification Based on Iris statistical features and Retinal blood Vessels Bifurcation points” International Conference on Recent Trends in Image Processing & Pattern Recognition (RTIP2R), December 21-22, 2018, India.
52. Santosh K. Maher, Sumegh Tharewal, Abdul Hannan, K. V. Kale “Review on HRV based Prediction and Detection of Heart Disease” International Journal of Computer Application, Vol. 179, Number 46, June 2018, ISSN 0975-8887, USA.
53. Yogesh, Abdul Hannan, Rahul Sagar, Kishor Jave, Identification and Counting Trees from Oil Palm Plantations Using Digital Image Processing Techniques, International Journal of Engineering Research & Technology, Vol. 6 Issue 05, May – 2017, ISSN: 2278-0181.
54. Mahammed Waseem, Naushad Ahmed Osmani, Shaikh Abdul Hannan, “A Survey on E-education of information and Communication ‘Technology”, European Journal of Computer Science and Information Technology, Vol. 4, Issue 6, October 2016.
55. Mir Arif Ali, Shaikh Abdul Hannan, "A Review on Modern and Classical Encryption Techniques", International Journal of Engineering Trends and Technology, Volume 12, Number 4, June 2014, India.
56. Shaikh Abdul Hannan, "Heart Disease Diagnosis by using FFBP and GRNN algorithm of Neural Network", International Journal of Computer Science and Information Security, Vol 12, Number 6, June 2014, ISSN 1945-5500, United States of America.
57. Shaikh Abdul Hannan, Bharatratna P. Gaikwad, Ramesh Manza, "Brain Tumor from MRI Images: A Review". International Journal of Scientific and Engineering Research, Volume 5, Issue 4, April-2014, France.
58. Satish Misal, Shaikh Abdul Hannan, Santosh Lomte “Comparative study of image processing Techniques on Geometrical shapes”, International Journal of Emerging Technology & Advanced Engg., An ISO 9001:2008 Certified International Journal, Vol 2, Issue 9, New Delhi.
59. Aqueel Ahmed, Shaikh Abdul Hannan, “Data Mining Techniques to Find Out Heart Diseases: An Overview”, International Journal of Innovative Technology and Exploring Engineering, An ISO 9001:2008 Certified International Journal, Volume-1, Issue-4, September 2012, New Delhi, India.
60. Shaikh Abdul Hannan, Jameel Ahmed, Naveed Ahmed, Rizwan Alam Thakur, “Data Mining and Natural Language Processing Methods for Extracting Opinions from Customer Reviews”, International Journal of Computational Intelligence and Information Security, pp 52-58, Vol. 3, No. 6, July 2012.
61. M. J. Baheti, A. V. Mane, Shaikh Abdul Hannan, K. V. Kale, “Comparison of PCA and SVM for a west Indian Script- Gujarati”, CiiT Journal of Digital Image Processing, Vol. 3. No. 11, pp. 709-715, July 2011.
62. Shaikh Abdul Hannan, V. D. Bhagile, R. R. Manza, R. J. Ramteke, "Development of an Expert System for Diagnosis and appropriate Medical Prescription of Heart Disease Using Support Vector Machine and Radial Basis Function", International Journal of Computer Science and Information Security, August issue (Vol. 8 No. 5), 2010, Pages/record No.: 245-254.
63. Shaikh Abdul Hannan, R. R. Manza and R.J. Ramteke, “Association Rules for Filtering the Medicine to Avoid Side Effects of Heart Patients”, on 16 -19 Dec 2009, at Advances in Computer Vision and Information Technology – 09, Dr. Babasaheb Ambedkar Marathwada University, Aurangabad.
64. Shaikh Abdul Hannan, A.V. Mane, R. R. Manza and R. J. Ramteke, “Prediction of Heart Disease Medical Prescription Using Radial Basis Function", IEEE International Conference on Computational Intelligence and Computing Research at Tamil Nadu College of Engineering, Coimbatore, Tamil Nadu, India, ICCIC-2010, December 28-29, 2010.
