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Your search keyword '"SHAMSUDDIN, SITI MARIYAM"' showing total 464 results
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464 results on '"SHAMSUDDIN, SITI MARIYAM"'

1. Detection of subtle white matter lesions in MRI through texture feature extraction and boundary delineation using an embedded clustering strategy

Author

Ong, Kokhaur, Young, David M, Sulaiman, Sarina, Shamsuddin, Siti Mariyam, Mohd Zain, Norzaini Rose, Hashim, Hilwati, Yuen, Kahhay, Sanders, Stephan J, Yu, Weimiao, and Hang, Seepheng

Subjects
Data Management and Data Science, Information and Computing Sciences, Clinical Research, Algorithms, Brain, Cluster Analysis, Humans, Magnetic Resonance Imaging, White Matter
Abstract

White matter lesions (WML) underlie multiple brain disorders, and automatic WML segmentation is crucial to evaluate the natural disease course and effectiveness of clinical interventions, including drug discovery. Although recent research has achieved tremendous progress in WML segmentation, accurate detection of subtle WML present early in the disease course remains particularly challenging. Here we propose an approach to automatic WML segmentation of mild WML loads using an intensity standardisation technique, gray level co-occurrence matrix (GLCM) embedded clustering technique, and random forest (RF) classifier to extract texture features and identify morphology specific to true WML. We precisely define their boundaries through a local outlier factor (LOF) algorithm that identifies edge pixels by local density deviation relative to its neighbors. The automated approach was validated on 32 human subjects, demonstrating strong agreement and correlation (excluding one outlier) with manual delineation by a neuroradiologist through Intra-Class Correlation (ICC = 0.881, 95% CI 0.769, 0.941) and Pearson correlation (r = 0.895, p-value

Published
2022

2. Effective Email Spam Detection System using Extreme Gradient Boosting

Author

Mustapha, Ismail B., Hasan, Shafaatunnur, Olatunji, Sunday O., Shamsuddin, Siti Mariyam, and Kazeem, Afolabi

Subjects
Computer Science - Cryptography and Security, Computer Science - Artificial Intelligence, Computer Science - Machine Learning
Abstract

The popularity, cost-effectiveness and ease of information exchange that electronic mails offer to electronic device users has been plagued with the rising number of unsolicited or spam emails. Driven by the need to protect email users from this growing menace, research in spam email filtering/detection systems has being increasingly active in the last decade. However, the adaptive nature of spam emails has often rendered most of these systems ineffective. While several spam detection models have been reported in literature, the reported performance on an out of sample test data shows the room for more improvement. Presented in this research is an improved spam detection model based on Extreme Gradient Boosting (XGBoost) which to the best of our knowledge has received little attention spam email detection problems. Experimental results show that the proposed model outperforms earlier approaches across a wide range of evaluation metrics. A thorough analysis of the model results in comparison to the results of earlier works is also presented., Comment: 10 pages

Published
2020

5. Convolutional Neural Network Long Short-Term Memory (CNN + LSTM) for Histopathology Cancer Image Classification

Author

Zainudin, Zanariah, Shamsuddin, Siti Mariyam, Hasan, Shafaatunnur, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Agarwal, Sonali, editor, Verma, Shekhar, editor, and Agrawal, Dharma P., editor

Published
2020
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6. A Data Mining Approach to Predict Academic Performance of Students Using Ensemble Techniques

Author

Ajibade, Samuel-Soma M., Ahmad, Nor Bahiah, Shamsuddin, Siti Mariyam, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Abraham, Ajith, editor, Cherukuri, Aswani Kumar, editor, and Gandhi, Niketa, editor

Published
2020
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7. Deep Layer CNN Architecture for Breast Cancer Histopathology Image Detection

Author

Zainudin, Zanariah, Shamsuddin, Siti Mariyam, Hasan, Shafaatunnur, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Hassanien, Aboul Ella, editor, Azar, Ahmad Taher, editor, Gaber, Tarek, editor, Bhatnagar, Roheet, editor, and F. Tolba, Mohamed, editor

Published
2020
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9. Big Data Deep Learning Tools

Author

Hordri, Nur Farhana, Yuhaniz, Siti Sophiayati, Shamsuddin, Siti Mariyam, Mohd Azmi, Nurulhuda Firdaus, Calheiros, Rodrigo N., Section editor, de Assuncao, Marcos Dias, Section editor, Sakr, Sherif, editor, and Zomaya, Albert Y., editor

Published
2019
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10. Cloud Service Discovery and Extraction: A Critical Review and Direction for Future Research

Author

Ali, Abdullah, Shamsuddin, Siti Mariyam, Eassa, Fathy E., Mohammed, Fathey, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Saeed, Faisal, editor, Gazem, Nadhmi, editor, Mohammed, Fathey, editor, and Busalim, Abdelsalam, editor

Published
2019
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13. A review on handwritten character and numeral recognition for Roman, Arabic, Chinese and Indian scripts

Author

Azmi, Aini Najwa, Nasien, Dewi, and Shamsuddin, Siti Mariyam

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

There are a lot of intensive researches on handwritten character recognition (HCR) for almost past four decades. The research has been done on some of popular scripts such as Roman, Arabic, Chinese and Indian. In this paper we present a review on HCR work on the four popular scripts. We have summarized most of the published paper from 2005 to recent and also analyzed the various methods in creating a robust HCR system. We also added some future direction of research on HCR., Comment: 8 pages

