Zahid Islam

2025

A graph-based approach for software functionality classification on the web

Jiang, Y., Bewong, M., Mahboubi, A., Halder, S., Islam, R., Islam, Z., Ip, R. H. L., Gauravaram, P. & Xue, J., 2025, Web Information Systems Engineering – WISE 2024 - 25th International Conference, Proceedings. Barhamgi, M., Wang, H. & Wang, X. (eds.). Springer, p. 58-73 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15440 LNCS).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

CL3: A collaborative learning framework for the medical data ensuring data privacy in the hyperconnected environment

Parvez, M. Z., Islam, R. & Islam, M. Z., 2025, Web Information Systems Engineering – WISE 2024 - 25th International Conference, Proceedings. Barhamgi, M., Wang, H. & Wang, X. (eds.). Singapore: Springer Science and Business Media Deutschland GmbH, Vol. 15439. p. 90-100 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15439 LNCS).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Cross-domain adversarial attacks: Translating network intrusion to CAN bus evasion in V2X environments

Hasan, M. M., Islam, R., Mamun, Q., Islam, Z. & Gao, J., 24 Apr 2025, (Accepted/In press) VTC2025-Spring.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Open Access

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FUD-LDP: Fully User Driven Local Differential Privacy

Thedchanamoorthy, G., Bewong, M., Mohammady, M., Zia, T. & Islam, M. Z., 2025, Web Information Systems Engineering – WISE 2024 - 25th International Conference, Proceedings. Barhamgi, M., Wang, H. & Wang, X. (eds.). Springer, p. 74-83 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15440 LNCS).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

MAPX: An explainable model-agnostic framework for the detection of false information on social media networks

Condran, S., Bewong, M., Kwashie, S., Islam, Z., Altas, I. & Condran, J., 2025, Web Information Systems Engineering – WISE 2024 - 25th International Conference, Proceedings: 25th International Conference Doha, Qatar, December 2–5, 2024 Proceedings, Part II. Barhamgi, M., Wang, H. & Wang, X. (eds.). Singapore: Springer, Vol. 15437. p. 116-127 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15437 LNCS).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Open Access

2024

Enhancing network intrusion detection systems: A real-time adaptive machine learning approach for adversarial packet-mutation mitigation

Hasan, M. M., Islam, R., Mamun, Q., Islam, M. Z. & Gao, J., 2024, 2024 22nd International Symposium on Network Computing and Applications: NCA 2024. IEEE, p. 227-235 9 p. (Proceedings - 2024 22nd International Symposium on Network Computing and Applications, NCA 2024).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Open Access

Malicious package detection using metadata information

Halder, S., Bewong, M., Mahboubi, A., Jiang, Y., Islam, R., Islam, Z., Ip, R. H., Ahmed, M. E., Ramachandran, G. S. & Babar, M. A., 13 May 2024, WWW '24 : Proceedings of the ACM Web Conference 2024. New York, NY: Association for Computing Machinery, Inc (ACM), p. 1779-1789 11 p. (WWW 2024 - Proceedings of the ACM Web Conference).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Open Access

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4 Citations (Scopus)

53 Downloads (Pure)

Optimization of UD-LDP with statistical prior knowledge

Thedchanamoorthy, G., Bewong, M., Mohammady, M., Zia, T. & Islam, M. Z., 2024, 2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2024. IEEE Xplore, p. 25-30 6 p. 10502758. (2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2024).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

1 Citation (Scopus)

2023

Enhancing cluster quality of numerical datasets with domain ontology

Heiyanthuduwage, S., Rahman, M. A. & Islam, Z., 06 Apr 2023, (E-pub ahead of print) 2022 IEEE Asia-Pacific Conference on Computer Science and Data Engineering (CSD. IEEE Xplore, 6 p. 10089260. (Proceedings of IEEE Asia-Pacific Conference on Computer Science and Data Engineering, CSDE 2022).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

2022

Internet of Things and microservices in supply chain: Cybersecurity challenges, and research opportunities

Alsinglawi, B., Zheng, L., Kabir, M. A., Islam, M. Z., Swain, D. & Swain, W., 31 Mar 2022, Advanced Information Networking and Applications : Proceedings of the 36th International Conference on Advanced Information Networking and Applications AINA-2022 (AINA-2022), Volume 3. Barolli, L., Hussain, F. & Enokido, T. (eds.). 451 ed. Cham, Switzerland: Springer, Vol. 3. p. 556-566 11 p. (Lecture Notes in Networks and Systems; vol. 451 LNNS).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