65. Shaikh Abdul Hannan and Mir Arif Ali Mir Asif, “Analysis of Polyalphabetic Transposition Cipher Techniques used for Encryption and Decryption”, International Journal of Computer Science and Software Engineering, Volume 6, Issue 2, February 2017, PP 41-46.
66. Ananda Shankar Hati, and T. K. Chatterjee, "Symmetrical component filter based online condition monitoring instrumentation system for mine winder motor" Measurement (Elsevier), vol. 82, pp. 284-300, 2016.
67. Prashant Kumar and Ananda Shankar Hati "Review on Machine Learning Algorithm Based Fault Detection in Induction Motors," Archives of Computational Methods in Engineering, vol: 28, pp: 1929-1940, 2021.
68. Kumar Prashant and Hati, Ananda Shankar "Convolutional Neural Network with batch normalization for fault detection in SCIM," IET Electric Power Application, vol: 15, issue: 1, pp. 39-50, 2021.
69. Kumar Prashant and Hati, Ananda Shankar "Deep Convolutional Neural Network based on adaptive gradient optimizer for fault detection in SCIM," ISA Transactions, vol: 111, pp: 350-359, 2021.
70. Prince, Hati Ananda Shankar, Chakrabarti Prasun, Abawajy Jemal Hussein and Ng Wee Keong "Development of Energy Efficient Drive for Ventilation System using Recurrent Neural Network," Neural Computing and Applications, Vol. 33, no. 14, pp. 8659-8668, 2021.
71. Sinha Ashish Kumar, Hati Ananda Shankar, Benbouzid Mohamed and Chakrabarti Prasun "ANN-based Pattern Recognition for Induction Motor Broken Rotor Bar Monitoring under Supply Frequency Regulation" Machines (2021), vol: 9(5).
72. Prince and Hati Ananda Shankar "A Comprehensive Review of Energy-Efficiency of Ventilation System using Artificial Intelligence" Renewable and Sustainable Energy Reviews (2021), vol: 146, 2021.
73. Kumar Prashant and Hati, Ananda Shankar "Transfer Learning Based Deep CNN Model for Multiple Faults Detection in SCIM" Neural Computing and Applications (2021) https://doi.org/10.1007/s00521-021-06205-1.
74. Prince and Hati Ananda Shankar "Temperature and Humidity Dependent MRAS Based Speed Estimation Technique for Induction Motor used in Mine Ventilation Drive" Journal of Mining Science, 2021, Vol. 57, No. 5, pp. 842–851.
75. Kumar Prashant and Hati, Ananda Shankar "Dilated Convolutional Neural Network Based Model For Bearing Faults and Broken Rotor Bar Detection in Squirrel Cage Induction Motors" Expert Systems With Applications (2022) https://doi.org/10.1016/j.eswa.2021.116290.
76. Prince and Hati Ananda Shankar "Convolutional Neural Network-Long Short Term Memory Optimization for Accurate Prediction of Airflow in a Ventilation System" Expert Systems with Applications (2022) https://doi.org/10.1016/j.eswa.2022.116618.
77. Vatsa Aniket and Hati Ananda Shankar "Depolarization Current Prediction of Transformers OPI System Affected From Detrapped Charge Using LSTM," in IEEE Transactions on Instrumentation and Measurement, vol. 71, pp. 1-11, 2022, Art no. 2511711.
78. Gorai Rahul, Hati Ananda Shankar, and Maity Tanmoy, "A new cascaded multilevel converter topology with a reduced number of components" 3rd IEEE 2017 Conference on International conference on Power, Control, Signals and Instrumentation Engineering (ICPCSI-2017), 21-22 September 2017 | IEEE, Chennai, India., pp. 539-543.
79. Kumar Prashant, Hati, Ananda Shankar, Sanjeevikumar Padmanaban, Leonowicz Zbigniew and Prasun Chakrabarti "Amalgamation of Transfer Learning and Deep Convolutional Neural Network for Multiple Fault Detection in SCIM" 2020 IEEE International Conference on Environment and Electrical Engineering and 2020 IEEE Industrial and Commercial Power Systems Europe, 9th-12th June 2020, Madrid, Spain.
