{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,30]],"date-time":"2026-01-30T07:50:20Z","timestamp":1769759420202,"version":"3.49.0"},"publisher-location":"Cham","reference-count":27,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319557526","type":"print"},{"value":"9783319557533","type":"electronic"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-55753-3_11","type":"book-chapter","created":{"date-parts":[[2017,3,20]],"date-time":"2017-03-20T23:38:10Z","timestamp":1490053090000},"page":"163-179","source":"Crossref","is-referenced-by-count":52,"title":["PPNE: Property Preserving Network Embedding"],"prefix":"10.1007","author":[{"given":"Chaozhuo","family":"Li","sequence":"first","affiliation":[]},{"given":"Senzhang","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Dejian","family":"Yang","sequence":"additional","affiliation":[]},{"given":"Zhoujun","family":"Li","sequence":"additional","affiliation":[]},{"given":"Yang","family":"Yang","sequence":"additional","affiliation":[]},{"given":"Xiaoming","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Jianshe","family":"Zhou","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2017,3,22]]},"reference":[{"key":"11_CR1","doi-asserted-by":"crossref","unstructured":"Al Hasan, M., Zaki, M.J.: A survey of link prediction in social networks. In: Aggarwal, C.C. (ed.) Social Network Data Analytics, pp. 243\u2013275. Springer, New York (2011)","DOI":"10.1007\/978-1-4419-8462-3_9"},{"issue":"6","key":"11_CR2","doi-asserted-by":"crossref","first-page":"1373","DOI":"10.1162\/089976603321780317","volume":"15","author":"M Belkin","year":"2003","unstructured":"Belkin, M., Niyogi, P.: Laplacian eigenmaps for dimensionality reduction and data representation. Neural Comput. 15(6), 1373\u20131396 (2003)","journal-title":"Neural Comput."},{"issue":"3","key":"11_CR3","first-page":"27","volume":"2","author":"C-C Chang","year":"2011","unstructured":"Chang, C.-C., Lin, C.-J.: Libsvm: a library for support vector machines. ACM Trans. Intell. Syst. Technol. (TIST) 2(3), 27 (2011)","journal-title":"ACM Trans. Intell. Syst. Technol. (TIST)"},{"key":"11_CR4","doi-asserted-by":"crossref","unstructured":"Chang, S., Han, W., Tang, J., Qi, G.J., Aggarwal, C.C., Huang, T.S.: Heterogeneous network embedding via deep architectures. In: The ACM SIGKDD International Conference, pp. 119\u2013128 (2015)","DOI":"10.1145\/2783258.2783296"},{"issue":"8","key":"11_CR5","doi-asserted-by":"crossref","first-page":"861","DOI":"10.1016\/j.patrec.2005.10.010","volume":"27","author":"T Fawcett","year":"2006","unstructured":"Fawcett, T.: An introduction to roc analysis. Pattern Recogn. Lett. 27(8), 861\u2013874 (2006)","journal-title":"Pattern Recogn. Lett."},{"key":"11_CR6","doi-asserted-by":"crossref","unstructured":"Grover, A., Leskovec, J.: node2vec: scalable feature learning for networks. In: The ACM SIGKDD International Conference (2016)","DOI":"10.1145\/2939672.2939754"},{"issue":"2","key":"11_CR7","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1137\/090771806","volume":"53","author":"N Halko","year":"2010","unstructured":"Halko, N., Martinsson, P.G., Tropp, J.A.: Finding structure with randomness: probabilistic algorithms for constructing approximate matrix decompositions. SIAM Rev. 53(2), 217\u2013288 (2010)","journal-title":"SIAM Rev."},{"key":"11_CR8","unstructured":"Kipf, T.N., Welling, M.: Semi-supervised classification with graph convolutional networks (2016)"},{"key":"11_CR9","unstructured":"Leskovec, J., Krevl, A.: SNAP datasets: Stanford large network dataset collection, June 2014. http:\/\/snap.stanford.edu\/data"},{"key":"11_CR10","doi-asserted-by":"crossref","unstructured":"Li, P., Hastie, T.J., Church, K.W.: Very sparse random projections. In: The ACM SIGKDD International Conference, pp. 287\u2013296 (2006)","DOI":"10.1145\/1150402.1150436"},{"issue":"7","key":"11_CR11","first-page":"1345","volume":"54","author":"D Liben-Nowell","year":"2007","unstructured":"Liben-Nowell, D., Kleinberg, J.: The link-prediction problem for social networks. J. Assoc. Inf. Sci. Technol. 54(7), 1345\u20131347 (2007)","journal-title":"J. Assoc. Inf. Sci. Technol."},{"key":"11_CR12","doi-asserted-by":"crossref","unstructured":"Liu, Q., Jiang, H., Wei, S., Ling, Z.