هم‌افزایی کاربران در شبکه علمی اجتماعی کوثرنت با استفاده از روش‌های خوشه‌بندی مبتنی بر گراف

منابع

جلالی، امید. (1393). سیستم پیشنهاددهنده هم‌پژوهشی (مورد مطالعه: شبکه اجتماعی کوثرنت). پایان نامه کارشناسی ارشد رشته مهندسی فناوری اطلاعات گرایش تجارت الکترونیک، دانشکده فنی و مهندسی، دانشگاه قم.

Amigó, E., Gonzalo, J., Artiles, J., & Verdejo, F. (2009). A comparison of extrinsic clustering evaluation metrics based on formal constraints. Information retrieval, 12(4), 461-486.

Bao, J., Zheng, Y., Wilkie, D., & Mokbel, M. (2015). Recommendations inlocation-based social networks: a survey.GeoInformatica, 19(3), 525-565.

Bradnova, V., Chernyavsky, M. M., Just, L., Haiduc, M., Kharlamov, S. P., Kovalenko, A. D., & Zarubin, P. L. (2003). Nuclear Clustering Quest in Relativistic Multifragmentation. Paper presented at the Few-Body Problems in Physics ’02, Vienna: Springer Vienna, Vol. 14, 241-244.

Chen, J., Geyer, W., Dugan, C., Muller, M., & Guy, I. (2009). Make new friends, but keep the old: recommending people on social networking sites. Paper presented at the Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, Boston, MA, USA, 201-210.

Chu, C.-H., Wu, W.-C., Wang, C.-C., Chen, T.-S., & Chen, J.-J. (2013). Friend Recommendation for Location-Based Mobile Social Networks. Paper presented at the 2013 Seventh International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, 365-370.

Ding, D., Zhang, M., Li, S.-Y., Tang, J., Chen, X., & Zhou, Z.-H. (2017). BayDNN : Friend Recommendation with Bayesian Personalized Ranking Deep Neural Network. Paper presented at the Proceedings of the 2017 ACM on Conference on Information and Knowledge Management - CIKM '17, 1479-1488.

Du, Z., Hu, L., Fu, X., & Liu, Y. (2014). Scalable and Explainable Friend Recommendation in Campus Social Network System. Paper presented at the Frontier and Future Development of Information Technology in Medicine and Education, Dordrecht: Springer Netherlands, Vol. 269, 457-466.

Filippone, M., Camastra, F., Masulli, F., & Rovetta, S. (2008). A survey of kernel and spectral methods for clustering. Pattern Recognition, 41(1), 176-190.

Hamid, M. N., Naser, M. A., Hasan, M. K., & Mahmud, H. (2014). A cohesion-based friend-recommendation system. Social Network Analysis and Mining, 4(1), 176-186.

Kherad, M., & Bidgoly, A. J. (2020). Recommendation system using a deep learning and graph analysis approach. arXiv preprint arXiv:2004.08100.

Li, S., Song, X., Lu, H., Zeng, L., Shi, M., & Liu, F. (2020). Friend recommendation for cross marketing in online brand community based on intelligent attention allocation link prediction algorithm. Expert Systems with Applications, 139, 112839.

 Liben-Nowell, D., & Kleinberg, J. (2007). The link-prediction problem for social networks. Journal of the American Society for Information Science and Technology, 58(7), 1019-1031.

Likas, A., Vlassis, N., & J. Verbeek, J. (2003). The global k-means clustering algorithm. Pattern Recognition, 36(2), 451-461.

Sammer A, Q., & Ayad R, A. (2019). Survey of User to User Recommendation System in Online Social Networks. Engineering and Technology Journal, 37(10), 422-428.

Sander, J., Ester, M., Kriegel, H.-P., & Xu, X. (1998). Density-Based Clustering in Spatial Databases: The Algorithm GDBSCAN and Its Applications. Data Mining and Knowledge Discovery, 2(2), 169-194.

