Search

Your search keyword '"Lin, Jerry Chun-Wei"' showing total 8 results
Start Over Author "Lin, Jerry Chun-Wei" Topic support vector machine

Refine your results

more »

8 results on '"Lin, Jerry Chun-Wei"'

2. Prognosis of Cervical Cancer Disease by Applying Machine Learning Techniques.

Author

Kumawat, Gaurav, Vishwakarma, Santosh Kumar, Chakrabarti, Prasun, Chittora, Pankaj, Chakrabarti, Tulika, and Lin, Jerry Chun-Wei

Subjects
CERVICAL cancer, SUPERVISED learning, MACHINE learning, FEATURE selection, BOOSTING algorithms, CERVICAL cancer diagnosis, CLASSIFICATION algorithms
Abstract

Cervical cancer is one of the deadliest diseases in women worldwide. It is caused by long-term infection of the skin cells and mucosal cells of the genital area of women. The most disturbing thing about this cancer is the fact that it does not show any symptoms when it occurs. In the diagnosis and prognosis of cervical cancer disease, machine learning has the potential to help detect it at an early stage. In this paper, we analyzed different supervised machine learning techniques to detect cervical cancer at an early stage. To train the machine learning model, a cervical cancer dataset from the UCI repository was used. The different methods were evaluated using this dataset of 858 cervical cancer patients with 36 risk factors and one outcome variable. Six classification algorithms were applied in this study, including an artificial neural network, a Bayesian network, an SVM, a random tree, a logistic tree, and an XG-boost tree. All models were trained with and without a feature selection algorithm to compare the performance and accuracy of the classifiers. Three feature selection algorithms were used, namely (i) relief rank, (ii) wrapper method and (iii) LASSO regression. The maximum accuracy of 94.94% was recorded using XG Boost with complete features. It is also observed that for this dataset, in some cases, the feature selection algorithm performs better. Machine learning has been shown to have advantages over traditional statistical models when it comes to dealing with the complexity of large-scale data and uncovering prognostic features. It offers much potential for clinical use and for improving the treatment of cervical cancer. However, the limitations of prediction studies and models, such as simplified, incomplete information, overfitting, and lack of interpretability, suggest that further efforts are needed to improve the accuracy, reliability, and practicality of clinical outcome prediction. [ABSTRACT FROM AUTHOR]

Published
2023
Full Text
View/download PDF

3. Short-Time Driving Style Classification and Recognition Method on Expressway

Author

Luo, GuangHao, Zou, FuMin, Guo, Feng, Xia, ChenXi, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, 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, 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, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, 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, Tan, Kay Chen, Series Editor, Pan, Jeng-Shyang, editor, Pan, Zhigeng, editor, Hu, Pei, editor, and Lin, Jerry Chun-Wei, editor

Published
2024
Full Text
View/download PDF

4. Heart Disease Prediction Using Machine Learning

Author

Kiran, Jyoti, Debbarma, Nikhil, Ganjala, Sushanth, Howlett, Robert J., Series Editor, Jain, Lakhmi C., Series Editor, Bhateja, Vikrant, editor, Yang, Xin-She, editor, Lin, Jerry Chun-Wei, editor, and Das, Ranjita, editor

Published
2023
Full Text
View/download PDF

5. Analysis of Sentimental Behaviour over Social Data Using Machine Learning Algorithms

Author

Razaque, Abdul, Amsaad, Fathi, Halder, Dipal, Baza, Mohamed, Aboshgifa, Abobakr, Bhatia, Sajal, 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, Fujita, Hamido, editor, Selamat, Ali, editor, Lin, Jerry Chun-Wei, editor, and Ali, Moonis, editor

Published
2021
Full Text
View/download PDF

6. Predicting the Co-movement of Stocks in the Hong Kong Stock Market

Author

Chuxun, Chen, Lai, Jean, 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, Pan, Jeng-Shyang, editor, Lin, Jerry Chun-Wei, editor, Sui, Bixia, editor, and Tseng, Shih-Pang, editor

Published
2019
Full Text
View/download PDF

7. Environmental Change Detection Analysis in Magway Division, Myanmar

Author

Aung, Ei Moh Moh, Tint, Thu Zar, 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, Zin, Thi Thi, editor, and Lin, Jerry Chun-Wei, editor

Published
2019
Full Text
View/download PDF

8. Analysis of Environmental Change Detection Using Satellite Images (Case Study: Irrawaddy Delta, Myanmar)

Author

Khaing, Soe Soe, Aung, Su Wit Yi, Aung, Shwe Thinzar, 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, Zin, Thi Thi, editor, and Lin, Jerry Chun-Wei, editor

Published
2019
Full Text
View/download PDF

Catalog

Books, media, physical & digital resources
See catalog results