80. Sinha Ashish Kumar, Kumar Prashant, Prince and Hati, Ananda Shankar, "ANN Based Fault Detection Scheme for Bearing Condition Monitoring in SRIMs using FFT, DWT and Band-pass Filters" 2020 International Conference on Power, Instrumentation, Control, and Computing (PICC) 2020 IEEE.
81. Prince Kumar and Hati, Ananda Shankar, "Sensor-less Speed Control of Ventilation System Using Extended Kalman Filter For High Performance," 2021 IEEE 8th Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering (UPCON), 2021, pp. 1-6.
82. Kumar Prashant and Hati, Ananda Shankar "Support Vector Classifiers based broken rotor bar detection in Squirrel cage induction motor" Machines, Mechanisms and Robotics, Springer, Singapore, 429-438.
83. Hati, Ananda Shankar, and Chatterjee, T. K., "Some studies on condition monitoring techniques for online condition monitoring and fault diagnosis of mine winder motor", International Journal of Engineering Science and Technology (IJEST), vol. 4, no. 08, pp. 3785-3793, August 2012.
84. Hati, Ananda Shankar, and Chatterjee, T. K., "Axial leakage flux-based online condition monitoring instrumentation system for mine winder motor" Journal of Mines, Metals & Fuels, vol. 63, no. 5&6, pp. 132-140, May-June 2015.
85. Hati, Ananda Shankar, and Chatterjee, T. K., "Current monitoring Instrumentation system for detecting airgap eccentricity in mine winder motor", International Journal of Applied Engineering Research, vol. 10, no. 22, pp. 43000-43007, 2015.
86. Hati, Ananda Shankar, "Vibration monitoring instrumentation system for detecting airgap eccentricity in mine winder motor" Journal of Mine Metals and Fuels, vol. 64, no. 5&6, pp. 240-248, May-June 2016.
87. O. Fabela, S. Patil, S. Chintamani and B. H. Dennis, "Estimation of effective thermal conductivity of porous Media utilizing inverse heat transfer analysis on cylindrical configuration," in ASME 2017 International Mechanical Engineering Congress and Exposition, 2017.
88. S. Patil, S. Chintamani, B. Dennis and R. Kumar, "Real time prediction of internal temperature of heat generating bodies using neural network," Thermal Science and Engineering Progress, vol. 23, 2021.
89. S. Patil, S. Chintamani, J. Grisham, R. Kumar and B. H. Dennis, "Inverse Determination of Temperature Distribution in Partially Cooled Heat Generating Cylinder," in ASME 2015 International Mechanical Engineering Congress and Exposition , 2015.
90. S. Patil, S. Chintamani, R. Kumar and B. H. Dennis, "Determination of orthotropic thermal conductivity in heat generating cylinder," in ASME 2016 International Mechanical Engineering Congress and Exposition, American Society of Mechanical Engineer, 2016.
91. R. Upreti, S. Chintamani, S. Patil, A. Akbariyeh and B. H. Dennis, "Stochastic finite element thermal analysis of ball grid array package"," Journal of Electronic Packaging, vol. 144, no. 1, 2022.
92. G. Nagamalleswari, P. Prachet, A.E. Prabahar, P.V. Suresh, N. Rama Rao; Enantio Separation By Hplc – A Review; IAJPR. 2015; 5(3): 1078-1083. N. Jaya Raju, Ch.Avinash, P.V. Suresh; Evaluation Of In Vitro Anthelmintic Activity Of Seed Extracts Of Thymus Serpyllum; IAJPR. 2015; 5(3): 1230-1233.
93. Gollapalli Nagararaju, Karumudi Bhavya Sai, Kota Chandana, Madhu Gudipati, P.V.Suresh, Nadendla Ramarao; synthesis, evaluation of antioxidant and antimicrobial study of 2-substituted benzothiazole derivatives; Indo American Journal of Pharmaceutical Research; 2015, 50 (03), pg. 1288.
