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Author

  • Zuherman Rustam
2020

Cerebral infarction classification using multiple support vector machine with information gain feature selection

Rustam, Z., Arfiani & Pandelaki, J., Aug 2020, In : Bulletin of Electrical Engineering and Informatics. 9, 4, p. 1578-1584 7 p.

Research output: Contribution to journalArticle

Comparing random forest and support vector machines for breast cancer classification

Aroef, C., Rivan, Y. & Rustam, Z., 1 Apr 2020, In : Telkomnika (Telecommunication Computing Electronics and Control). 18, 2, p. 815-821 7 p.

Research output: Contribution to journalArticle

Comparison between fuzzy kernel c-means, fuzzy kernel possibilistic c-means and support vector machines in soft tissue tumor classification

Rustam, Z., Hartini, S., Siswantining, T., Utami, D. A. & Putri, N. K., 1 Jan 2020, Advanced Intelligent Systems for Sustainable Development, AI2SD 2019 - Volume 2 - Advanced Intelligent Systems for Sustainable Development Applied to Agriculture and Health. Ezziyyani, M. (ed.). Springer, p. 92-105 14 p. (Advances in Intelligent Systems and Computing; vol. 1103 AISC).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Comparison of Modified Hierarchical Clustering Based on Density Peaks Using Kernel Function with Support Vector Machines in the Classification of Sinusitis

Rustam, Z., Hartini, S., Putri, N. K. & Pandelaki, J., 1 Jan 2020, Advanced Intelligent Systems for Sustainable Development, AI2SD 2019 - Volume 4 - Advanced Intelligent Systems for Applied Computing Sciences. Ezziyyani, M. (ed.). Springer, p. 194-201 8 p. (Advances in Intelligent Systems and Computing; vol. 1105 AISC).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Fuzzy kernel-based clustering and support vector machine algorithm in analyzing cerebral infarction dataset

Rustam, Z., Utami, D. A., Pandelaki, J., Putri, N. K. & Hartini, S., 1 Jan 2020, Lecture Notes in Networks and Systems. Springer, p. 1-11 11 p. (Lecture Notes in Networks and Systems; vol. 123).

Research output: Chapter in Book/Report/Conference proceedingChapter

Intrusion detection system model using Fuzzy Kernel C-Means and Laplacian Score feature selection

Rustam, Z. & Maharani, J., 29 Jan 2020, In : Journal of Physics: Conference Series. 1442, 1, 012042.

Research output: Contribution to journalConference article

Open Access

Kernel-based fuzzy clustering for sinusitis dataset

Rustam, Z., Putri, N. K., Pandelaki, J., Nugroho, W. A., Utami, D. A. & Hartini, S., 1 Jan 2020, Lecture Notes in Networks and Systems. Springer, p. 44-54 11 p. (Lecture Notes in Networks and Systems; vol. 123).

Research output: Chapter in Book/Report/Conference proceedingChapter

New feature selection based on kernel

Rustam, Z. & Hartini, S., Aug 2020, In : Bulletin of Electrical Engineering and Informatics. 9, 4, p. 1569-1577 9 p.

Research output: Contribution to journalArticle

Pancreatic cancer early detection using twin support vector machine based on kernel

Sadewo, W., Rustam, Z., Hamidah, H. & Chusmarsyah, A. R., 1 Apr 2020, In : Symmetry. 12, 4, 667.

Research output: Contribution to journalArticle

Open Access

Prediction schizophrenia using random forest

Rustam, Z. & Saragih, G. S., 1 Jan 2020, In : Telkomnika (Telecommunication Computing Electronics and Control). 18, 3, p. 1433-1438 6 p.

Research output: Contribution to journalArticle

Open Access

Pulmonary rontgen classification to detect pneumonia disease using convolutional neural networks

Rustam, Z., Yuda, R. P., Alatas, H. & Aroef, C., 1 Jan 2020, In : Telkomnika (Telecommunication Computing Electronics and Control). 18, 3, p. 1522-1528 7 p.

Research output: Contribution to journalArticle

1 Citation (Scopus)

Stock price trend prediction method based on support vector machines with Fisher score

Nurrimah, N. & Rustam, Z., 1 Jun 2020, Proceedings of the 5th International Symposium on Current Progress in Mathematics and Sciences, ISCPMS 2019. Mart, T., Triyono, D. & Ivandini, T. A. (eds.). American Institute of Physics Inc., 030014. (AIP Conference Proceedings; vol. 2242).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2019

Application of Fuzzy Kernel C-Means in face recognition to identify look-alike faces

Rustam, Z. & Faradina, R., 31 May 2019, In : Journal of Physics: Conference Series. 1218, 1, 012045.

