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6. Detection of Myocardial Infarction Based on Novel Deep Transfer Learning Methods for Urban Healthcare in Smart Cities

Author

Alghamdi, Ahmed, Hammad, Mohamed, Ugail, Hassan, Abdel-Raheem, Asmaa, Muhammad, Khan, Khalifa, Hany S., and El-Latif, Ahmed A. Abd

Subjects
Computer Science - Machine Learning, Electrical Engineering and Systems Science - Signal Processing, Statistics - Machine Learning
Abstract

In this paper, an effective computer-aided diagnosis (CAD) system is presented to detect MI signals using the convolution neural network (CNN) for urban healthcare in smart cities. Two types of transfer learning techniques are employed to retrain the pre-trained VGG-Net (Fine-tuning and VGG-Net as fixed feature extractor) and obtained two new networks VGG-MI1 and VGG-MI2. In the VGG-MI1 model, the last layer of the VGG-Net model is replaced with a specific layer according to our requirements and various functions are optimized to reduce overfitting. In the VGG-MI2 model, one layer of the VGG-Net model is selected as a feature descriptor of the ECG images to describe it with informative features. Considering the limited availability of dataset, ECG data is augmented which has increased the classification performance. Physikalisch-technische bundesanstalt (PTB) Diagnostic ECG database is used for experimentation, which has been widely employed in MI detection studies. In case of using VGG-MI1, we achieved an accuracy, sensitivity, and specificity of 99.02%, 98.76%, and 99.17%, respectively and we achieved an accuracy of 99.22%, a sensitivity of 99.15%, and a specificity of 99.49% with VGG-MI2 model. Experimental results validate the efficiency of the proposed system in terms of accuracy sensitivity, and specificity.

Published
2019

10. Visualising Animal Hard Tissues

Author

O’Connor, Sonia, Sparrow, Tom, Holland, Andrew D., Kershaw, Rachael, Brown, Emma, Janaway, Rob, Ugail, Hassan, Wilson, Andrew S., Edmonds, Ernest, Founding Editor, Vear, Craig, Series Editor, Brown, Paul, Editorial Board Member, Bryan-Kinns, Nick, Editorial Board Member, England, David, Editorial Board Member, Ferguson, Sam, Editorial Board Member, Ferran, Bronaċ, Editorial Board Member, Hugill, Andrew, Editorial Board Member, Lambert, Nicholas, Editorial Board Member, Lowgren, Jonas, Editorial Board Member, Yi-Luen Do, Ellen, Editorial Board Member, Clark, Sean, Editorial Board Member, Ch'ng, Eugene, editor, Chapman, Henry, editor, Gaffney, Vincent, editor, and Wilson, Andrew S., editor

Published
2022
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11. Deep YOLO-Based Detection of Breast Cancer Mitotic-Cells in Histopathological Images

Author

Al Zorgani, Maisun Mohamed, Mehmood, Irfan, Ugail, Hassan, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Su, Ruidan, editor, Zhang, Yu-Dong, editor, and Liu, Han, editor

Published
2022
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12. Automated Gland Detection in Colorectal Histopathological Images

Author

Al Zorgani, Maisun Mohamed, Mehmood, Irfan, Ugail, Hassan, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Su, Ruidan, editor, Zhang, Yu-Dong, editor, and Liu, Han, editor

Published
2022
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13. Learning Transferable Features for Diagnosis of Breast Cancer from Histopathological Images

Author

Al Zorgani, Maisun Mohamed, Mehmood, Irfan, Ugail, Hassan, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Su, Ruidan, editor, Zhang, Yu-Dong, editor, and Liu, Han, editor

Published
2022
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24. Failure Analysis Modelling in an Infrastructure as a Service (Iaas) Environment

Author

Mohammed, Bashir, Modu, Babagana, Maiyama, Kabiru M, Ugail, Hassan, Awan, Irfan, and Kiran, Mariam