94. M.P.Harshitha, P. Venkata Suresh, “Simultaneous determination of residual NSAIDS and antibiotics in raw milk by RP-HPLC”, International Journal of Pharmaceutical Sciences and Research, 2014, Vol:5.
95. A, V. V. ., T, S. ., S, S. N. ., & Rajest, D. S. S. . (2022). IoT-Based Automated Oxygen Pumping System for Acute Asthma Patients. European Journal of Life Safety and Stability (2660-9630), 19 (7), 8-34.
96. A. Ahmad et al., “Energy Efficient Intrusion Detection in a heterogeneous environment of Wireless sensor networks,” NeuroQuantology, vol. 20, no. 13, pp. 1493–1503, 2022.
97. A. Rashi and R. Madamala, “Minimum relevant features to obtain ai explainable system for predicting breast cancer in WDBC,” Int J Health Sci (Qassim), Sep. 2022.
98. A.D.Gupta, S.M. Rafi, B.R. Rajagopal, T.Milton and S.G.Hymlin, "Comparative analysis of internet of things (IoT) in supporting the health care professionals towards smart health research using correlation analysis," Bull.Env.Pharmacol. Life Sci., Spl Issue [1] 2022, pp. 701-708, 2022.
99. B. R. Rajagopal, B. Anjanadevi, M. Tahreem, S. Kumar and M. Debnath, and K. Tongkachok, "Comparative Analysis of Blockchain Technology and Artificial Intelligence and its impact on Open Issues of Automation in Workplace," 2022 2nd International Conference on Advance Computing and Innovative Technologies in Engineering (ICACITE), 2022, pp. 288-292.
100. B.R. Rajagopal, E. Kannapiran, A.D. Gupta, M.Momin and D.S.K. Chakravarthy, "The future prospects and challenges of implementing big data in healthcare management using Structural equation model analysis," Bull. Env. Pharmacol. Life Sci., Spl Issue [1] 2022, pp. 1111-1119, 2022.
101. D. K. Sharma, B. Singh, E. Herman, R. Regine, S. S. Rajest and V. P. Mishra, "Maximum Information Measure Policies in Reinforcement Learning with Deep Energy-Based Model," 2021 International Conference on Computational Intelligence and Knowledge Economy (ICCIKE), 2021, pp. 19-24.
102. D. K. Sharma, B. Singh, M. Raja, R. Regin and S. S. Rajest, "An Efficient Python Approach for Simulation of Poisson Distribution," 2021 7th International Conference on Advanced Computing and Communication Systems (ICACCS), 2021, pp. 2011-2014.
103. D.K. Srivastava and B. Roychoudhury, “Understanding the Factors that Influence Adoption of Privacy Protection Features in Online Social Networks,” Journal of Global Information Technology Management, vol.24, no.3, pp. 164-182, August 2021
104. D.K. Srivastava and B. Roychoudhury, “Words are important: A textual content based identity resolution scheme across multiple online social networks,” Knowledge-Based Systems, vol. 195, 105624, 2020.
105. E. Parimalasundar, S. Jayakumar, R. Ravikumar and K. Suresh, “Investigation analysis of open circuit and short circuit fault on cascaded H-bridged multilevel inverter using artificial neural network approach,” International Journal of Electrical and Electronics Research (IJEER), vol. 10, no. 2, pp.320-326.
106. Elhadad, S. Abbas, H. Abulkasim, and S. Hamad, "Improving the security of multi-party quantum key agreement with five-qubit Brown states," Computer Communications, vol. 159, pp. 155-160, 2020.
107. Elhadad, S. Hamad, A. Khalifa, and H. Abulkasim, "A steganography approach for hiding privacy in video surveillance systems," in Digital Media Steganography, ed: Elsevier, 2020, pp. 165-187.
108. F. Arslan, B. Singh, D. K. Sharma, R. Regin, R. Steffi and S. Suman Rajest, "Optimization Technique Approach to Resolve Food Sustainability Problems," 2021 International Conference on Computational Intelligence and Knowledge Economy (ICCIKE), 2021, pp. 25-30, doi: 10.1109/ICCIKE51210.2021.9410735.