Suman Venkata, S., Yuvraj Singh, C., Swaraj, K.,& Tripathy, B. (2020). Recommendation System Using Community Identification. International Conference on Innovative Computing and Communications, Vol. 1087, 125-132.

Swarnakar, P., Kumar, A., & Tyagi, H. (2017). Network dynamics in friend recommendation: a study of Indian engineering students. Int. J. Information Technology and Management, 16(3), 287-300.

Wan, S., Lan, Y., Guo, J., Fan, C., & Cheng, X. (2013). Informational friend recommendation in social media. Paper presented at the Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval, Dublin, Ireland, 1045-1048.

Wang, Z., Liao, J., Cao, Q., Qi, H., & Wang, Z. (2015). Friendbook: A Semantic-Based Friend Recommendation System for Social Networks. IEEE Transactions on Mobile Computing, 14(3), 538-551.

Weng, L., & Zhang, Q. (2020). A social recommendation method based on opinion leaders. Multimedia Tools and Applications, 1-16.

Xu, Y., Zhou, D., & Ma, J. (2019). Scholar-friend recommendation in online academic communities: An approach based on heterogeneous network. Decision Support Systems, 119, 1-13.

Yu, Z., Wang, C., Bu, J., Wang, X., Wu, Y., & Chen, C. (2015). Friend recommendation with content spread enhancement in social networks. Information Sciences, 309, 102-118.

Zhao, X., Ma, Z., & Zhang, Z. (2017). A novel recommendation system in location-based social networks using distributed ELM. Memetic Computing, 10(3), 321-331.

Zheng, H., & Wu, J. (2017). Friend Recommendation in Online Social Networks: Perspective of Social Influence Maximization. Paper presented at the in Computer Communication and Networks (ICCCN), 2017 26th International Conference on IEEE, 1-9.

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

منابع

جلالی، امید. (1393). سیستم پیشنهاددهنده هم‌پژوهشی (مورد مطالعه: شبکه اجتماعی کوثرنت). پایان نامه کارشناسی ارشد رشته مهندسی فناوری اطلاعات گرایش تجارت الکترونیک، دانشکده فنی و مهندسی، دانشگاه قم.

Amigó, E., Gonzalo, J., Artiles, J., & Verdejo, F. (2009). A comparison of extrinsic clustering evaluation metrics based on formal constraints. Information retrieval, 12(4), 461-486.

Bao, J., Zheng, Y., Wilkie, D., & Mokbel, M. (2015). Recommendations inlocation-based social networks: a survey.GeoInformatica, 19(3), 525-565.

Bradnova, V., Chernyavsky, M. M., Just, L., Haiduc, M., Kharlamov, S. P., Kovalenko, A. D., & Zarubin, P. L. (2003). Nuclear Clustering Quest in Relativistic Multifragmentation. Paper presented at the Few-Body Problems in Physics ’02, Vienna: Springer Vienna, Vol. 14, 241-244.

Chen, J., Geyer, W., Dugan, C., Muller, M., & Guy, I. (2009). Make new friends, but keep the old: recommending people on social networking sites. Paper presented at the Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, Boston, MA, USA, 201-210.

Chu, C.-H., Wu, W.-C., Wang, C.-C., Chen, T.-S., & Chen, J.-J. (2013). Friend Recommendation for Location-Based Mobile Social Networks. Paper presented at the 2013 Seventh International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, 365-370.

Ding, D., Zhang, M., Li, S.-Y., Tang, J., Chen, X., & Zhou, Z.-H. (2017). BayDNN : Friend Recommendation with Bayesian Personalized Ranking Deep Neural Network. Paper presented at the Proceedings of the 2017 ACM on Conference on Information and Knowledge Management - CIKM '17, 1479-1488.

Du, Z., Hu, L., Fu, X., & Liu, Y. (2014). Scalable and Explainable Friend Recommendation in Campus Social Network System. Paper presented at the Frontier and Future Development of Information Technology in Medicine and Education, Dordrecht: Springer Netherlands, Vol. 269, 457-466.

