Staff Profile
| Full Name | Ts. Dr. SHUHAIDA BINTI ISMAIL |
|---|---|
| Faculty | FAKULTI SAINS KOMPUTER DAN TEKNOLOGI MAKLUMAT |
| Department | JABATAN KEJURUTERAAN PERISIAN |
| Designation | DS51 - PENSYARAH KANAN |
|
PENYELIDIK BERSEKUTU SOFTWARE TESTING (SWAT) FAKULTI SAINS KOMPUTER DAN TEKNOLOGI MAKLUMAT |
Field of Expertise
| Field Category (KPT) | INFORMATION, COMPUTER AND COMMUNICATIONS TECHNOLOGY (ICT) |
|---|---|
| Field (KPT) | Artificial Intelligence |
| Field of Specialization (KPT) | Machine Learning |
Academic Qualification
| Year | Qualification | Institution |
|---|---|---|
| 2015 | DOKTOR FALSAFAH MATEMATIK | UNIVERSITI TEKNOLOGI MALAYSIA |
| 2012 | SARJANA MATEMATIK | UNIVERSITI TEKNOLOGI MALAYSIA |
| 2008 | SARJANA MUDA KOMPUTER & KAWALAN | UNIVERSITI TEKNOLOGI MALAYSIA |
| 2004 | DIPLOMA TEKNOLOGI MAKLUMAT | POLITEKNIK SEBERANG PERAI |
| 2000 | SC/MCE/SPM/SPVM | SMK DATO' JAAFAR BUKIT KETERI PERLIS |
Professional Appointments
| DS51 - Pensyarah Kanan |
Management Experience
| Date | Description |
|---|---|
| 01/04/2023 - 31/12/2024 | Penyelidik Bersekutu
Fakulti Sains Komputer dan Teknologi Maklumat, Software Testing (SWAT) |
| 01/01/2021 - 31/12/2021 | Penyelidik Utama
Fakulti Sains Gunaan dan Teknologi, Data Analytics, Sciences and Modeling (DASM) |
| 01/09/2018 - 31/08/2019 | Felo Kolej Kediaman
Kolej Kediaman Pagoh 1, Unit Pentadbiran |
| 01/09/2017 - 31/08/2018 | Felo Kolej Kediaman
Kolej Kediaman Pagoh 1, Unit Pentadbiran |
Professional Societies
| Year | Description | Role | Level |
|---|---|---|---|
| 23/12/2021 - 31/12/9999 | International Association Of Engineers (IAENG) - Society Of Mechanical Engineering
| member | Antarabangsa |
| 17/07/2019 - 16/07/2020 | Malaysia Board of Technologists (MBOT)
| Teknologis Profesional | Kebangsaan |
| 25/04/2018 - 31/12/9999 | Malaysia Board of Technologists (MBOT)
| Teknologis Berijazah | Kebangsaan |
| 16/07/2021 - 16/07/2022 | Malaysia Board of Technologists (MBOT)
| Teknologis Profesional | Kebangsaan |
| 17/07/2022 - 16/07/2023 | Malaysia Board of Technologists (MBOT)
| Teknologis Profesional | Kebangsaan |
| 17/07/2018 - 16/07/2019 | Malaysia Board of Technologists (MBOT)
| Teknologis Profesional | Kebangsaan |
| 17/07/2020 - 16/07/2021 | Malaysia Board of Technologists (MBOT)
| Teknologis Profesional | Kebangsaan |
Teaching Experience
| Year | Description | Level |
|---|---|---|
| 2017 | Risk Management [ BWB43903], Sesi 20172018, Semester 1, Universiti Tun Hussein Onn Malaysia, 2017 | University |
| 2017 | Statistical For Quality Improvement [BWB31903], Sesi 20172018, Semester 1, Universiti Tu Hussein Onn Malaysia, 2017 | University |
| 2017 | C++ Programming [BWB10203], Sesi 20162017 Semester 2, Universiti Tun Hussein Onn Malaysia, 2017 | University |
| 2017 | Network and Data Communications [BWB43503], Sesi 20162017 Semester 2, Universiti Tun Hussein Onn Malaysia, 2017 | University |
| 2016 | Statistical for Quality Improvement [BWB31903], Sesi 20162017 Semester 1, Universiti Tun Hussein Onn Malaysia, 2016 | University |
| 2016 | Performance Modeling Of Communication Network [BWB43903] Sesi 20162017 Semester 1, Universiti Tun Hussein Onn Malaysia, 2016 | University |
| 2016 | Network and Data COmmunication [BWB43503], Sesi 20152016 Semester 2, Universiti Tun Hussein Onn Malaysia, 2016 | University |
| 2016 | C++ Programming [BWB10203], Sesi 20152016 Semester 2, Universiti Tun Hussein Onn Malaysia, 2016 | University |
Research Grants And Contracts
Publications
| Book Chapters |
|---|