Subjects
Failure Prediction, Iaas, Replication, HPC, Checkpointing, Computation Theory and Mathematics, Computer Software, Cognitive Sciences, Computation Theory & Mathematics
Abstract

Failure Prediction has long known to be a challenging problem. With the evolving trend of technology and growing complexity of high-performance cloud data centre infrastructure, focusing on failure becomes very vital particularly when designing systems for the next generation. The traditional runtime fault-tolerance (FT) techniques such as data replication and periodic check-pointing are not very effective to handle the current state of the art emerging computing systems. This has necessitated the urgent need for a robust system with an in-depth understanding of system and component failures as well as the ability to predict accurate potential future system failures. In this paper, we studied data in-production-faults recorded within a five years period from the National Energy Research Scientific computing centre (NERSC). Using the data collected from the Computer Failure Data Repository (CFDR), we developed an effective failure prediction model focusing on high-performance cloud data centre infrastructure. Using the Auto-Regressive Moving Average(ARMA), our model was able to predict potential future failures in the system. Our results also show a failure prediction accuracy of 95%, which is good. We thus believe that our strategy is practical and can be adapted to use in existing real-time systems.

Published
2018

25. The Biometric Characteristics of a Smile

Author

Ugail, Hassan, Aldahoud, Ahmad Ali Asad, Zdonik, Stan, Series Editor, Shekhar, Shashi, Series Editor, Wu, Xindong, Series Editor, Jain, Lakhmi C., Series Editor, Padua, David, Series Editor, Shen, Xuemin Sherman, Series Editor, Furht, Borko, Series Editor, Subrahmanian, V.S., Series Editor, Hebert, Martial, Series Editor, Ikeuchi, Katsushi, Series Editor, Siciliano, Bruno, Series Editor, Jajodia, Sushil, Series Editor, Lee, Newton, Series Editor, Ugail, Hassan, and Aldahoud, Ahmad Ali Asad

Published
2019
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26. Distinguishing Between Genuine and Posed Smiles

Author

Ugail, Hassan, Aldahoud, Ahmad Ali Asad, Zdonik, Stan, Series Editor, Shekhar, Shashi, Series Editor, Wu, Xindong, Series Editor, Jain, Lakhmi C., Series Editor, Padua, David, Series Editor, Shen, Xuemin Sherman, Series Editor, Furht, Borko, Series Editor, Subrahmanian, V.S., Series Editor, Hebert, Martial, Series Editor, Ikeuchi, Katsushi, Series Editor, Siciliano, Bruno, Series Editor, Jajodia, Sushil, Series Editor, Lee, Newton, Series Editor, Ugail, Hassan, and Aldahoud, Ahmad Ali Asad

Published
2019
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27. Gender and Smile Dynamics

Author

Ugail, Hassan, Aldahoud, Ahmad Ali Asad, Zdonik, Stan, Series Editor, Shekhar, Shashi, Series Editor, Wu, Xindong, Series Editor, Jain, Lakhmi C., Series Editor, Padua, David, Series Editor, Shen, Xuemin Sherman, Series Editor, Furht, Borko, Series Editor, Subrahmanian, V.S., Series Editor, Hebert, Martial, Series Editor, Ikeuchi, Katsushi, Series Editor, Siciliano, Bruno, Series Editor, Jajodia, Sushil, Series Editor, Lee, Newton, Series Editor, Ugail, Hassan, and Aldahoud, Ahmad Ali Asad

Published
2019
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28. A Computational Framework for Measuring the Facial Emotional Expressions

Author

Ugail, Hassan, Aldahoud, Ahmad Ali Asad, Zdonik, Stan, Series Editor, Shekhar, Shashi, Series Editor, Wu, Xindong, Series Editor, Jain, Lakhmi C., Series Editor, Padua, David, Series Editor, Shen, Xuemin Sherman, Series Editor, Furht, Borko, Series Editor, Subrahmanian, V.S., Series Editor, Hebert, Martial, Series Editor, Ikeuchi, Katsushi, Series Editor, Siciliano, Bruno, Series Editor, Jajodia, Sushil, Series Editor, Lee, Newton, Series Editor, Ugail, Hassan, and Aldahoud, Ahmad Ali Asad