4 Citations (Scopus)

Proof-of-Enough-Work consensus algorithm for enhanced transaction processing in blockchain

Newell, J., Mamun, Q., Rehman, S. & Islam, Z., 16 May 2022, 2022 IEEE Wireless Communications and Networking Conference, WCNC 2022. United States: IEEE Xplore, p. 1188-1193 6 p. 9771549. (IEEE Wireless Communications and Networking Conference, WCNC; vol. 2022-April).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

5 Citations (Scopus)

Signal classification using smooth coefficients of multiple wavelets to achieve high accuracy from compressed representation of signal

Grant, P. & Islam, M. Z., 2022, Advanced Data Mining and Applications: 18th International Conference, ADMA 2022, . Chen, W., Yao, L., Cai, T., Pan, S., Shen, T. & Li, X. (eds.). Cham, Switzerland: Springer, Vol. 13726. p. 173-186 14 p. 2. (Lecture Notes in Computer Science; vol. 13726).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

WinDrift: Early detection of concept drift using corresponding and hierarchical time windows

Naqvi, N., Rehman, S. U. & Islam, M. Z., 06 Dec 2022, Data Mining: 20th Australasian Conference, AusDM 2022, Proceedings. Park, L. A. F., Simoff, S., Gomes, H. M., Doborjeh, M., Boo, Y. L., Koh, Y. S., Zhao, Y. & Williams, G. (eds.). Springer, Vol. 1741. p. 73-89 17 p. (Communications in Computer and Information Science; vol. 1741 CCIS).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

2021

PostMatch: A framework for efficient address matching

Yates, D., Islam, Z., Zhao, Y., Nayak, R., Estivill-Castro, V. & Kanhere, S., 09 Dec 2021, (E-pub ahead of print) Data mining: 19th Australasian conference on data mining, AusDM 2021, proceedings. Xu, Y., Lord, A., Nayak, R., Williams, G., Wang, R., Boo, Y. L. & Zhao, Y. (eds.). Singapore: Springer, Vol. 1504. p. 136-151 16 p. (Communications in Computer and Information Science; vol. 1504).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

2020

HeMI++: A genetic algorithm based clustering technique for sensible clusters

Beg, A. H., Islam, Z. & Estivill-Castro, V., 03 Sept 2020, (E-pub ahead of print) 2020 IEEE Congress on Evolutionary Computation (CEC). Glasgow, UK: IEEE, p. 1-8 8 p. (In Proc. of the IEEE Congress on Evolutionary Computation (IEEE CEC 2020)).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

1 Citation (Scopus)

Protection of user-defined sensitive attributes on online social networks against attribute inference attack via adversarial data mining

Reza, J., Islam, M. Z. & Estivill-Castro, V., 2020, Information Systems Security and Privacy - 5th International Conference, ICISSP 2019, Revised Selected Papers. Mori, P., Furnell, S. & Camp, O. (eds.). Cham, Switzerland: Springer, Vol. 1221. p. 230-249 20 p. (Communications in Computer and Information Science; vol. 1221 CCIS).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

2 Citations (Scopus)

2019

A novel approach for noisy signal classification through the use of multiple wavelets and ensembles of classifiers

Grant, P. & Islam, Z., Nov 2019, 15th International Conference on Advanced Data Mining and Applications (ADMA 2019). Goebel, R., Tanaka, Y. & Wahlster, W. (eds.). Switzerland: Springer, Vol. 11888. p. 195-203 8 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

2 Citations (Scopus)

Clustering noisy temporal data

Grant, P. & Islam, Z., Nov 2019, 15th International Conference on Advanced Data Mining and Applications (ADMA 2019). Springer, p. 185-194 9 p. (Lecture Notes in Computer Science; vol. 11888).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

DataLearner: A data mining and knowledge discovery tool for android smartphones and tablets

Yates, D., Islam, Z. & Gao, J., 15 Nov 2019, Advanced data mining and applications: 15th international conference, ADMA 2019, proceedings. Li, J., Wang, S., Qin, S., Li, X. & Wang, S. (eds.). Cham, Switzerland: Springer, Vol. 11888. p. 828-838 11 p. (Lecture Notes in Computer Science; vol. 11888).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