| Intan Syazwani Noorain, Shuhaida Ismail, Aida Nabilah Sadon, Suhaila Mohd Yasin (2022) Application Of Box Jenkins, Artificial Neural Network And Support Vector Machine Model For Water Level Prediction, Recent Advances In Soft Computing And Data Mining: Proceedings Of The Fifth International Conference On Soft Computing And Data Mining (Scdm 2022), Springer Nature , 121, ISBN:9783031008283 |
| Nur Aliaa Dalila A. Muhaime, Muhammad Amirul Ariffin, Shuhaida Ismail, Shazlyn Milleana Shaharudin (2022) Comparative Performance Of Various Imputation Methods For River Flow Data, Recent Advances In Soft Computing And Data Mining: Proceedings Of The Fifth International Conference On Soft Computing And Data Mining (Scdm 2022), Springer Nature , 111, ISBN:9783031008283 |
| Nur Syahira Jafri, Shuhaida Ismail, Aida Nabilah Sadon, Nur'aina A. Rahman, Shazlyn Milleana Shahruddin (2022) Support Vector Machine And Recurrent Neural Network Algorithm For Rainfall Forecasting, Recent Advances In Soft Computing And Data Mining: Proceedings Of The Fifth International Conference On Soft Computing And Data Mining (Scdm 2022), Springer Nature , 131, ISBN:9783031008283 |
| General Publications |
| Nabihah Ahmad (2017) Modul Permulaan Graduan, UTHM , 1, ISBN:- |
| Journal |
| Nurfarawahida Ramly, Mohd Saifullah Rusiman, Shuhaida Ismail, Suparman, Firdaus Mohamad Hamzah, Ozlem Gurunlu Alma (2023) An Adjustment Degree Of Fitting On Fuzzy Linear Regression Model Toward Manufacturing Income, IAES INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE (IJ-AI), INSTITUTE OF ADVANCED ENGINEERING AND SCIENCE (IAES) , 6, 543, ISSN:22528938 |
| Muhammad Usman Tariq, Shuhaida Ismail, Muhammad Babar, Ashir Ahmad (2023) Harnessing The Power Of Ai: Advanced Deep Learning Models Optimization For Accurate Sars-Cov-2 Forecasting, PLOS ONE, PUBLIC LIBRARY SCIENCE , 7, 1, ISSN:19326203 |
| Gan Pei Yee, Mohd Saifullah Rusiman, Shuhaida Ismail, Suparman, Firdaus Mohamad Hamzah, Muhammad Ammar Shafi (2023) K-Means Clustering Analysis And Multiple Linear Regression Model On Household Income In Malaysia, IAES INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE (IJ-AI), INSTITUTE OF ADVANCED ENGINEERING AND SCIENCE (IAES) , 6, 731, ISSN:22528938 |
| Ren Yu Lai, Kim Gaik Tay, Audrey Huong, Chang Choon Chew, Shuhaida Ismail (2022) Dorsal Hand Vein Authentication System Using Convolution Neural Network, INTERNATIONAL JOURNAL OF EMERGING TECHNOLOGY AND ADVANCED ENGINEERING, IJETAE PUBLICATION HOUSE , 8, 83, ISSN:22502459 |
| Nor Ain Maisarah Samsudin, Shazlyn Milleana Shaharudin, Nurul Ainina Filza Sulaiman, Shuhaida Ismail, Nur Syarafina Mohamed, and Nor Hafizah Md Husin (2022) Prediction Of Student`S Academic Performance During Online Learning Based On Regression In Support Vector Machine , INTERNATIONAL JOURNAL OF INFORMATION AND EDUCATION TECHNOLOGY, SINGAPORE , 12, 1431, ISSN:20103689 |
| Nurul Ainina Filza Sulaiman, Shazlyn Milleana Shaharudin, Shuhaida Ismail, Nurul Hila Zainuddin, Mou Leong Tan and Yusri Abd Jalil (2022) Predictive Modelling Of Statistical Downscaling Based On Hybrid Machine Learning Model For Daily Rainfall In East-Coast Peninsular Malaysia, SYMMERTY, MDPI , 5, 2, ISSN:20738994 |
| Siti Mariana Che Mat Nor, Shazlyn Milleana Shaharudin, Shuhaida Ismail, Sumayyah Aimi Mohd Najib, Mou Leong Tan, and Norhaiza Ahmad (2022) Statistical Modeling Of Rpca-Fcm In Spatiotemporal Rainfall Patterns Recognition, ATMOSPHERE, MDPI , 1, 1, ISSN:20734433 |