109. F. Karim, H. Abulkasim, E. Alabdulkreem, N. Ahmed, M. Jamjoom, and S. Abbas, "Improvements on new quantum key agreement protocol with five-qubit Brown states," Modern Physics Letters A, vol. 37, p. 2250128, 2022.
110. G. A. Ogunmola, B. Singh, D. K. Sharma, R. Regin, S. S. Rajest and N. Singh, "Involvement of Distance Measure in Assessing and Resolving Efficiency Environmental Obstacles," 2021 International Conference on Computational Intelligence and Knowledge Economy (ICCIKE), 2021, pp. 13-18, doi: 10.1109/ICCIKE51210.2021.9410765.
111. H. Abulkasim and A. Alotaibi, "Improvement on ‘multiparty quantum key agreement with four-qubit symmetric W state’," International Journal of Theoretical Physics, vol. 58, pp. 4235-4240, 2019.
112. H. Abulkasim, E. Alabdulkreem, and S. Hamad, "Improved Multi-party Quantum Key Agreement with Four-qubit Cluster States," CMC-Computers Materials & Continua, vol. 73, pp. 225-232, 2022.
113. H. Abulkasim, E. Alabdulkreem, F. Karim, N. Ahmed, M. Jamjoom, M. Hadjouni, et al., "Cryptanalysis and Improvements on Quantum Key Agreement Protocol Based on Quantum Search Algorithm," Security and Communication Networks, vol. 2022, 2022
114. H. Abulkasim, M. Jamjoom, and S. Abbas, "Securing Copyright Using 3D Objects Blind Watermarking Scheme," CMC-Computers Materials & Continua, vol. 72, pp. 5969-5983, 2022.
115. Ishaq, A., Sadiq, S., Umer, M., Ullah, S., Mirjalili, S., Rupapara, V., & Nappi, M. (2021). Improving the Prediction of Heart Failure Patients’ Survival Using SMOTE and Effective Data Mining Techniques. IEEE Access, 9, 39707–39716. https://doi.org/10.1109/access.2021.3064084
116. Ishaq, A., Sadiq, S., Umer, M., Ullah, S., Mirjalili, S., Rupapara, V., & Nappi, M. (2021). Improving the Prediction of Heart Failure Patients’ Survival Using SMOTE and Effective Data Mining Techniques. IEEE Access, 9, 39707–39716. https://doi.org/10.1109/access.2021.3064084
117. J. A. Zarnan, A Novel Approach for the Solution of a Love’s Integral Equations Using Bernstein Polynomials, IOSR Journal of Mathematics, 13(1), 10-13. (2017),
118. J. A. Zarnan, W. M. Hameed , A. B .Kanbar, “New Numerical Approach for Solution of Nonlinear Differential Equations ,” Journal of Hunan University., 49(7), 163-170, July 2022.
119. J. A. Zarnan, W. M. Hameed , A. B .Kanbar, A Novel Approach for the Solution of a Love's Integral Equations Using Chebyshev Polynomials, International Journal of Advances in Applied Mathematics and Mechanics. 7(3), 96-01, (2020).
120. J. A. Zarnan, W. M. Hameed, On The Numerical Eigenvalues of a Spring-Mass System. International Journal of Computer Science and Mobile Computing, 5(8), 51-54. (2016).
121. J. A. Zarnan, W. M. Hameed.. A comparison study between two approaches for solution of Urysohn integral equation by using statistical method, International Journal of Advances in Applied Mathematics and Mechanics, 6(1), 65-68. (2018)
122. J. Ashok Kumar, P. Venkata Suresh, J. Priyanka, R. Anusha, N. Geetha Anupama, A. E.Prabahar, Rama Rao. N, “A Rapid and Novel Green Analytical Chemistry method for estimation of minocycline hydrochloride in pharmaceutical formulations by Fourier Transform Mid Infrared (FT-MIR) spectroscopy” International Journal of Pharmaceutical Analysis, 2014, 39 (1), 1205 – 1209.