2 Citations (Scopus)

Data mining and knowledge discovery from physiological sensors

Costadopoulos, N., Islam, Z. & Tien, D., 05 Jun 2019, PETRA '19: Proceedings of the 12th ACM International Conference on PErvasive Technologies Related to Assistive Environments. United States: ACM, p. 468-474 7 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Discovering Emotional Logic Rules from Physiological Data of Individuals

Costadopoulos, N., Islam, Z. & Tien, D., Jul 2019, Proceedings of 2019 International Conference on Machine Learning and Cybernetics, ICMLC 2019. Kobe, Japan: IEEE Computer Society, p. 468-474 7 p. 8949274. (Proceedings - International Conference on Machine Learning and Cybernetics; vol. 2019-July).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

4 Citations (Scopus)

Implementation and performance analysis of data mining classification algorithms on smartphones

Yates, D., Islam, Z. & Gao, J., 16 Feb 2019, Data Mining: 16th Australasian Conference, AusDM 2018 Bahrurst, NSW, Australia, November 28–30, 2018 Revised Selected Papers . Islam, R., Koh, Y. S., Zhao, Y., Warwick, G., Stirling, D., Li, C.-T. & Islam, Z. (eds.). Singapore: Springer, Vol. 996. p. 331-343 13 p. 40

Research output: Book chapter/Published conference paper › Conference paper › peer-review

4 Citations (Scopus)

Improving clustering via a fine-grained parallel genetic algorithm with information sharing

Bartlett, S. & Islam, M. Z., 23 Nov 2019, Data Mining - 17th Australasian Conference, AusDM 2019, Proceedings. Le, T. D., Liu, L., Ong, K.-L., Zhao, Y., Jin, W. H., Wong, S. & Williams, G. (eds.). Springer, p. 3-15 13 p. (Communications in Computer and Information Science; vol. 1127 CCIS).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Privacy preservation of social network users against attribute inference attacks via malicious data mining

Reza, K. J., Islam, M. Z. & Estivill-Castro, V., 23 Feb 2019, Proceedings of the 5th International Conference on Information Systems Security and Privacy: ICISSP 2019. Mori, P., Camp, O. & Furnell, S. (eds.). Scitepress, p. 412-420 9 p. (ICISSP 2019 - Proceedings of the 5th International Conference on Information Systems Security and Privacy).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Open Access

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10 Citations (Scopus)

53 Downloads (Pure)

Readiness of smartphones for data collection and data mining with an example application in mental health

Yates, D. & Islam, M. Z., 23 Nov 2019, Data mining: 17th Australasian conference, AusDM 2019, proceedings. Le, T. D., Liu, L., Ong, K.-L., Zhao, Y., Jin, W. H., Wong, S. & Williams, G. (eds.). Springer, Vol. 1127. p. 235-246 12 p. (Communications in Computer and Information Science; vol. 1127 CCIS).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

4 Citations (Scopus)

SPAARC: A fast decision tree algorithm

Yates, D., Islam, Z. & Gao, J., 2019, Data mining: 16th Australasian conference, AusDM 2018, revised selected papers . Islam, R., Koh, Y. S., Zhao, Y., Warwick, G., Stirling, D., Li, C.-T. & Islam, Z. (eds.). Singapore: Springer, Vol. 996. p. 43-55 13 p. 77. (Communications in Computer and Information Science ; vol. 996).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

9 Citations (Scopus)

Using Z-score to extract human readable logic rules from physiological data

Costadopoulos, N., Islam, Z. & Tien, D., Oct 2019, Proceedings of 2019 11th International Conference on Knowledge and Systems Engineering, KSE 2019. Mothe, J., Son, L. H. & Quoc Vinh, N. T. (eds.). United States: IEEE, Institute of Electrical and Electronics Engineers, p. 1-6 6 p. 8919473

Research output: Book chapter/Published conference paper › Conference paper › peer-review

3 Citations (Scopus)

2018

On improving the prediction accuracy of a decision tree using genetic algorithm

Adnan, M. N., Islam, Z. & Akbar, M., Nov 2018, Advanced Data Mining and Applications. Gan, G., Li, B., Li, X. & Wang, S. (eds.). LNAI, Vol. 11323. p. 80 - 94 15 p. 7. (Lecture Notes in Artificial Intelligence ).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