| Siti Mariana Che Mat Nor, Shazlyn Milleana Shaharudin, Shuhaida Ismail, Kismiantini (2021) A Rpca-Based Tukey'S Biweight For Clustering Identification On Extreme Rainfall Data , ENVIRONMENT AND ECOLOGY RESEARCH, HORIZON RESEARCH PUBLISHING , 5, 114, ISSN:2331625X |
| SHAZLYN MILLEANA SHAHARUDIN, SHUHAIDA ISMAIL, MOHD SAIFUL SAMSUDIN, AZMAN AZID, MOU LEONG TAN & MUHAMAD AFDAL AHMAD BASRI (2021) Prediction Of Epidemic Trends In Covid-19 With Mann-Kendall And Recurrent Forecasting-Singular Spectrum Analysis, SAINS MALAYSIANA, UNIVERSITI KEBANGSAAN MALAYSIA , 4, 1131, ISSN:27350118 |
| Shazlyn Milleana Shaharudin, Shuhaida Ismail , Noor Artika Hassan, Mou Leong Tan and Nurul Ainina Filza Sulaiman (2021) Short-Term Forecasting Of Daily Confirmed Covid-19 Cases In Malaysia Using Rf-Ssa Model, FRONTIERS IN PUBLIC HEALTH, FRONTIERS MEDIA SA , 6, 1, ISSN:22692565 |
| Shazlyn Milleana Shaharudin, Siti Mariana Che Mat Nor, Mou Leong Tan, Mohd Saiful Samsudin, Azman Azid, Shuhaida Ismail (2021) Spatial Torrential Rainfall Modelling In Pattern Analysis Based On Robust Pca Approach, POLISH JOURNAL OF ENVIRONMENTAL STUDIES, HARD PUBLISHING SC JERZY RADECKI, HANNA RADECKA , 6, 3221, ISSN:12301485 |
| Siti Mariana Che Mat Nor, Shazlyn Milleana Shaharudin, Shuhaida Ismail, Nurul Hila Zainuddin, Mou Leong Tan (2020) A Comparative Study Of Different Imputation Methods For Daily Rainfall Data In East-Coast Peninsular Malaysia, BULLETIN OF ELECTRICAL ENGINEERING AND INFORMATICS (BEEI), INSTITUTE OF ADVANCED ENGINEERING AND SCIENCE (IAES) , 4, 635, ISSN:20893191 |
| Suhaila Mohd. Yasin, Shuhaida Ismail (2020) A Review On Fault Taxonomies For Web Testing, INTERNATIONAL JOURNAL OF EMERGING TRENDS IN ENGINEERING RESEARCH, THE WORLD ACADEMY OF RESEARCH IN SCIENCE AND ENGINEERING , 10, 187, ISSN:23473983 |
| Loh Eng Chuen, Shuhaida Ismail, Aida Mustapha (2020) Bitcoin Price Forecasting Using Different Artificial Neural Network And Training Algorithm, INTERNATIONAL JOURNAL OF ADVANCED TRENDS IN COMPUTER SCIENCE AND ENGINEERING, THE WORLD ACADEMY OF RESEARCH IN SCIENCE AND ENGINEERING , 2, 374, ISSN:22783091 |
| Mazwin Arleena Masngut, Shuhaida Ismail, Aida Mustapha, Suhaila Mohd Yasin (2020) Comparison Of Daily Rainfall Forecasting Using Multilayer Perceptron Neural Network Model, IAES INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE, UAD INSTITUTE OF SCIENTIFIC PUBLICATION AND PRESS (LPPI) , 9, 456, ISSN:22528938 |
| Eng Chuen Loh, Shuhaida Ismail, Azme Khamis and Aida Mustapha (2020) Comparison Of Feedforward Neural Network With Different Training Algorithms For Bitcoin Price Forecasting, ASM SCIENCE JOURNAL , AKADEMI SAINS MALAYSIA , 4, 1, ISSN:18236782 |
| Eng Chuen Loh, Shuhaida Ismail (2020) Emerging Trend Of Transaction And Investment: Bitcoin Price Prediction Using Machine Learning, INTERNATIONAL JOURNAL OF ADVANCED TRENDS IN COMPUTER SCIENCE AND ENGINEERING, THE WORLD ACADEMY OF RESEARCH IN SCIENCE AND ENGINEERING , 9, 100, ISSN:22783091 |
| Eng Chuen Loh, Shuhaida Ismail, Azme Khamis (2020) Empirical Mode Decomposition Couple With Artificial Neural Network For Water Level Prediction, CIVIL ENGINEERING AND ARCHITECTURE, HORIZON RESEARCH PUBLISHING , 12, 19, ISSN:23321121 |
| Wan Nur Hawa Fatihah Wan Zurey, Shuhaida Ismail, Aida Mustapha (2020) Forecasting Accuracy: A Comparative Study Between Artificial Neural Network And Autoregressive Model For Streamflow, IAES INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE (IJ-AI), UAD INSTITUTE OF SCIENTIFIC PUBLICATION AND PRESS (LPPI) , 9, 464, ISSN:22528938 |