Research output: Contribution to journalConference article

Open Access
2 Citations (Scopus)

Application of kernel spherical k-means for intrusion detection systems

Rustam, Z. & Nadhifa, F., 31 May 2019, In : Journal of Physics: Conference Series. 1218, 1, 012037.

Research output: Contribution to journalConference article

Open Access
1 Citation (Scopus)
Open Access
1 Citation (Scopus)

Cervical Cancer Risk Classification Based on Deep Convolutional Neural Network

Zahras, D. & Rustam, Z., 10 Apr 2019, Proceedings of ICAITI 2018 - 1st International Conference on Applied Information Technology and Innovation: Toward A New Paradigm for the Design of Assistive Technology in Smart Home Care. Sonatha, Y., Hidayat, R., Alanda, A., Humaira, MT. & Rahmayuni, I. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 149-153 5 p. 8686767. (Proceedings of ICAITI 2018 - 1st International Conference on Applied Information Technology and Innovation: Toward A New Paradigm for the Design of Assistive Technology in Smart Home Care).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Classification of Breast Cancer using Fast Fuzzy Clustering based on Kernel

Rustam, Z. & Hartini, S., 1 Jul 2019, In : IOP Conference Series: Materials Science and Engineering. 546, 5, 052067.

Research output: Contribution to journalConference article

Open Access
3 Citations (Scopus)

Classification of thalassemia data using K-nearest neighbor and Naïve Bayes

Siswantining, T., Kamalia, A., Rustam, Z., Subroto, F. & Semendawai, A. S., 8 Oct 2019, In : International Journal of Advanced Science and Technology. 28, 8 Special Issue, p. 15-19 5 p.

Research output: Contribution to journalArticle

Classification thalassemia data using fuzzy kernel C-Means (FKCM) method

Rustam, Z., Ramadhany, F. D., Siswantining, T., Subroto, F. & Suryansyah, A., 8 Oct 2019, In : International Journal of Advanced Science and Technology. 28, 8 Special Issue, p. 20-27 8 p.

Research output: Contribution to journalArticle

Clustering Arrhythmia Multiclass Using Fuzzy Robust Kernel C-Means (FRKCM)

Shandri, N. & Rustam, Z., 10 Apr 2019, Proceedings of ICAITI 2018 - 1st International Conference on Applied Information Technology and Innovation: Toward A New Paradigm for the Design of Assistive Technology in Smart Home Care. Sonatha, Y., Hidayat, R., Alanda, A., Humaira, MT. & Rahmayuni, I. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 145-148 4 p. 8686747. (Proceedings of ICAITI 2018 - 1st International Conference on Applied Information Technology and Innovation: Toward A New Paradigm for the Design of Assistive Technology in Smart Home Care).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Comparison between Fuzzy Kernel C-Means and Sparse Learning Fuzzy C-Means for Breast Cancer Clustering

Fijri, A. L. & Rustam, Z., 10 Apr 2019, Proceedings of ICAITI 2018 - 1st International Conference on Applied Information Technology and Innovation: Toward A New Paradigm for the Design of Assistive Technology in Smart Home Care. Sonatha, Y., Hidayat, R., Alanda, A., Humaira, MT. & Rahmayuni, I. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 158-161 4 p. 8686707. (Proceedings of ICAITI 2018 - 1st International Conference on Applied Information Technology and Innovation: Toward A New Paradigm for the Design of Assistive Technology in Smart Home Care).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Citations (Scopus)
Open Access

Comparison between stochastic support vector machine (stochastic SVM) and Fuzzy Kernel Robust C-Means (FKRCM) in breast cancer classification

Rustam, Z. & Putri, R. A., 4 Nov 2019, Proceedings of the 4th International Symposium on Current Progress in Mathematics and Sciences, ISCPMS 2018. Mart, T., Triyono, D. & Anggraningrum, I. T. (eds.). American Institute of Physics Inc., 020048. (AIP Conference Proceedings; vol. 2168).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Comparison of Cubic SVM with Gaussian SVM: Classification of Infarction for detecting Ischemic Stroke

Bagasta, A. R., Rustam, Z., Pandelaki, J. & Nugroho, W. A., 1 Jul 2019, In : IOP Conference Series: Materials Science and Engineering. 546, 5, 052016.

