Lie Detection Technique using Video from the Ratio of Change in the Appearance |
Hossain, S.M. Emdad
(Department of Information Systems, University of Nizwa)
Fageeri, Sallam Osman (Department of Information Systems, University of Nizwa) Soosaimanickam, Arockiasamy (Department of Information Systems, University of Nizwa) Kausar, Mohammad Abu (Department of Information Systems, University of Nizwa) Said, Aiman Moyaid (Department of Information Systems, University of Nizwa) |
1 | Amal N, A Beginner's Guide To Scikit-Learn's MLPClassifier (June 2019), COPYRIGHT ANALYTICS INDIA MAGAZINE PVT LTD, https://analyticsindiamag.com/a-beginners-guide-to-scikit-learns-mlpclassifier/. |
2 | Gangeshwar K , Navonil M, Soujanya , Erik C, A Deep Learning Approach for Multimodal Deception Detection, A*STAR Artificial Intelligence Initiative (A*AI), Institute of High Performance Computing, Temasek Laboratories, School of Computer Science and Engineering, Nanyang Technological University, Singapore, Centro de Investigacin en Computacin, IPN, Mexico, March 2018 |
3 | Como citar este articulo: S. Bedoya-Echeverry, H. Belalcazar-Ramirez, H. Loaiza-Correa, S. E. Nope-Rodriguez, C. R. Pinedo-Jaramillo, and A. D. Restrepo-Giron, "Detection of lies by facial thermal imagery analysis," Rev. Fac. Ing., vol. 26 (44), pp. 47-59, Ene. 2017 |
4 | V. Gupta, M. Agarwal, M. Arora, T. Chakraborty, R. Singh and M. Vatsa, "Bag-of-Lies: A Multimodal Dataset for Deception Detection," 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Long Beach, CA, USA, 2019, pp. 83-90, doi: 10.1109/CVPRW.2019.00016. DOI |
5 | Jiang, L., Cai, Z., Wang, D. et al. Bayesian Citation-KNN with distance weighting. Int. J. Mach. Learn. & Cyber. 5, 193-199 (2014). https://doi.org/10.1007/s13042-013-0152-x DOI |
6 | Almeida, L.B. Multilayer perceptrons, in Handbook of Neural Computation, IOP Publishing Ltd and Oxford University Press, 1997. |
7 | Shubham P, The Euclidean Distance Formula, k Nearest Neighbor Classifier ( kNN )-Machine Learning Algorithms (March 2018), https://equipintelligence.medium.com/k-nearest-neighbor-classifier-knn-machine-learning-algorithms-ed62feb86582. |
8 | Michael T. Brannick, The Logistic Curve, Logistic Regression, Course Materials and Research Website, http://faculty.cas.usf.edu/mbrannick/regression/Logistic.html. |
9 | Shloka D, Maxwell S, Zachary M, Neural Lie Detection with the CSC Deceptive Speech Dataset, Stanford University, USA, access date: 30th January 2021. |
10 | Learning Mind, The 6 Subtle Facial Expressions which Reveals Lie and Inauthenticity, copyright © Learning Mind 2012-2019, All Rights Reserved, https://www.learning-mind.com/facial-expressions-lies/, access date: 24th December 2019 |
11 | Vasco F, Equation of a Multi-Layer Perceptron Network, Data Science (Oct 2020), https://datascience.stackexchange.com/questions/84016/equation-of-a-multi-layer-perceptron-network. |
12 | Veronica P ' erez-Rosas, Mohamed Abouelenien, Rada Mihalcea, ' Yao Xiao, CJ Linton, Mihai Burzo, erbal and Nonverbal Clues for Real-life Deception Detection, Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, pages 2336-2346, Lisbon, Portugal, 17-21 September 2015. c 2015 Association for Computational Linguistics. |
13 | Veronica P, Rada M, Alexis N, Mihai B, A Multimodal Dataset for Deception Detection, Computer Science and Engineering, University of North Texas, Computer Science and Electrical Engineering, University of Michigan, Mechanical Engineering, University of North Texas, Computer Science, Engineering, and Physics, University of Michigan, access date: January 2021 |
14 | Deborah B, Jane G-D, Kevin R. B, The Impact of Presentation Modality on Perceptions of Truthful and Deceptive Confessions, Journal of Criminology, Hindawi, Volume 2013 |Article ID 164546 | https://doi.org/10.1155/2013/164546 DOI |
15 | Lloyd, E. P., Deska, J. C., Hugenberg, K., McConnell, A. R., Humphrey, B., & Kunstman, J. W. (2017). Miami University deception detection video database, https://sc.lib.miamioh.edu/handle/2374.MIA/6067 |
16 | Zhe W, Bharat S, Larry S. D, Subrahmanian V. S, Deception Detection in Videos, The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18), Copyright c 2018, Association for the Advancement of Artificial Intelligence (www.aaai.org). All rights reserved. |
17 | Martinez, A. M.; Kak, A. C. (2001). "PCA versus LDA". IEEE Transactions on Pattern Analysis and Machine Intelligence. 23 (=2): 228-233. doi:10.1109/34.908974. DOI |
18 | Harrell, F. E. (2015). Regression modeling strategies: With applications to linear models, logistic and ordinal regression, and survival analysis (2nd ed.). Switzerland: Springer International Publishing. |
19 | Onel H, The KNN Algorithm, Machine Learning Basics with the K-Nearest Neighbors Algorithm (September 2018), https://towardsdatascience.com/machine-learning-basics-with-the-k-nearest-neighbors-algorithm. |
![]() |