Filippone, M., Camastra, F., Masulli, F., & Rovetta, S. (2008). A survey of kernel and spectral methods for clustering. Pattern Recognition, 41(1), 176-190.

Hamid, M. N., Naser, M. A., Hasan, M. K., & Mahmud, H. (2014). A cohesion-based friend-recommendation system. Social Network Analysis and Mining, 4(1), 176-186.

Kherad, M., & Bidgoly, A. J. (2020). Recommendation system using a deep learning and graph analysis approach. arXiv preprint arXiv:2004.08100.

Li, S., Song, X., Lu, H., Zeng, L., Shi, M., & Liu, F. (2020). Friend recommendation for cross marketing in online brand community based on intelligent attention allocation link prediction algorithm. Expert Systems with Applications, 139, 112839.

 Liben-Nowell, D., & Kleinberg, J. (2007). The link-prediction problem for social networks. Journal of the American Society for Information Science and Technology, 58(7), 1019-1031.

Likas, A., Vlassis, N., & J. Verbeek, J. (2003). The global k-means clustering algorithm. Pattern Recognition, 36(2), 451-461.

Sammer A, Q., & Ayad R, A. (2019). Survey of User to User Recommendation System in Online Social Networks. Engineering and Technology Journal, 37(10), 422-428.

Sander, J., Ester, M., Kriegel, H.-P., & Xu, X. (1998). Density-Based Clustering in Spatial Databases: The Algorithm GDBSCAN and Its Applications. Data Mining and Knowledge Discovery, 2(2), 169-194.

Suman Venkata, S., Yuvraj Singh, C., Swaraj, K.,& Tripathy, B. (2020). Recommendation System Using Community Identification. International Conference on Innovative Computing and Communications, Vol. 1087, 125-132.

Swarnakar, P., Kumar, A., & Tyagi, H. (2017). Network dynamics in friend recommendation: a study of Indian engineering students. Int. J. Information Technology and Management, 16(3), 287-300.

Wan, S., Lan, Y., Guo, J., Fan, C., & Cheng, X. (2013). Informational friend recommendation in social media. Paper presented at the Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval, Dublin, Ireland, 1045-1048.

Wang, Z., Liao, J., Cao, Q., Qi, H., & Wang, Z. (2015). Friendbook: A Semantic-Based Friend Recommendation System for Social Networks. IEEE Transactions on Mobile Computing, 14(3), 538-551.

Weng, L., & Zhang, Q. (2020). A social recommendation method based on opinion leaders. Multimedia Tools and Applications, 1-16.

Xu, Y., Zhou, D., & Ma, J. (2019). Scholar-friend recommendation in online academic communities: An approach based on heterogeneous network. Decision Support Systems, 119, 1-13.

Yu, Z., Wang, C., Bu, J., Wang, X., Wu, Y., & Chen, C. (2015). Friend recommendation with content spread enhancement in social networks. Information Sciences, 309, 102-118.

Zhao, X., Ma, Z., & Zhang, Z. (2017). A novel recommendation system in location-based social networks using distributed ELM. Memetic Computing, 10(3), 321-331.

Zheng, H., & Wu, J. (2017). Friend Recommendation in Online Social Networks: Perspective of Social Influence Maximization. Paper presented at the in Computer Communication and Networks (ICCCN), 2017 26th International Conference on IEEE, 1-9.

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

منابع

جلالی، امید. (1393). سیستم پیشنهاددهنده هم‌پژوهشی (مورد مطالعه: شبکه اجتماعی کوثرنت). پایان نامه کارشناسی ارشد رشته مهندسی فناوری اطلاعات گرایش تجارت الکترونیک، دانشکده فنی و مهندسی، دانشگاه قم.

Amigó, E., Gonzalo, J., Artiles, J., & Verdejo, F. (2009). A comparison of extrinsic clustering evaluation metrics based on formal constraints. Information retrieval, 12(4), 461-486.

Bao, J., Zheng, Y., Wilkie, D., & Mokbel, M. (2015). Recommendations inlocation-based social networks: a survey.GeoInformatica, 19(3), 525-565.