| Nazim Razali, Shuhaida Ismail, Aida Mustapha (2020) Machine Learning Approach For Flood Risks Prediction, IAES INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE (IJ-AI), UAD INSTITUTE OF SCIENTIFIC PUBLICATION AND PRESS (LPPI) , 3, 73, ISSN:22528938 |
| Shazlyn Milleana Shaharudin, Shuhaida Ismail, Mou Leong Tan, Nur Syarafina Mohamed and Nurul Ainina Filza Sulaiman (2020) Predictive Modelling Of Covid-19 Cases In Malaysia Based On Recurrent Forecasting-Singular Spectrum Analysis Approach, INTERNATIONAL JOURNAL OF ADVANCED TRENDS IN COMPUTER SCIENCE AND ENGINEERING, THE WORLD ACADEMY OF RESEARCH IN SCIENCE AND ENGINEERING , 9, 175, ISSN:22783091 |
| Muhammad Ammar Shafi, Mohd Saifullah Rusiman, Shuhaida Ismail, Muhamad Ghazali Kamardan (2019) A Hybrid Of Multiple Linear Regression Clustering Model With Support Vector Machine For Colorectal Cancer Tumor Size Prediction, INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, The Science and Information (SAI) Organization Limited , 4, 323, ISSN:21565570 |
| Shazlyn Milleana Shaharudin, Shuhaida Ismail, Siti Mariana Che Mat Nor, Norhaiza Ahmad (2019) An Efficient Method To Improve The Clustering Performance Using Hybrid Robust Principal Component Analysis-Spectral Biclustering In Rainfall Patterns Identification, IAES INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE, UAD Institute of Scientific Publication and Press , 9, 237, ISSN:22528938 |
| Eng Chuen Loh1, Shuhaida binti Ismail, Aida Mustafa, Shazlyn Milleanna Shaharudin (2019) Application Of Discrete Wavelet Transformation With Artificial Neural Network In Kelantan Water Level Prediction, JOURNAL OF ADVANCED RESEARCH IN DYNAMICAL AND CONTROL SYSTEMS, JOURNAL OF ADVANCED RESEARCH IN DYNAMICAL AND CONTROL SYSTEMS , 11, 82, ISSN:1943023X |
| K. G.Tay, Hassan Muwafaq , Shuhaida Binti Ismail , Pauline Ong (2019) Electricity Consumption Forecasting Using Nonlinear Autoregressive With External (Exogeneous) Input Neural Network, UNIVERSAL JOURNAL OF ELECTRICAL AND ELECTRONIC ENGINEERING , HORIZON RESEARCH PUBLISHING , 12, 26, ISSN:23323280 |
| Shuhaida Ismail, Ani Shabri, Aida Mustapha, Siraj Mohammed Pandhiani (2018) Effect Of Dimensionality Reductions Technique In Modelling And Forecasting River Flow, INTERNATIONAL JOURNAL OF ENGINEERING & TECHNOLOGY, Science Publishing Corporation , 11, 573, ISSN:2227524 |
| Khamis, A., M.A., Khalid, K., Ismail, S. and Gopal Pillay, K. (2018) The Use Of Response Surface Analysis To Obtain Optimum Values Of Smoothing Parameter In Holt-Winter Modelling, THE INTERNATIONAL JOURNAL OF ENGINEERING AND SCIENCE (IJES), The International Journal of Engineering and Science (IJES) , 5, 62, ISSN:23191813 |
| Nur Amalina Mat Jan * , Ani Shabri, Shuhaida Ismail, Basri Badyalina, Siti Sarah Abadan, Norhafizah Yusof (2016) Three-Parameter Lognormal Distribution: Parametric Estimation Using L-Moment And Tl - Moment Approach, JURNAL TEKNOLOGI, Universiti Teknologi Malaysia , 1, 85, ISSN:21803722 |
| Shuhaida Ismail and Ani Shabri (2014) Time Series Forecasting Using Least Square Support Vector Machine For Canadian Lynx Data, JURNAL TEKNOLOGI, Penerbit UTM , 9, 11, ISSN:2180-3722 |
| Shuhaida Ismail, Ani Shabri, and Ruhaidah Samsudin (2012) A Hybrid Model Of Self Organizing Maps And Least Square Support Vector Machine For River Flow Forecasting, HYDROLOGY AND EARTH SYSTEM SCIENCES, Copernicus Publication , 11, 4417, ISSN:1027-5606 |
| Shuhaida Ismail, Ani Shabri, Ruhaidah Samsudin (2011) A Hybrid Model Of Self-Organizing Maps (Som) And Least Square Support Vector Machine (Lssvm) For Time-Series Forecasting, EXPERT SYSTEMS WITH APPLICATIONS, Elsevier wordmark , 8, 10574, ISSN:0957-4174 |