1 Citation (Scopus)

Rank forest: Systematic attribute sub-spacing in decision forest

Babar, Z., Islam, M. Z. & Mansha, S., 01 Jan 2018, Proceedings of the 15th Australasian Data Mining Conference (AusDM 2017). Boo, Y. L., Stirling, D., Chi, L., Liu, L., Ong, K.-L. & Williams, G. (eds.). Singapore: Springer, p. 24-37 14 p. (Communications in Computer and Information Science; vol. 845).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Social media users' privacy against malicious data miners

Reza, K. J., Islam, M. Z. & Estivill-Castro, V., 15 Jan 2018, Proceedings of the 2017 12th international conference on intelligent systems and knowledge engineering (ISKE): IEEE ISKE 2017. Li, T., López, L. M. & Li, Y. (eds.). United States: IEEE, Institute of Electrical and Electronics Engineers, p. 1-8 8 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

7 Citations (Scopus)

2017

3LP: Three layers of protection for individual privacy in Facebook

Reza, K. J., Islam, M. Z. & Estivill-Castro, V., 2017, ICT systems security and privacy protection: 32nd IFIP TC 11 international conference, SEC 2017 proceedings. di Vimercati, S. D. C. & Martinelli, F. (eds.). Springer, Vol. 502. p. 108-123 16 p. (IFIP Advances in Information and Communication Technology; vol. 502).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

8 Citations (Scopus)

Analyzing performance of classification techniques in detecting epileptic seizure

Siddiqui, M. K., Islam, M. Z. & Kabir, M. A., 2017, Advanced data mining and applications: 13th international conference, ADMA 2017, proceedings. Cong, G., Peng, W.-C., Zhang, W. E., Li, C. & Sun, A. (eds.). Cham, Switzerland: Springer, Vol. 10604. p. 386-398 13 p. (Lecture Notes in Artificial Intelligence; vol. 10604).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

22 Citations (Scopus)

Effects of Dynamic Subspacing in Random Forest

Adnan, M. N. & Islam, M. Z., 2017, Proceedings of the 13th International Conference of Advanced Data Mining and Applications (ADMA 2017). Cong, G., Peng, W.-C., Zhang, W. E., Li, C. & Sun, A. (eds.). Springer, p. 303-312 10 p. (Edit Lecture Notes in Artificial Intelligence; vol. 10604).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

5 Citations (Scopus)

2016

Addressing class imbalance and cost sensitivity in software defect prediction by combining domain costs and balancing costs

Siers, M. & Islam, M. Z., 2016, Advanced data mining and applications: 12th international conference, ADMA 2016, proceedings. Li, J., Wang, S., X. L., Li, J. & Sheng, Q. Z. (eds.). Switzerland: Springer, Vol. 10086. p. 156-171 16 p. (Lecture Notes in Computer Science).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Open Access

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8 Citations (Scopus)

34 Downloads (Pure)

Advantages and limitations of genetic algorithms for clustering records

Beg, A. H. & Islam, M. Z., 2016, Proceedings of the 2016 IEEE 11th Conference on Industrial Electronics and Applications (ICIEA). United States: IEEE, Institute of Electrical and Electronics Engineers, p. 2478-2483 6 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

63 Citations (Scopus)

A novel genetic algorithm-based clustering technique and its suitability for knowledge discovery from a brain data set

Beg, A. H. & Islam, M. Z., 2016, CEC 2016. United States: IEEE, Institute of Electrical and Electronics Engineers, p. 948-956 9 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

5 Citations (Scopus)

7 Downloads (Pure)

Branches of evolutionary algorithms and their effectiveness for clustering records

Beg, A. H. & Islam, M. Z., 2016, Proceedings of the 2016 IEEE 11th Conference on Industrial Electronics and Applications (ICIEA). United States: IEEE, Institute of Electrical and Electronics Engineers, p. 2484-2489 6 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Data mining approach in seizure detection

Siddiqui, M. K. & Islam, M. Z., 2016, Proceedings of the 2016 IEEE Region 10 conference (TENCON). United States: IEEE, Institute of Electrical and Electronics Engineers, p. 3579-3583 5 p. 7848724

Research output: Book chapter/Published conference paper › Conference paper › peer-review