-H., Hu, Y.: Learning semantic word embeddings based on ordinal knowledge constraints. In: ACL, pp. 1501\u20131511 (2015)","DOI":"10.3115\/v1\/P15-1145"},{"key":"11_CR13","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"437","DOI":"10.1007\/978-3-642-23783-6_28","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"AK Menon","year":"2011","unstructured":"Menon, A.K., Elkan, C.: Link prediction via matrix factorization. In: Gunopulos, D., Hofmann, T., Malerba, D., Vazirgiannis, M. (eds.) ECML PKDD 2011. LNCS, vol. 6912, pp. 437\u2013452. Springer, Heidelberg (2011). doi: 10.1007\/978-3-642-23783-6_28"},{"key":"11_CR14","unstructured":"Mikolov, T., Sutskever, I., Chen, K., Corrado, G.S., Dean, J.: Distributed representations of words and phrases and their compositionality. In: Advances in Neural Information Processing Systems, pp. 3111\u20133119 (2013)"},{"issue":"2","key":"11_CR15","doi-asserted-by":"crossref","first-page":"025102","DOI":"10.1103\/PhysRevE.64.025102","volume":"64","author":"ME Newman","year":"2001","unstructured":"Newman, M.E.: Clustering and preferential attachment in growing networks. Phys. Rev. E 64(2), 025102 (2001)","journal-title":"Phys. Rev. E"},{"key":"11_CR16","doi-asserted-by":"crossref","unstructured":"Perozzi, B., Al-Rfou, R., Skiena, S.: Deepwalk: online learning of social representations. In: The ACM SIGKDD International Conference, pp. 701\u2013710. ACM (2014)","DOI":"10.1145\/2623330.2623732"},{"issue":"5500","key":"11_CR17","doi-asserted-by":"crossref","first-page":"2323","DOI":"10.1126\/science.290.5500.2323","volume":"290","author":"ST Roweis","year":"2000","unstructured":"Roweis, S.T., Saul, L.K.: Nonlinear dimensionality reduction by locally linear embedding. Science 290(5500), 2323\u20132326 (2000)","journal-title":"Science"},{"issue":"3","key":"11_CR18","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1609\/aimag.v29i3.2157","volume":"29","author":"P Sen","year":"2008","unstructured":"Sen, P., Namata, G., Bilgic, M., Getoor, L., Galligher, B., Eliassi-Rad, T.: Collective classification in network data. AI Mag. 29(3), 93 (2008)","journal-title":"AI Mag."},{"key":"11_CR19","doi-asserted-by":"crossref","unstructured":"Tang, J., Qu, M., Wang, M., Zhang, M., Yan, J., Mei, Q.: Line: large-scale information network embedding. In: International Conference on World Wide Web, pp. 1067\u20131077 (2015)","DOI":"10.1145\/2736277.2741093"},{"key":"11_CR20","unstructured":"Tang, L., Liu, H.: Leveraging social media networks for classification. In: CIKM, pp. 1107\u20131116 (2009)"},{"issue":"3","key":"11_CR21","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1007\/s10618-010-0210-x","volume":"23","author":"L Tang","year":"2011","unstructured":"Tang, L., Liu, H.: Leveraging social media networks for classification. Data Min. Knowl. Discov. 23(3), 447\u2013478 (2011)","journal-title":"Data Min. Knowl. Discov."},{"key":"11_CR22","doi-asserted-by":"crossref","unstructured":"Wang, D., Cui, P., Zhu, W.: Structural deep network embedding. In: The ACM SIGKDD International Conference (2016)","DOI":"10.1145\/2939672.2939753"},{"key":"11_CR23","doi-asserted-by":"crossref","unstructured":"Xu, C., Bai, Y., Bian, J., Gao, B., Wang, G., Liu, X., Liu, T.-Y.: Rc-net: a general framework for incorporating knowledge into word representations. In: CIKM, pp. 1219\u20131228 (2014)","DOI":"10.1145\/2661829.2662038"},{"issue":"1","key":"11_CR24","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1109\/TPAMI.2007.250598","volume":"29","author":"S Yan","year":"2007","unstructured":"Yan, S., Xu, D., Zhang, B., Zhang, H.-J., Yang, Q., Lin, S.: Graph embedding and extensions: a general framework for dimensionality reduction. IEEE Trans. Pattern Anal. Mach. Intell. 29(1), 40\u201351 (2007)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"11_CR25","unstructured":"Yang, C., Liu, Z., Zhao, D., Sun, M., Chang, E.Y.: Network representation learning with rich text information. In: International Conference on Artificial Intelligence, pp. 2111\u20132117 (2015)"},{"key":"11_CR26","unstructured":"Yang, Z., Cohen, W.W., Salakhutdinov, R.: Revisiting semi-supervised learning with graph embeddings. In: ICML (2016)"},{"key":"11_CR27","doi-asserted-by":"crossref","unstructured":"Zhang, H., Li, Z., Chen, Y., Zhang, X., Wang, S.: Exploit latent dirichlet allocation for one-class collaborative filtering. In: CIKM, pp. 1991\u20131994 (2014)","DOI":"10.1145\/2661829.2661992"}],"container-title":["Lecture Notes in Computer Science","Database Systems for Advanced Applications"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-55753-3_11","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,19]],"date-time":"2019-09-19T20:46:33Z","timestamp":1568925993000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-55753-3_11"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319557526","9783319557533"],"references-count":27,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-55753-3_11","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017]]}}}