| Media Digital |
| Shuhaida Ismail (2020) Benefit Of Insurance, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Break & Continue Statement In Repetition, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Characteristic Of Insurance, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Data Visualisation Tips, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Data Visualisation Tools (Part 4), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Dealing With Data (Part 5), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Design Best Practices (Part 6), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Do...While Loop, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Elements In Function, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Flowchart Nested If Else, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Flowchart Problem 1 (If), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Flowchart Problem 2 (If), Youtube , ISBN:- |
| Shuhaida Ismail (2020) For Loop, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Insurance & Risk P1, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Introduction To C++ (Part 1), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Introduction To C++ (Part 2), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Introduction To C++ (Part 3), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Introduction To C++ (Part 4), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Introduction To C++ (Part 5), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Introduction To C++ (Work With Data), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Introduction To Functions, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Introduction To Python, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Introduction To Repetition, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Introductory Class For Data Visualisation, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Missing Values With Python, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Multiple If Else, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Nested Loop, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Parameter Passing (Pass By Reference), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Parameter Passing (Pass-By-Value), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Play With Python, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Plot With Matplotlib, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Plot With Pandas, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Plot With Pandas 2, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Pre-Defined Function, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Risk & Its Treatment_P1, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Risk & Its Treatment_P2, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Risk & Its Treatment_P3, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Risk & Its Treatment_P4, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Risk & Its Treatment_P5, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Risk & Its Treatment_P6, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Tutorial 1 (Work With Python), Youtube , ISBN:- |
| Shuhaida Ismail (2020) Tutorial 2 (Work With Python, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Type Of Variables, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Types Of Insurance, Youtube , ISBN:- |