Research output: Contribution to journalConference article

Open Access
1 Citation (Scopus)

Comparison of Fuzzy C-Means, Fuzzy Kernel C-Means, and Fuzzy Kernel Robust C-Means to classify thalassemia data

Rustam, Z., Kamalia, A., Hidayat, R., Subroto, F. & Suryansyah, S. A., 1 Jan 2019, In : International Journal on Advanced Science, Engineering and Information Technology. 9, 4, p. 1205-1210 6 p.

Research output: Contribution to journalArticle

1 Citation (Scopus)

Comparison support vector machine and fuzzy possibilistic C-Means based on the kernel for knee osteoarthritis data classification

Rustam, Z., Pandelaki, J., Utami, D. A., Hidayat, R. & Ramli, A. A., 1 Jan 2019, In : International Journal on Advanced Science, Engineering and Information Technology. 9, 6, p. 2142-2146 5 p.

Research output: Contribution to journalArticle

Open Access

Decision making in the indonesian stock exchange using a fuzzy logic method

Rustam, Z., Talita, A. S. & Pertiwi, L. A. M., 1 Jun 2019, In : Journal of Theoretical and Applied Information Technology. 97, 14, p. 3937-3946 10 p.

Research output: Contribution to journalArticle

Enhancement of hepatitis virus outcome predictions with application of K-means clustering

Kurniawan, G. & Rustam, Z., 4 Nov 2019, Proceedings of the 4th International Symposium on Current Progress in Mathematics and Sciences, ISCPMS 2018. Mart, T., Triyono, D. & Anggraningrum, I. T. (eds.). American Institute of Physics Inc., 020044. (AIP Conference Proceedings; vol. 2168).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Feature Selection using Random Forest Classifier for Predicting Prostate Cancer

Huljanah, M., Rustam, Z., Utama, S. & Siswantining, T., 1 Jul 2019, In : IOP Conference Series: Materials Science and Engineering. 546, 5, 052031.

Research output: Contribution to journalConference article

Open Access
6 Citations (Scopus)

Forecasting the Amount of Pneumonia Patients in Jakarta with Weighted High Order Fuzzy Time Series

Tricahya, S. & Rustam, Z., 1 Jul 2019, In : IOP Conference Series: Materials Science and Engineering. 546, 5, 052080.

Research output: Contribution to journalConference article

Open Access

Forecasting the direction of Indonesia's consumer goods sector stock price movement using Fuzzy Kernel Robust C-Means

Takbiradzani, K. & Rustam, Z., 4 Nov 2019, Proceedings of the 4th International Symposium on Current Progress in Mathematics and Sciences, ISCPMS 2018. Mart, T., Triyono, D. & Anggraningrum, I. T. (eds.). American Institute of Physics Inc., 020055. (AIP Conference Proceedings; vol. 2168).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Gene selection in cancer classification using hybrid method based on Particle Swarm Optimization (PSO), Artificial Bee Colony (ABC) feature selection and support vector machine

Utami, D. A. & Rustam, Z., 4 Nov 2019, Proceedings of the 4th International Symposium on Current Progress in Mathematics and Sciences, ISCPMS 2018. Mart, T., Triyono, D. & Anggraningrum, I. T. (eds.). American Institute of Physics Inc., 020047. (AIP Conference Proceedings; vol. 2168).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Hierarchical Clustering Algorithm Based on Density Peaks using Kernel Function for Thalassemia Classification

Hartini, S. & Rustam, Z., 20 Dec 2019, In : Journal of Physics: Conference Series. 1417, 1, 012016.

Research output: Contribution to journalConference article

Open Access

Hybrid preprocessing method for support vector machine for classification of imbalanced cerebral infarction datasets

Rustam, Z., Utami, D. A., Hidayat, R., Pandelaki, J. & Nugroho, W. A., 1 Jan 2019, In : International Journal on Advanced Science, Engineering and Information Technology. 9, 2, p. 685-691 7 p.

Research output: Contribution to journalArticle

Open Access
3 Citations (Scopus)
Open Access
1 Citation (Scopus)

Kernel Based Fuzzy C-Means Clustering for Chronic Sinusitis Classification

Putri, R. A., Rustam, Z. & Pandelaki, J., 1 Jul 2019, In : IOP Conference Series: Materials Science and Engineering. 546, 5, 052060.