123. J.A. Zarnan, A novel approach for the solution of a class of Urysohn integral equations using Bernstein polynomials. Int. J. Adv. Res , 5 (1), 2156-2162.(2017).
124. J.A. Zarnan, Numerical solution of Volterra integral equations of Second Kind. Int. J. Comput. Sci. Mobile Comput., 5(7), 509-517, (2016).
125. J.A. Zarnan. A Novel Approach for the Solution of Urysohn Integral Equations Using Hermite Polynomials. International journal of applied Engineering Research, 12(24), 14391-14395. (2017).
126. J.A. Zarnan. Nonlinear integral equations solution method based on operational matrices of Chebyshev, International Journal of Advanced and Applied Sciences, 7(5), 104-110. (2020).
127. J.A. Zarnan. Numerical Solutions of Nonlinear Fredholm Integral Equations of the Second Kind. Journal of Applied Computer Science & Mathematics, 13(27), 39-41. (2019).
128. J.A. Zarnan. On the numerical solution of Urysohn integral equation using Chebyshev polynomial. International Journal of Basic & Applied Sciences IJBAS-IJENS , 16 (06), 23-27, (2016).
129. Jerusha Angelene Christabel G, Shynu T, S. Suman Rajest, R. Regin, & Steffi. R. (2022). The use of Internet of Things (Iot) Technology in the Context of “Smart Gardens” is Becoming Increasingly Popular. International Journal of Biological Engineering and Agriculture, 1(2), 1–13. Retrieved from http://inter-publishing.com/index.php/IJBEA/article/view/42
130. K. Sridhar, Ajay Reddy Yeruva, Renjith P N, Asmita Dixit, Aatif Jamshed, and Ravi Rastogi, “Enhanced Machine learning algorithms Lightweight Ensemble Classification of Normal versus Leukemic Cel”, Journal of Pharmaceutical Negative Results, Vol.13, no.SI-9, pp. 496–505, 2022.
131. K. Suresh and E. Parimalasundar, "A Modified Multi Level Inverter with Inverted SPWM Control," in IEEE Canadian Journal of Electrical and Computer Engineering, vol. 45, no. 2, pp. 99-104, Spring 2022.
132. K. Suresh and E. Parimalasundar, “A novel dual-leg DC-DC converter for wide range DC-AC conversion,” Automatika, vol. 63, no. 3, pp.572-579, 2022.
133. K. Swathi, P. Venkata Suresh, A.Elphine Prabahar, “Colorimetric estimation of Ezetimibe in bulk and pharmaceutical dosage form by MBTH”, Pharm analysis & quality assurance, 2014, 1-3.
134. M. Jamjoom, H. Abulkasim, and S. Abbas, "Lightweight Authenticated Privacy-Preserving Secure Framework for the Internet of Vehicles," Security & Communication Networks, 2022.
135. M. Khare and R. Oak, “Real-time distributed denial-of-service (DDoS) attack detection using decision trees for server performance maintenance,” in Asset Analytics, Singapore: Springer Singapore, 2020, pp. 1–9.
136. N.P. Krishnam, M.S. Ashraf, B.R. Rajagopal,P.Vats and D.S.K. Chakravarthy and S.M. Rafi, "Analysis Of Current Trends, Advances And Challenges Of Machine Learning (Ml) And Knowledge Extraction: From Ml To Explainable AI," Industry Qualifications The Institute of Administrative Management UK, Vol.58, pp. 54-62, May 2022.
137. Nagamalleswari, G., D.Phanendra, Prabahar, A.E., P. Venkata Suresh, Ramarao, N., “Development and validation of chromatographic method for simultaneous estimation of levocetricine and phenylepherine in pharmaceutical dosage forms” International journal of advances in pharmaceutical research, 2013,Vol 4, issue 7, 1921-26.
138. Nita S. patil, Sanjay M. Patil, Chandrashekhar M. Raut, Amol P. Pande, Ajay Reddy Yeruva, and Harish Morwani, “An Efficient Approach for Object Detection using Deep Learning”, Journal of Pharmaceutical Negative Results, Vol.13, no.SI-9, pp. 563–572, 2022.
