Mahat, Nor Idayu and Masnan, Maz Jamilah and Shakaff, Ali Yeon Md and Zakaria, Ammar and Abdul Kadir, Muhd Khairulzaman (2018) Artificial Odour Classification System. In: Electronic Nose Technologies and Advances in Machine Olfaction. IGI Global, pp. 25-37. ISBN 9781522538622

Mahat, Nor Idayu and Zakaria, Ammar and Md Shakaff, Ali Yeon (2015) Comparisons of parametric and non-parametric classification rules for e-nose and e-tongue. In: 2nd Innovation and Analytics Conference & Exhibition (IACE 2015), 29 September –1 October 2015, TH Hotel, Alor Setar, Kedah, Malaysia.

Mahat, Nor Idayu and Engku Abu Bakar, Engku Muhammad Nazri and Zakaria, Ammar and Mohd Nazir, Mohd Amril Nurman and Misiran, Masnita Optimal Weighted Learning of PCA and PLS for Multicollinearity Discriminators and Imbalanced Groups in Big Data (S/O: 13224). Project Report. UUM. (Submitted)

Masnan, Maz Jamilah and Mahat, Nor Idayu and Md Shakaff, Ali Yeon and Abdullah, Abu Hassan and Zakaria, Nur Zawatil Ishqi and Yusuf, Nurlisa and Subari, Norazian and Zakaria, Ammar and Abdul Aziz, Abdul Hallis (2015) Understanding Mahalanobis distance criterion for feature selection. In: International Conference on Mathematics, Engineering and Industrial Applications 2014, 28–30 May 2014, Penang, Malaysia.

Masnan, Maz Jamilah and Zakaria, Ammar and Md Shakaff, Ali Yeon and Mahat, Nor Idayu and Hamid, Hashibah and Subari, Norazian and Mohamad Saleh, Junita (2012) A realization of classification success in multi sensor data fusion. In: Principal Component Analysis - Engineering Applications. InTech, Croatia, pp. 1-24. ISBN 978-953-51-0182-6