Bradnova, V., Chernyavsky, M. M., Just, L., Haiduc, M., Kharlamov, S. P., Kovalenko, A. D., & Zarubin, P. L. (2003). Nuclear Clustering Quest in Relativistic Multifragmentation. Paper presented at the Few-Body Problems in Physics ’02, Vienna: Springer Vienna, Vol. 14, 241-244.

Chen, J., Geyer, W., Dugan, C., Muller, M., & Guy, I. (2009). Make new friends, but keep the old: recommending people on social networking sites. Paper presented at the Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, Boston, MA, USA, 201-210.

Chu, C.-H., Wu, W.-C., Wang, C.-C., Chen, T.-S., & Chen, J.-J. (2013). Friend Recommendation for Location-Based Mobile Social Networks. Paper presented at the 2013 Seventh International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, 365-370.

Ding, D., Zhang, M., Li, S.-Y., Tang, J., Chen, X., & Zhou, Z.-H. (2017). BayDNN : Friend Recommendation with Bayesian Personalized Ranking Deep Neural Network. Paper presented at the Proceedings of the 2017 ACM on Conference on Information and Knowledge Management - CIKM '17, 1479-1488.

Du, Z., Hu, L., Fu, X., & Liu, Y. (2014). Scalable and Explainable Friend Recommendation in Campus Social Network System. Paper presented at the Frontier and Future Development of Information Technology in Medicine and Education, Dordrecht: Springer Netherlands, Vol. 269, 457-466.

Filippone, M., Camastra, F., Masulli, F., & Rovetta, S. (2008). A survey of kernel and spectral methods for clustering. Pattern Recognition, 41(1), 176-190.

Hamid, M. N., Naser, M. A., Hasan, M. K., & Mahmud, H. (2014). A cohesion-based friend-recommendation system. Social Network Analysis and Mining, 4(1), 176-186.

Kherad, M., & Bidgoly, A. J. (2020). Recommendation system using a deep learning and graph analysis approach. arXiv preprint arXiv:2004.08100.

Li, S., Song, X., Lu, H., Zeng, L., Shi, M., & Liu, F. (2020). Friend recommendation for cross marketing in online brand community based on intelligent attention allocation link prediction algorithm. Expert Systems with Applications, 139, 112839.

 Liben-Nowell, D., & Kleinberg, J. (2007). The link-prediction problem for social networks. Journal of the American Society for Information Science and Technology, 58(7), 1019-1031.

Likas, A., Vlassis, N., & J. Verbeek, J. (2003). The global k-means clustering algorithm. Pattern Recognition, 36(2), 451-461.

Sammer A, Q., & Ayad R, A. (2019). Survey of User to User Recommendation System in Online Social Networks. Engineering and Technology Journal, 37(10), 422-428.

Sander, J., Ester, M., Kriegel, H.-P., & Xu, X. (1998). Density-Based Clustering in Spatial Databases: The Algorithm GDBSCAN and Its Applications. Data Mining and Knowledge Discovery, 2(2), 169-194.

Suman Venkata, S., Yuvraj Singh, C., Swaraj, K.,& Tripathy, B. (2020). Recommendation System Using Community Identification. International Conference on Innovative Computing and Communications, Vol. 1087, 125-132.

Swarnakar, P., Kumar, A., & Tyagi, H. (2017). Network dynamics in friend recommendation: a study of Indian engineering students. Int. J. Information Technology and Management, 16(3), 287-300.

Wan, S., Lan, Y., Guo, J., Fan, C., & Cheng, X. (2013). Informational friend recommendation in social media. Paper presented at the Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval, Dublin, Ireland, 1045-1048.

Wang, Z., Liao, J., Cao, Q., Qi, H., & Wang, Z. (2015). Friendbook: A Semantic-Based Friend Recommendation System for Social Networks. IEEE Transactions on Mobile Computing, 14(3), 538-551.

Weng, L., & Zhang, Q. (2020). A social recommendation method based on opinion leaders. Multimedia Tools and Applications, 1-16.