139. P. Venkata Suresh, Rama Rao Nadendla and B. R. Challa; “Bio- analytical method development and validation of Valsartan by precipitation method with HPLC-MS/MS: Application to a pharmacokinetic study, Journal of Chemical and Pharmaceutical Research, 2013, 5(7):7-20.
140. P. Venkata Suresh, Rama Rao Nadendla and B. R. Challa; “Quantification of Desloratadine in Human Plasma by LC-ESI-MS/MS and Application to a Pharmacokinetic Study”; Elsevier Limited; Journal of Pharmaceutical Analysis, issue 2 (2012), 180-187.
141. P. Venkata Suresh, Rama Rao Nadendla and B. R. Challa; “Quantification of sibutramine and its two metabolites in human plasma by LC–ESI-MS/MS and its application in a bioequivalence study”; Elsevier Limited; Journal of Pharmaceutical Analysis, Vol.2, issue 4, (2012),pp. 249-257.
142. P. Venkata Suresh, Rama Rao Nadendla and B. R. Challa; “Quantitative analysis of eletriptan in human plasma by HPLC-MS/MS and its application to pharmacokinetic study”, Springer, Anal Bioanal Chem.2011 Nov; 401(8):2539-48. Epub.2011 Sep 3.
143. P. Venkata Suresh, Rama Rao.Nadendla “HPTLC Method for the Simultaneous Estimation of Etophylline and Theophylline in Tablet Dosage Forms”; Asian journal of chemistry, 2011, 23, 1,309-311.
144. P. Venkata Suresh, Rama Rao.Nadendla, “A New RP-HPLC Method For Simultaneous Estimation Of Etophylline And Theophylline In Tablets” Research Journal of Pharmacy and Technology; Vol: 4No:1: January-February: 2011.
145. Parimalasundar Ezhilvannan and Suresh Krishnan, “An efficient asymmetric direct current (DC) source configured switched capacitor multi-level inverter,” Journal Européen des Systèmes Automatisés, vol. 53, no. 6, pp.853-859, 2020.
146. Priscila, S. S., Rajest, S. S., T, S. and G, G. (2022) “An Improvised Virtual Queue Algorithm to Manipulate the Congestion in High-Speed Network”, Central Asian Journal of Medical and Natural Science, 3(6), pp. 343-360.
147. R, S., Rajest, S. S., Regin, R., & T, S. (2022). The Obstacles Facing Businesses that are Run by their Families as their Primary Owners. Central Asian Journal of Innovations on Tourism Management and Finance, 3(11), 145-163.
148. R, S., Regin, R., Rajest, S. S., T, S. and G, J. A. C. (2022) “Rail Project’s Needed Project Management Approaches, Strategies, Methodologies, and Processes”, International Journal on Economics, Finance and Sustainable Development, 4(10), pp. 109-126.
149. R. A. A. Agarwal, “Decision Support System designed to detect yellow mosaic in Pigeon pea using Computer Vision,” Design Engineering (Toronto), vol. 8, pp. 832–844, 2021.
150. R. Agarwal and N. Rao, “ML-based classifier for Sloan Digital Sky spectral objects,” Neuroquantology, vol. 20, no. 6, pp. 8329–8358, 2022.
151. R. Agarwal, “Edge Detection in Images Using Modified Bit-Planes Sobel Operator,” 2014, pp. 203–210.
152. R. Agarwal, S. Hariharan, M. Nagabhushana Rao, and A. Agarwal, “Weed Identification using K-Means Clustering with Color Spaces Features in Multi-Spectral Images Taken by UAV,” in 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, Jul. 2021, pp. 7047–7050.
153. R. Oak and M. Khare, “A novel architecture for continuous authentication using behavioural biometrics,” in 2017 International Conference on Current Trends in Computer, Electrical, Electronics and Communication, 2017, pp. 767–771.