7 Citations (Scopus)

Forest CERN: A New Decision Forest Building Technique

Adnan, M. N. & Islam, M. Z., 2016, Advances in Knowledge Discovery and Data Mining: 20th Pacific-Asia Conference, PAKDD 2016. Wang, R., Bailey, J., Washio, T., Huang, J. Z., Khan, L. & Dobbie, G. (eds.). Switzerland: Springer, Vol. 9651. p. 304-315 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9651).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

29 Citations (Scopus)

6 Downloads (Pure)

Genetic algorithm with Novel Crossover, selection and health check for clustering

Beg, A. H. & Islam, M. Z., 2016, Proceedings of the 24th European Symposium on artificial neural networks, computational intelligence and machine learning. Belgium: i6doc.com publication, p. 575-580 6 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Open Access

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4 Citations (Scopus)

33 Downloads (Pure)

Knowledge discovery from a data set on dementia through decision forest

Adnan, M. N. & Islam, M. Z., 2016, Proceedings of the Forteenth Australasian Data Mining Conference (AusDM 16). Australia: CRPIT, p. 1-8 8 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Measuring the similarity between rule lists

Fletcher, S. & Islam, M. Z., 2016, Proceedings of the 14th Australasian Data Mining Conference (AusDM 16) . Australia: CRPIT, p. 1-8 8 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Novel crossover and mutation operation in Genetic Algorithm for clustering

Beg, A. H. & Islam, M. Z., 2016, 2016 IEEE Congress on Evolutionary Computation (CEC). United Kingdom: IEEE, Institute of Electrical and Electronics Engineers, p. 2114-2121 8 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

10 Citations (Scopus)

5 Downloads (Pure)

On improving random forest for hard-to-classify records

Adnan, M. N. & Islam, M. Z., 2016, Proceedings of the 12th International Conference on Advanced Data Mining and Applications, ADMA 2016. Li, J., Li, X., Wang, S., Li, J. & Sheng, Q. Z. (eds.). Switzerland: Springer, Vol. 10086. p. 558-566 9 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

1 Citation (Scopus)

RBClust: High quality class-specific clustering using rule-based classification

Siers, M. J. & Islam, M. Z., 2016, ESANN 2016: 24th European symposium on artificial neural networks, computational intelligence and machine learning, proceedings. Belgium: European Symposium on Artificial Neural Networks (ESANN), p. 593-598 6 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

4 Citations (Scopus)

WaterDM: A knowledge discovery and decision support tool for efficient dam management

Islam, M. Z., Furner, M. & Siers, M., 2016, Proceedings of the Forteenth Australasian data mining conference (AusDM 16) . Australia: CRPIT, p. 1-5 5 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

2015

A differentially private decision forest

Fletcher, S. & Islam, M. Z., 2015, Proceedings of the Thirteenth Australasian Data Mining Conference (AusDM 15) . Australia: CRPIT, p. 99-108 10 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

11 Citations (Scopus)

5 Downloads (Pure)

A differentially private random decision forest using reliable signal-to-noise ratios

Fletcher, S. & Islam, M. Z., 2015, AI 2015: Advances in Artiﬁcial Intelligence: 28th Australasian Joint Conference Proceedings. Pfahringer , B. & Renz, J. (eds.). Germany: Springer, Vol. 9457. p. 192-203 12 p. (Lecture Notes in Artiﬁcial Intelligence; vol. 9457).

Research output: Book chapter/Published conference paper › Conference paper › peer-review

23 Citations (Scopus)

5 Downloads (Pure)

AWST: A novel attribute weight selection technique for data clustering

Rahman, M. A. & Islam, M. Z., 2015, Proceedings of the 13th Australasian Data Mining Conference (AusDM 2015). Islam, M. Z., Chen, L., Ong, K.-L., Zhao, Y., Nayak, R. & Kennedy, P. (eds.). Australia: CRPIT, Vol. 168. p. 51-58 8 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

Open Access

Clustering by genetic algorithm: High quality chromosome selection for initial population

Beg, A. H. & Islam, M. Z., 2015, Proceedings of the 2015 IEEE 10th Conference on Industrial Electronics and Applications (ICIEA). United States: IEEE, Institute of Electrical and Electronics Engineers, p. 129-134 6 p.

Research output: Book chapter/Published conference paper › Conference paper › peer-review

10 Citations (Scopus)

Zahid Islam

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