Xu, Y., Zhou, D., & Ma, J. (2019). Scholar-friend recommendation in online academic communities: An approach based on heterogeneous network. Decision Support Systems, 119, 1-13.

Yu, Z., Wang, C., Bu, J., Wang, X., Wu, Y., & Chen, C. (2015). Friend recommendation with content spread enhancement in social networks. Information Sciences, 309, 102-118.

Zhao, X., Ma, Z., & Zhang, Z. (2017). A novel recommendation system in location-based social networks using distributed ELM. Memetic Computing, 10(3), 321-331.

Zheng, H., & Wu, J. (2017). Friend Recommendation in Online Social Networks: Perspective of Social Influence Maximization. Paper presented at the in Computer Communication and Networks (ICCCN), 2017 26th International Conference on IEEE, 1-9.

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

منابع

جلالی، امید. (1393). سیستم پیشنهاددهنده هم‌پژوهشی (مورد مطالعه: شبکه اجتماعی کوثرنت). پایان نامه کارشناسی ارشد رشته مهندسی فناوری اطلاعات گرایش تجارت الکترونیک، دانشکده فنی و مهندسی، دانشگاه قم.

Amigó, E., Gonzalo, J., Artiles, J., & Verdejo, F. (2009). A comparison of extrinsic clustering evaluation metrics based on formal constraints. Information retrieval, 12(4), 461-486.

Bao, J., Zheng, Y., Wilkie, D., & Mokbel, M. (2015). Recommendations inlocation-based social networks: a survey.GeoInformatica, 19(3), 525-565.

Bradnova, V., Chernyavsky, M. M., Just, L., Haiduc, M., Kharlamov, S. P., Kovalenko, A. D., & Zarubin, P. L. (2003). Nuclear Clustering Quest in Relativistic Multifragmentation. Paper presented at the Few-Body Problems in Physics ’02, Vienna: Springer Vienna, Vol. 14, 241-244.

Chen, J., Geyer, W., Dugan, C., Muller, M., & Guy, I. (2009). Make new friends, but keep the old: recommending people on social networking sites. Paper presented at the Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, Boston, MA, USA, 201-210.

Chu, C.-H., Wu, W.-C., Wang, C.-C., Chen, T.-S., & Chen, J.-J. (2013). Friend Recommendation for Location-Based Mobile Social Networks. Paper presented at the 2013 Seventh International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, 365-370.

Ding, D., Zhang, M., Li, S.-Y., Tang, J., Chen, X., & Zhou, Z.-H. (2017). BayDNN : Friend Recommendation with Bayesian Personalized Ranking Deep Neural Network. Paper presented at the Proceedings of the 2017 ACM on Conference on Information and Knowledge Management - CIKM '17, 1479-1488.

Du, Z., Hu, L., Fu, X., & Liu, Y. (2014). Scalable and Explainable Friend Recommendation in Campus Social Network System. Paper presented at the Frontier and Future Development of Information Technology in Medicine and Education, Dordrecht: Springer Netherlands, Vol. 269, 457-466.

Filippone, M., Camastra, F., Masulli, F., & Rovetta, S. (2008). A survey of kernel and spectral methods for clustering. Pattern Recognition, 41(1), 176-190.

Hamid, M. N., Naser, M. A., Hasan, M. K., & Mahmud, H. (2014). A cohesion-based friend-recommendation system. Social Network Analysis and Mining, 4(1), 176-186.

Kherad, M., & Bidgoly, A. J. (2020). Recommendation system using a deep learning and graph analysis approach. arXiv preprint arXiv:2004.08100.

Li, S., Song, X., Lu, H., Zeng, L., Shi, M., & Liu, F. (2020). Friend recommendation for cross marketing in online brand community based on intelligent attention allocation link prediction algorithm. Expert Systems with Applications, 139, 112839.

 Liben-Nowell, D., & Kleinberg, J. (2007). The link-prediction problem for social networks. Journal of the American Society for Information Science and Technology, 58(7), 1019-1031.