154. R. Oak, “A literature survey on authentication using behavioural biometric techniques,” in Intelligent Computing and Information and Communication, Singapore: Springer Singapore, 2018, pp. 173–181.
155. R. Oak, “Poster: Adversarial examples for hate speech classifiers,” in Proceedings of the 2019 ACM SIGSAC Conference on Computer and Communications Security, 2019.
156. R. Oak, M. Du, D. Yan, H. Takawale, and I. Amit, “Malware detection on highly imbalanced data through sequence modeling,” in Proceedings of the 12th ACM Workshop on Artificial Intelligence and Security - AISec’19, 2019.
157. R. Regin, Steffi. R, Jerusha Angelene Christabel G, Shynu T, S. Suman Rajest (2022), “Internet of Things (IoT) System Using Interrelated Computing Devices in Billing System”, Journal of Advanced Research in Dynamical and Control Systems, Vol.14, no.1, pp. 24-40.
158. R. Senthilkumar, B. G. Geetha, "Asymmetric Key Blum-Goldwasser Cryptography for Cloud Services Communication Security," Journal of Internet Technology, vol. 21, no. 4 , pp. 929-939, Jul.2020.
159. R. Steffi, G. Jerusha Angelene Christabel, T. Shynu, S. Suman Rajest, R. Regin (2022), “ A Method for the Administration of the Work Performed by Employees”, Journal of Advanced Research in Dynamical and Control Systems, Vol.14, no.1, pp. 7-23.
160. Rajest, S. S. ., Regin, R. ., T, S. ., G, J. A. C. ., & R, S. . (2022). Production of Blockchains as Well as their Implementation. Vital Annex : International Journal of Novel Research in Advanced Sciences, 1(2), 21–44.
161. Rajest, S. S., Regin, R., T, S. and R , S. (2022) “The Effect of Corporate Social Responsibility on Organizational Effectiveness”, Central Asian Journal of Innovations on Tourism Management and Finance, 3(11), pp. 125-144.
162. Rajest, S. S., Regin, R., T, S. and R, S. (2022) “Organisational Dedication, Employee Contentment on The Job, And Plans to Leave the Organization”, Central Asian Journal Of Mathematical Theory And Computer Sciences, 3(12), pp. 5-19.
163. Regin, D. R., Rajest, D. S. S., T, S., G, J. A. C., & R, S. (2022). An Automated Conversation System Using Natural Language Processing (NLP) Chatbot in Python. Central Asian Journal Of Medical And Natural Sciences, 3(4), 314-336.
164. Regin, R., Rajest , S. S., T , S., G, J. A. C., & R , S. (2022). An Organization’s Strategy that is Backed by the Values and Visions of its Employees’ Families. Central Asian Journal of Innovations on Tourism Management and Finance, 3(9), 81-96.
165. Regin, R., Rajest, S. S., T, S., & R, S. (2022). Impact of Internet Banking on the Efficiency of Traditional Banks. Central Asian Journal of Innovations on Tourism Management and Finance, 3(11), 85-102.
166. Regin, R., Rajest, S. S., T, S., Christabel G, J. A. and R, S. (2022) “The Influence that the Advertising of Pharmaceuticals has on the Economy”, Central Asian Journal Of Social Sciences And History, 3(10), pp. 1-18.
167. Regin, R., Rajest, S. S., T, S., G, J. A. C., & R, S. (2022). Pharmaceutical Supply Chain Challenges and Inventory Management. Central Asian Journal of Innovations on Tourism Management and Finance, 3(10), 143-159.
168. Roja Boina, “Assessing the Increasing Rate of Parkinson's Disease in the US and its Prevention Techniques”, International Journal of Biotechnology Research and Development, 3(1), pp. 1-18, 2022.
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Published
2022-12-16
How to Cite
Krishnan, A. S., N, R., M , A., & Rajesh , T. (2022). A Data-Driven Approach for Detecting Attacks in Finger Vein Recognition Using Deep Neural Networks. Central Asian Journal of Medical and Natural Science, 3(6), 435-462. https://doi.org/10.17605/cajmns.v3i6.1231
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