| Shuhaida Ismail (2020) User Defined Function, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Uses Of Data Visualisation (Part 3), Youtube , ISBN:- |
| Shuhaida Ismail (2020) What Is Data Visualisation (Part 1), Youtube , ISBN:- |
| Shuhaida Ismail (2020) While Loop, Youtube , ISBN:- |
| Shuhaida Ismail (2020) Why Data Visualisation Is Important (Part 2), Youtube , ISBN:- |
| Prosiding / Seminar |
| K.G.Tay, C.C. Chew, Audrey Huong, Shuhaida Ismail (2023) Dorsal Hand Vein Authentication System Using Alexnet Transfer Learning, AIP PUBLISHING , 1, ISBN:9780735446816 |
| Zulkifli S., Mustapha A.B., Ismail S., Razali N. (2022) Comparative Analysis Of Statistical And Machine Learning Methods For Classification Of Match Outcomes In Association Football, SPRINGER SCIENCE AND BUSINESS MEDIA DEUTSCHLAND GMBH , 351, ISBN:09308989 |
| Muszaidi M., Mustapha A.B., Ismail S., Razali N. (2022) Deep Learning Approach For Football Match Classification Of English Premier League (Epl) Based On Full-Time Results, SPRINGER SCIENCE AND BUSINESS MEDIA DEUTSCHLAND GMBH , 339, ISBN:09308989 |
| Kek Zhi Xuan, Shuhaida Ismail, Intan Syazwani Noorain, Nur Alia Dalila A. Muhaime (2021) Comparisons Of Data Mining Classification Algorithms For Customers? Shopping Intention In E-Commerce, IEEE , 1, ISBN:9781665417266 |
| Aida Nabilah Sadon, Shuhaida Ismail, Nur Syahira Jafri, Shazlyn Milleana Shaharudin (2021) Long Short-Term Vs Gated Recurrent Unit Recurrent Neural Network For Google Stock Price Prediction, IEEE , 1, ISBN:9781665417266 |
| Weng Hao Wong, Shuhaida Ismail, Muhammad Amirul Arifin, Siti Salwa Abdullah Make, Mohf Helmy Abd Wahab, Shazlyn Milleana Shaharudin (2021) Sentiment Analysis Of Snapchat Application?S Reviews, IEEE , 1, ISBN:9781665417266 |
| LeeJo Xian,Shuhaida Ismail, Aida Mustapha, Mohd Helmy Abd Wahab, Syed Zulkarnain Syed Idrus (2020) Crude Oil Price Forecasting Using Hybrid Support Vector Machine, IOP PUBLISHING LTD. , 1, ISBN:17578981 |
| Lai Jing Jong, Shuhaida Ismail, Aida Mustapha ,Mohd Helmy Abd Wahab, Syed Zulkarnain Syed Idrus (2020) The Combination Of Autoregressive Integrated Movingaverage (Arima) And Support Vector Machines (Svm) For Daily Rubber Price Forecasting, IOP PUBLISHING LTD. , 1, ISBN:17578981 |
| SHUHAIDA ISMAIL,AMY ROSSHAIDA ZAINAL, AIDA MUSTAPHA (2018) Behavioural Features For Mushroom Classification, IEEE , 412, ISBN:9781538635278 |
| Shuhaida Ismail, Siraj Mohamad Pandiahi, Ani Shabri and Aida Mustapha (2018) Comparative Analysis Of River Flow Modelling By Using Supervised Learning Technique, IOP , 1 |
| AMAR AZIZ, SHUHAIDA ISMAIL, MUHAMMAD FAKRI OTHMAN, AIDA MUSTAPHA (2018) Empirical Analysis On Sales Of Video Games: A Data Mining Approach, IOP , 1 |
| Shuhaida Ismail, Nik Intan Areena Nik Azlan, Aida Mustapha (2018) Prediction Of Alcohol Consumption Among Portuguese Secondary School Students: A Data Mining Approach, INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS INC. , 383, ISBN:9781538635278 |
| Shuhaida Ismail and Ani Shabri (2017) Combination Model Of Empirical Mode Decomposition And Svm For River Flow Forecasting, AIP Conference Proceedings , 1, ISBN:9780735414983 |
| Shuhaida Ismail, Ani Shabri and Siti Sarah Abadan (2015) Empirical Mode Decomposition Coupled With Least Square Support Vector Machine For River Flow Forecasting, AIP Publishing , 232, ISBN:978-0-7354-12811 |
| Jia Kian Ong, Shuhaida Ismail, Aida Nabilah Sadon, Nur'Aina A Rahman, Kim Gaik Tay, Nan Md Sahar (1995) Gender Voiceprint Identification Using Machine Learning Algorithms, IEEE , 1, ISBN:9781665417266 |
Supervision