Likas, A., Vlassis, N., & J. Verbeek, J. (2003). The global k-means clustering algorithm. Pattern Recognition, 36(2), 451-461.

Sammer A, Q., & Ayad R, A. (2019). Survey of User to User Recommendation System in Online Social Networks. Engineering and Technology Journal, 37(10), 422-428.

Sander, J., Ester, M., Kriegel, H.-P., & Xu, X. (1998). Density-Based Clustering in Spatial Databases: The Algorithm GDBSCAN and Its Applications. Data Mining and Knowledge Discovery, 2(2), 169-194.

Suman Venkata, S., Yuvraj Singh, C., Swaraj, K.,& Tripathy, B. (2020). Recommendation System Using Community Identification. International Conference on Innovative Computing and Communications, Vol. 1087, 125-132.

Swarnakar, P., Kumar, A., & Tyagi, H. (2017). Network dynamics in friend recommendation: a study of Indian engineering students. Int. J. Information Technology and Management, 16(3), 287-300.

Wan, S., Lan, Y., Guo, J., Fan, C., & Cheng, X. (2013). Informational friend recommendation in social media. Paper presented at the Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval, Dublin, Ireland, 1045-1048.

Wang, Z., Liao, J., Cao, Q., Qi, H., & Wang, Z. (2015). Friendbook: A Semantic-Based Friend Recommendation System for Social Networks. IEEE Transactions on Mobile Computing, 14(3), 538-551.

Weng, L., & Zhang, Q. (2020). A social recommendation method based on opinion leaders. Multimedia Tools and Applications, 1-16.

Xu, Y., Zhou, D., & Ma, J. (2019). Scholar-friend recommendation in online academic communities: An approach based on heterogeneous network. Decision Support Systems, 119, 1-13.

Yu, Z., Wang, C., Bu, J., Wang, X., Wu, Y., & Chen, C. (2015). Friend recommendation with content spread enhancement in social networks. Information Sciences, 309, 102-118.

Zhao, X., Ma, Z., & Zhang, Z. (2017). A novel recommendation system in location-based social networks using distributed ELM. Memetic Computing, 10(3), 321-331.

Zheng, H., & Wu, J. (2017). Friend Recommendation in Online Social Networks: Perspective of Social Influence Maximization. Paper presented at the in Computer Communication and Networks (ICCCN), 2017 26th International Conference on IEEE, 1-9.

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 ر

منابع

جلالی، امید. (1393). سیستم پیشنهاددهنده هم‌پژوهشی (مورد مطالعه: شبکه اجتماعی کوثرنت). پایان نامه کارشناسی ارشد رشته مهندسی فناوری اطلاعات گرایش تجارت الکترونیک، دانشکده فنی و مهندسی، دانشگاه قم.

Amigó, E., Gonzalo, J., Artiles, J., & Verdejo, F. (2009). A comparison of extrinsic clustering evaluation metrics based on formal constraints. Information retrieval, 12(4), 461-486.

Bao, J., Zheng, Y., Wilkie, D., & Mokbel, M. (2015). Recommendations inlocation-based social networks: a survey.GeoInformatica, 19(3), 525-565.

Bradnova, V., Chernyavsky, M. M., Just, L., Haiduc, M., Kharlamov, S. P., Kovalenko, A. D., & Zarubin, P. L. (2003). Nuclear Clustering Quest in Relativistic Multifragmentation. Paper presented at the Few-Body Problems in Physics ’02, Vienna: Springer Vienna, Vol. 14, 241-244.

Chen, J., Geyer, W., Dugan, C., Muller, M., & Guy, I. (2009). Make new friends, but keep the old: recommending people on social networking sites. Paper presented at the Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, Boston, MA, USA, 201-210.

Chu, C.-H., Wu, W.-C., Wang, C.-C., Chen, T.-S., & Chen, J.-J. (2013). Friend Recommendation for Location-Based Mobile Social Networks. Paper presented at the 2013 Seventh International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, 365-370.