Published
2019
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29. Facial Emotional Expressions

Author

Ugail, Hassan, Aldahoud, Ahmad Ali Asad, Zdonik, Stan, Series Editor, Shekhar, Shashi, Series Editor, Wu, Xindong, Series Editor, Jain, Lakhmi C., Series Editor, Padua, David, Series Editor, Shen, Xuemin Sherman, Series Editor, Furht, Borko, Series Editor, Subrahmanian, V.S., Series Editor, Hebert, Martial, Series Editor, Ikeuchi, Katsushi, Series Editor, Siciliano, Bruno, Series Editor, Jajodia, Sushil, Series Editor, Lee, Newton, Series Editor, Ugail, Hassan, and Aldahoud, Ahmad Ali Asad

Published
2019
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30. Can Machine Learning Be Used to Discriminate Between Burns and Pressure Ulcer?

Author

Abubakar, Aliyu, Ugail, Hassan, Bukar, Ali Maina, 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, Bi, Yaxin, editor, Bhatia, Rahul, editor, and Kapoor, Supriya, editor

Published
2020
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31. Cast Shadow Generation Using Generative Adversarial Networks

Author

Taif, Khasrouf, Ugail, Hassan, Mehmood, Irfan, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Krzhizhanovskaya, Valeria V., editor, Závodszky, Gábor, editor, Lees, Michael H., editor, Dongarra, Jack J., editor, Sloot, Peter M. A., editor, Brissos, Sérgio, editor, and Teixeira, João, editor

Published
2020
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34. List of contributors

Author

Aakur, Sathyanarayanan, primary, Balaji, Yogesh, additional, Cai, Han, additional, Cai, Zhaowei, additional, Cavallaro, Andrea, additional, Chellappa, Rama, additional, Chen, Dongdong, additional, Davies, E.R., additional, Felsberg, Michael, additional, Fermüller, Cornelia, additional, Gavves, Efstratios, additional, Gupta, Deepak, additional, Han, Song, additional, Hua, Gang, additional, Krayani, Ali, additional, Lin, Ji, additional, Marcenaro, Lucio, additional, Maynord, Michael, additional, Michieli, Umberto, additional, Mounir, Ramy, additional, Nguyen, Hien, additional, Oh, Changjae, additional, Paul, Sujoy, additional, Regazzoni, Carlo, additional, Roy-Chowdhury, Amit K., additional, Sarkar, Sudeep, additional, Slavic, Giulia, additional, Timofte, Radu, additional, Toldo, Marco, additional, Ugail, Hassan, additional, Vasconcelos, Nuno, additional, Xompero, Alessio, additional, Zanuttigh, Pietro, additional, and Zhang, Kai, additional

Published
2022
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37. Conclusions

Author

Ugail, Hassan, Aldahoud, Ahmad Ali Asad, Zdonik, Stan, Series Editor, Shekhar, Shashi, Series Editor, Wu, Xindong, Series Editor, Jain, Lakhmi C., Series Editor, Padua, David, Series Editor, Shen, Xuemin Sherman, Series Editor, Furht, Borko, Series Editor, Subrahmanian, V.S., Series Editor, Hebert, Martial, Series Editor, Ikeuchi, Katsushi, Series Editor, Siciliano, Bruno, Series Editor, Jajodia, Sushil, Series Editor, Lee, Newton, Series Editor, Ugail, Hassan, and Aldahoud, Ahmad Ali Asad

Published
2019
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41. Discrimination of Human Skin Burns Using Machine Learning

Author

Abubakar, Aliyu, Ugail, Hassan, 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, Arai, Kohei, editor, Bhatia, Rahul, editor, and Kapoor, Supriya, editor

Published
2019
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