| Year | Description | Role |
|---|---|---|
| 2017 | Supervisor for Hanin Hazwani Mohammad, Bsc, "Comparison of Hybrid Model with Single Models of ARIMA and ANN for Malaysia Crude Oil Production Forecasting", UTHM, 2017. | Supervisor |
| 2017 | Supervisor for Lai Jing Jong, Bsc, "The combination of Autoregressive Intergrated Moving Average (ARIMA) and Support Vector Machine (SVM) for Daily RUbber Price Forecasting", UTHM, 2017 | Supervisor |
| 2017 | Reviewer for the Journal of Science and Technology Special Issues (JST) | Assessor |
| 2017 | Supervisor for Lee Jo Xian, Bsc, "Crude Oil Price Forecasting Using Hybrid Support Vector Machine", UTHM, 2017 | Supervisor |
| 2017 | Reviewer for The 2nd International Seminor on Mathematics in Industry 2017 (ISMI 2017) | Assessor |
| 2017 | Supervisor for Law Chen Cha, Bsc, "Gold Price Forecasting Using Hybrid Autoregressive Intergrated Moving Average and Grey Model", UTHM, 2017 | Supervisor |
Courses & Training
| Year | Description Organiser / Venue | Date |
|---|---|---|
| 2023 | SAS VISUAL ANALYTICS 2 FOR SAS VIYA : ADVANCED FSKTM, UTHM / SAS Institute, Menara CIMB, KL Sentral | 18/09/2023 - 19/09/2023 |
| 2023 | SAS VISUAL ANALYTICS 1 FOR SAS VIYA: BASICS FSKTM, UTHM / SAS Institute, Menara CIMB, KL Sentral | 11/09/2023 - 12/09/2023 |
| 2023 | KURSUS DATA REPORTING WITH MICROSOFT EXCEL UTHM / ATAS TALIAN (MS TEAMS) | 11/09/2023 |
| 2023 | KURSUS MICROSOFT SHAREPOINT & SWAY UTHM / ATAS TALIAN (MS TEAMS) | 07/09/2023 |
| 2023 | SAS PROGRAMMING 2: DATA MANIPULATION TECHNIQUES FSKTM, UTHM / SAS Institute, Menara CIMB, KL Sentral | 23/08/2023 - 25/08/2023 |
| 2023 | SAS PROGRAMMING 1: ESSENTIALS FSKTM, UTHM / SAS Institute, Menara CIMB, KL Sentral | 14/08/2023 - 16/08/2023 |
| 2023 | KURSUS JOURNAL WRITING COACHING PROGRAM UTHM / THE EVERLY PUTRAJAYA | 06/07/2023 - 08/07/2023 |
| 2023 | LECTURERS CONFERENCE UTHM 2023 UTHM / DEWAN SULTAN IBRAHIM (DSI) UTHM | 07/06/2023 |
| 2023 | FAST TERBIT SERIES 1: WORKING THE WEB OF SCIENCE (WOS) UTHM / Microsoft Teams | 21/05/2023 |
| 2023 | KURSUS PEMANTAPAN CAREER COACH UTHM / V8 HOTEL SKUDAI | 07/03/2023 - 09/03/2023 |
| 2023 | KURSUS PSYCHOLOGICAL HAZARD AT WORKPLACE PEJABAT PENDAFTAR,UTHM / BILIK LATIHAN SERI TERATAI ARAS 1 BANGUNAN PEJABAT PENDAFTAR | 27/02/2023 |
| 2023 | SESI SEMBANG SANTAI BERSAMA PANEL KEMENTERIAN PENDIDIKAN TINGGI (KPT) BAGI GERAN FUNDAMENTAL RESEARCH GRANT SCHEME (FRGS) FAKULTI SAINS GUNAAN DAN TEKNOLOGI (FAST) UTHM / Bilik Mesyuarat 5 (JMS), Bilik Mesyuarat 6 (JFK), Bilik Seminar 1 (JTS), Aras 1, Blok A1, UTHM - Kampus (Cawangan Pagoh) | 23/02/2023 |
| 2023 | KURSUS CONSTRUCTIVE ALIGNMENT PEJABAT PENDAFTAR,UTHM / BILIK LATIHAN SERI TERATAI, ARAS 1, BANGUNA PEJABAT PENDAFTAR | 15/02/2023 |
| 2023 | CONSTRUCTING HYBRID METAHEURISTICS FOR GENERAL OPTIMIZATION PROBLEMS FSKTM, UTHM / Bilik Lestari 1, Level 3, Perpustakaan Tun Aminah, Universiti Tun Hussein Onn Malaysia (UTHM) Batu Pahat, Johor | 12/02/2023 - 13/02/2023 |
| 2023 | OPENLEARNING ONBOARDING COURSE UTHM / ZOOM MEETING | 11/01/2023 |
| 2022 | KURSUS HYBRID CLASSROOM FEVER! (JOI SMARTROOM TRAINNING) SESI 4 UTHM / BILIK SEMINAR 1, PTTA | 13/10/2022 |
| 2022 | BENGKEL PENGINDEKSAN DAN PENARAFAN JURNAL (SCOPUS & WOS) PEJABAT PENDAFTAR,UTHM / BILIK LATIHAN SERI TERATAI, PEJABAT PENDAFTAR | 22/09/2022 |
| 2022 | BENGKEL BOOSTER MOOC UTHM / DEWAN JAMUAN, ARAS 5, PTTA | 18/08/2022 |
| 2022 | KURSUS PEMBANGUNAN MOOC SIRI 2/2022 UTHM / DEWAN JAMUAN, ARAS 5, PTTA | 17/08/2022 |