Research output: Contribution to journalConference article

Open Access
1 Citation (Scopus)

Kernel Spherical K-Means and Support Vector Machine for Acute Sinusitis Classification

Arfiani, Rustam, Z., Pandelaki, J. & Siahaan, A., 1 Jul 2019, In : IOP Conference Series: Materials Science and Engineering. 546, 5, 052011.

Research output: Contribution to journalConference article

Open Access
7 Citations (Scopus)

Knee osteoarthritis classification using support vector machine AdaBoost and decision tree AdaBoost

Rustam, Z., Pandelaki, J. & Kusuma, D. A., 4 Nov 2019, Proceedings of the 4th International Symposium on Current Progress in Mathematics and Sciences, ISCPMS 2018. Mart, T., Triyono, D. & Anggraningrum, I. T. (eds.). American Institute of Physics Inc., 020049. (AIP Conference Proceedings; vol. 2168).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Learning Vector Quantization for Diabetes Data Classification with Chi-Square Feature Selection

Putri, N. K., Rustam, Z. & Sarwinda, D., 1 Jul 2019, In : IOP Conference Series: Materials Science and Engineering. 546, 5, 052059.

Research output: Contribution to journalConference article

Open Access
1 Citation (Scopus)

Multiclass classification of breast cancer large scale datasets for detecting cancer drivers

Bagasta, A. R. & Rustam, Z., 4 Nov 2019, Proceedings of the 4th International Symposium on Current Progress in Mathematics and Sciences, ISCPMS 2018. Mart, T., Triyono, D. & Anggraningrum, I. T. (eds.). American Institute of Physics Inc., 020051. (AIP Conference Proceedings; vol. 2168).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Multinomial Logistic Regression and Support Vector Machine for Osteoarthritis Classification

Aroef, C., Yuda, R. P., Rustam, Z. & Pandelaki, J., 20 Dec 2019, In : Journal of Physics: Conference Series. 1417, 1, 012012.

Research output: Contribution to journalConference article

Open Access

Naïve Bayes Classifier Models for Predicting the Colon Cancer

Salmi, N. & Rustam, Z., 1 Jul 2019, In : IOP Conference Series: Materials Science and Engineering. 546, 5, 052068.

Research output: Contribution to journalConference article

Open Access
1 Citation (Scopus)

Optimal cervical cancer classification using Gauss-Newton representation based algorithm

Rustam, Z., Hapsari, V. A. W. & Solihin, M. R., 4 Nov 2019, Proceedings of the 4th International Symposium on Current Progress in Mathematics and Sciences, ISCPMS 2018. Mart, T., Triyono, D. & Anggraningrum, I. T. (eds.). American Institute of Physics Inc., 020045. (AIP Conference Proceedings; vol. 2168).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Osteoarthritis disease prediction based on random forest

Aprilliani, U. & Rustam, Z., 17 Jan 2019, 2018 International Conference on Advanced Computer Science and Information Systems, ICACSIS 2018. Institute of Electrical and Electronics Engineers Inc., p. 237-240 4 p. 8618166. (2018 International Conference on Advanced Computer Science and Information Systems, ICACSIS 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Citations (Scopus)

Ovarian Cancer Classification using Bayesian Logistic Regression

Octaviani, T. L., Rustam, Z. & Siswantining, T., 1 Jul 2019, In : IOP Conference Series: Materials Science and Engineering. 546, 5, 052049.

Research output: Contribution to journalConference article

Open Access

Ovarian cancer data classification using bagging and random forest

Arfiani, A. & Rustam, Z., 4 Nov 2019, Proceedings of the 4th International Symposium on Current Progress in Mathematics and Sciences, ISCPMS 2018. Mart, T., Triyono, D. & Anggraningrum, I. T. (eds.). American Institute of Physics Inc., 020046. (AIP Conference Proceedings; vol. 2168).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Possibilistics C-Means (PCM) Algorithm for the Hepatocellular Carcinoma (HCC) Classification

Khairi, R., Rustam, Z. & Utama, S., 1 Jul 2019, In : IOP Conference Series: Materials Science and Engineering. 546, 5, 052038.

Research output: Contribution to journalConference article

Open Access
1 Citation (Scopus)