Published
2013

15. Proposed Scheme for Finger Vein Identification Based on Maximum Curvature and DirectionalFeature Extraction Using Discretization

Author

Yahaya, Yuhanim Hani, Shamsuddin, Siti Mariyam, Leng, Wong Yee, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Ruediger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas Chandra, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Samad, Tariq, Series Editor, Seng, Gan Woon, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zhang, Junjie James, Series Editor, Alfred, Rayner, editor, Iida, Hiroyuki, editor, Ag. Ibrahim, Ag. Asri, editor, and Lim, Yuto, editor

Published
2018
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18. GPU-Based CAPSO with N-Dimension Particles

Author

Hasan, Shafaatunnur, Bilash, Amantay, Shamsuddin, Siti Mariyam, Hassanien, Aboul Ella, Kacprzyk, Janusz, Series editor, Pal, Nikhil R., Advisory editor, Bello Perez, Rafael, Advisory editor, Corchado, Emilio S., Advisory editor, Hagras, Hani, Advisory editor, Kóczy, László T., Advisory editor, Kreinovich, Vladik, Advisory editor, Lin, Chin-Teng, Advisory editor, Lu, Jie, Advisory editor, Melin, Patricia, Advisory editor, Nedjah, Nadia, Advisory editor, Nguyen, Ngoc Thanh, Advisory editor, Wang, Jun, Advisory editor, Hassanien, Aboul Ella, editor, Tolba, Mohamed F., editor, Elhoseny, Mohamed, editor, and Mostafa, Mohamed, editor

Published
2018
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24. Machine Learning in Data Lake for Combining Data Silos

Author

Wibowo, Merlinda, Sulaiman, Sarina, Shamsuddin, Siti Mariyam, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Tan, Ying, editor, Takagi, Hideyuki, editor, and Shi, Yuhui, editor

Published
2017
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25. Machine Learning Techniques for Prediction of Pre-fetched Objects in Handling Big Data Storage

Author

Hussien, Nur Syahela, Sulaiman, Sarina, Shamsuddin, Siti Mariyam, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Tan, Ying, editor, Takagi, Hideyuki, editor, and Shi, Yuhui, editor

Published
2017
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29. Image Segmentation Using Membrane Computing: A Literature Survey

Author

Yahya, Rafaa I., Shamsuddin, Siti Mariyam, Yahya, Salah I., Hasan, Shafatnnur, Al-Salibi, Bisan, Al-Khafaji, Ghada, Diniz Junqueira Barbosa, Simone, Series editor, Chen, Phoebe, Series editor, Du, Xiaoyong, Series editor, Filipe, Joaquim, Series editor, Kara, Orhun, Series editor, Kotenko, Igor, Series editor, Liu, Ting, Series editor, Sivalingam, Krishna M., Series editor, Washio, Takashi, Series editor, Gong, Maoguo, editor, Pan, Linqiang, editor, Song, Tao, editor, and Zhang, Gexiang, editor

Published
2016
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35. Multi-Objective Differential Evolution of Evolving Spiking Neural Networks for Classification Problems

Author

Saleh, Abdulrazak Yahya, Shamsuddin, Siti Mariyam, Hamed, Haza Nuzly Abdull, Rannenberg, Kai, Editor-in-chief, Sakarovitch, Jacques, Series editor, Goedicke, Michael, Series editor, Tatnall, Arthur, Series editor, Neuhold, Erich J., Series editor, Pras, Aiko, Series editor, Tröltzsch, Fredi, Series editor, Pries-Heje, Jan, Series editor, Whitehouse, Diane, Series editor, Reis, Ricardo, Series editor, Furnell, Steven, Series editor, Furbach, Ulrich, Series editor, Winckler, Marco, Series editor, Rauterberg, Matthias, Series editor, Chbeir, Richard, editor, Manolopoulos, Yannis, editor, Maglogiannis, Ilias, editor, and Alhajj, Reda, editor

Published
2015
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36. A Novel K-Means Evolving Spiking Neural Network Model for Clustering Problems

Author

Hamed, Haza Nuzly Abdull, Saleh, Abdulrazak Yahya, Shamsuddin, Siti Mariyam, Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Weikum, Gerhard, Series Editor, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Hu, Xiaolin, editor, Xia, Yousheng, editor, Zhang, Yunong, editor, and Zhao, Dongbin, editor

Published
2015
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41. Classification of Electroencephalogram Signals Using Wavelet Transform and Particle Swarm Optimization

Author

Ba-Karait, Nasser Omer, Shamsuddin, Siti Mariyam, Sudirman, Rubita, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Kobsa, Alfred, Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Tan, Ying, editor, Shi, Yuhui, editor, and Coello, Carlos A. Coello, editor

Published
2014
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43. Big Data Deep Learning Tools

Author

Hordri, Nur Farhana, primary, Yuhaniz, Siti Sophiayati, additional, Shamsuddin, Siti Mariyam, additional, and Mohd Azmi, Nurulhuda Firdaus, additional

Published
2018
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