| 2022 | WEBINAR : UK-MALAYSIA UNIVERSITY PARTNERSHIPS CATALYST GRANT 2022 UTHM / Zoom Meeting | 06/07/2022 |
| 2022 | KURSUS PEMBANGUNAN MICRO-CREDENTIAL SIRI 1/2022 UTHM / Atas Talian (Zoom) | 21/06/2022 |
| 2022 | KURSUS UTHM LIGHTBOARD: VIP SESSION UTHM / STUDIO UCiTV, UTHM | 23/05/2022 |
| 2022 | KURSUS PEMBANGUNAN MOOC SIRI 1/2022 UTHM / Atas Talian (Zoom) | 18/05/2022 |
| 2022 | PRODUCING INDUSTRY-READY GRADUATES: CURRENT CHALLENGES UTHM / GOOGLE MEET | 31/03/2022 |
| 2022 | TAKLIMAT PENYEDIAAN DOKUMEN PERANCANGAN KULIAH (RPP-04), TABLE OF SPECIFICATION (TOS) DAN CONTINUAL QUALITY IMPROVEMENT (CQI) SEMESTER II SESI 2021/2022 UTHM / Medium : Microsoft Teams (link: https://bit.ly/3sPUSBX) | 03/03/2022 |
| 2022 | MINT-SRC NATIONAL SEMINAR SERIES 1_2022 (THE CHALLENGES IN LAKE WATER QUALITY MONITORING UTHM / Live Google Meet | 23/01/2022 |
| 2022 | KURSUS SUCCESSFUL INDUSTRY- ACADEMIA ENGAGEMENT UTHM / GOOGLE MEET | 17/01/2022 |
| 2022 | KURSUS ICT UNTUK PENYELARAS DAN URUSETIA PROGRAM DI ERA NORMA BAHARU PEJABAT PENDAFTAR,UTHM / GOOGLE MEET | 04/01/2022 |
| 2022 | TAKLIMAT BERKENAAN PENILAIAN KERTAS TEKNIKAL JURNAL ENHANCED KNOWLEDGE IN SCIENCES AND TECHNOLOGY (EKST) BAGI FAKULTI SAINS GUNAAN DAN TEKNOLOGI (FAST) UTHM / Google Meet | 04/01/2022 |
| 2022 | KURSUS PENGURUSAN DOKUMEN KERJASAMA UNIVERSITI (LOI/NDA/MOU/MOA) UTHM / APLIKASI GOOGLE MEET | 02/01/2022 |
| 2021 | PROGRAM PENGURUSAN MENTAL DAN EMOSI 'IT'S OK NOT TO BE OK' PEJABAT PENDAFTAR,UTHM / ATAS TALIAN-ZOOM | 18/10/2021 |
| 2021 | PREPARATION AND PRESENTATION SKILLS FOR IN-STUDIO / ON-SCREEN TEACHING UTHM / Atas Talian | 10/10/2021 |
| 2021 | KURSUS COLLABORATION TOOLS UTHM / SECARA ONLINE ZOOM MEETING | 15/09/2021 |
| 2021 | KURSUS SPREADSHEET TEMPLATE UTHM / SECARA ATAS TALIAN | 27/07/2021 |
| 2021 | KURSUS DARI GOOGLE MEET KE FACEBOOK/YOUTUBE LIVE DENGAN OBS STUDIO UTHM / SECARA ATAS TALIAN | 25/07/2021 |
| 2021 | WEBINAR BICARA UNDANG - UNDANG SIRI 5 UTHM / ZOOM | 19/07/2021 |
| 2021 | DA-100: ANALYZING DATA WITH MICROSOFT POWER BI (VILT) LAIN-LAIN / Online | 21/06/2021 - 24/06/2021 |
| 2021 | KURSUS JOM GUNA MICROSOFT TEAMS! UTHM / SECARA ATAS TALIAN | 14/06/2021 |
| 2021 | DP-100: MICROSOFT CERTIFIED: DATA SCIENTIST ASSOCIATE LAIN-LAIN / DALAM TALIAN | 24/05/2021 - 27/05/2021 |
| 2021 | KURSUS ADOBE INDESIGN AND MANAGING PDF FILES UTHM / Secara dalam talian: Zoom Meeting | 12/04/2021 |
| 2021 | KURSUS PEMBANGUNAN MOOC SIRI 2/2021 UTHM / Secara dalam talian: Zoom Meeting | 11/04/2021 |
| 2021 | BENGKEL JK PENGURUSAN BAHAN KIMIA UNIVERSITI UTHM / Bilik Seminar Lestari 1, Aras 3, Bangunan PTTA | 06/04/2021 - 07/04/2021 |
| 2021 | KURSUS PENSIJILAN JURULATIH KERJAYA UTHM / Bilik Seminar, Pusat Pengajian Bahasa, UTHM | 29/03/2021 - 31/03/2021 |
| 2021 | PROGRAM KEPIMPINAN BERSIRI KEISSWA FAKULTI SAINS GUNAAN DAN TEKNOLOGI UNIVERSITI TUN HUSSEIN ONN MALAYSIA UTHM / GOOGLE MEET | 16/03/2021 |
| 2021 | PROGRAM KEPIMPINAN BERSIRI KEISSWA FAKULTI SAINS GUNAAN DAN TEKNOLOGI UNIVERSITI TUN HUSSEIN ONN MALAYSIA UTHM / GOOGLE MEET | 11/03/2021 |
| 2021 | TAKLIMAT PENYEDIAAN DOKUMEN PERANCANGAN KULIAH (RPP-04), TABLE OF SPECIFICATION (TOS) DAN CONTINUAL QUALITY IMPROVEMENT (CQI) SEMESTER II SESI 2020/2021 UTHM / GOOGLE MEET | 04/03/2021 |
| 2021 | PERKONGSIAN PENGURUSAN BAHAN KIMIA DI UTM (CRADLE TO GRAVE) UTHM / Secara Atas Talian - Google Meet | 16/02/2021 |
| 2021 | KURSUS MICROSOFT OFFICE (EXCEL) PEJABAT PENDAFTAR,UTHM / BILIK PENCARIAN MAKLUMAT, PTTA | 12/01/2021 |
| 2021 | KURSUS MICROSOFT (WORDS) PEJABAT PENDAFTAR,UTHM / BILIK PENCARIAN MAKLUMAT, PTTA | 11/01/2021 |