Ding, D., Zhang, M., Li, S.-Y., Tang, J., Chen, X., & Zhou, Z.-H. (2017). BayDNN : Friend Recommendation with Bayesian Personalized Ranking Deep Neural Network. Paper presented at the Proceedings of the 2017 ACM on Conference on Information and Knowledge Management - CIKM '17, 1479-1488.

Du, Z., Hu, L., Fu, X., & Liu, Y. (2014). Scalable and Explainable Friend Recommendation in Campus Social Network System. Paper presented at the Frontier and Future Development of Information Technology in Medicine and Education, Dordrecht: Springer Netherlands, Vol. 269, 457-466.

Filippone, M., Camastra, F., Masulli, F., & Rovetta, S. (2008). A survey of kernel and spectral methods for clustering. Pattern Recognition, 41(1), 176-190.

Hamid, M. N., Naser, M. A., Hasan, M. K., & Mahmud, H. (2014). A cohesion-based friend-recommendation system. Social Network Analysis and Mining, 4(1), 176-186.

Kherad, M., & Bidgoly, A. J. (2020). Recommendation system using a deep learning and graph analysis approach. arXiv preprint arXiv:2004.08100.

Li, S., Song, X., Lu, H., Zeng, L., Shi, M., & Liu, F. (2020). Friend recommendation for cross marketing in online brand community based on intelligent attention allocation link prediction algorithm. Expert Systems with Applications, 139, 112839.

 Liben-Nowell, D., & Kleinberg, J. (2007). The link-prediction problem for social networks. Journal of the American Society for Information Science and Technology, 58(7), 1019-1031.

Likas, A., Vlassis, N., & J. Verbeek, J. (2003). The global k-means clustering algorithm. Pattern Recognition, 36(2), 451-461.

Sammer A, Q., & Ayad R, A. (2019). Survey of User to User Recommendation System in Online Social Networks. Engineering and Technology Journal, 37(10), 422-428.

Sander, J., Ester, M., Kriegel, H.-P., & Xu, X. (1998). Density-Based Clustering in Spatial Databases: The Algorithm GDBSCAN and Its Applications. Data Mining and Knowledge Discovery, 2(2), 169-194.

Suman Venkata, S., Yuvraj Singh, C., Swaraj, K.,& Tripathy, B. (2020). Recommendation System Using Community Identification. International Conference on Innovative Computing and Communications, Vol. 1087, 125-132.

Swarnakar, P., Kumar, A., & Tyagi, H. (2017). Network dynamics in friend recommendation: a study of Indian engineering students. Int. J. Information Technology and Management, 16(3), 287-300.

Wan, S., Lan, Y., Guo, J., Fan, C., & Cheng, X. (2013). Informational friend recommendation in social media. Paper presented at the Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval, Dublin, Ireland, 1045-1048.

Wang, Z., Liao, J., Cao, Q., Qi, H., & Wang, Z. (2015). Friendbook: A Semantic-Based Friend Recommendation System for Social Networks. IEEE Transactions on Mobile Computing, 14(3), 538-551.

Weng, L., & Zhang, Q. (2020). A social recommendation method based on opinion leaders. Multimedia Tools and Applications, 1-16.

Xu, Y., Zhou, D., & Ma, J. (2019). Scholar-friend recommendation in online academic communities: An approach based on heterogeneous network. Decision Support Systems, 119, 1-13.

Yu, Z., Wang, C., Bu, J., Wang, X., Wu, Y., & Chen, C. (2015). Friend recommendation with content spread enhancement in social networks. Information Sciences, 309, 102-118.

Zhao, X., Ma, Z., & Zhang, Z. (2017). A novel recommendation system in location-based social networks using distributed ELM. Memetic Computing, 10(3), 321-331.

Zheng, H., & Wu, J. (2017). Friend Recommendation in Online Social Networks: Perspective of Social Influence Maximization. Paper presented at the in Computer Communication and Networks (ICCCN), 2017 26th International Conference on IEEE, 1-9.