Feature Engineering for Supervised Link Prediction on Dynamic Social Networks

Keywords

Computer science, Machine learning, Artificial intelligence, Feature selection, Process (computing)

References

• Link Prediction in Complex Networks: A SurveyLinyuan Lü, Tao Zhou — 2010
• New perspectives and methods in link predictionRyan N. Lichtenwalter, Jake T. Lussier, Nitesh V. Chawla — 2010
• Link mining: a surveyLise Getoor, Christopher Diehl — 2005
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• Co-author Relationship Prediction in Heterogeneous Bibliographic NetworksYizhou Sun, Rick Barber, Manish Gupta — 2011
• LIBLINEAR: A Library for Large Linear ClassificationRong-En Fan, Kai‐Wei Chang, Cho‐Jui Hsieh — 2008
• Exploring Network Structure, Dynamics, and Function using NetworkXAric Hagberg, Dan Schult, Pieter J. Swart — 2008
• The Time-Series Link Prediction Problem with Applications in Communication SurveillanceZan Huang, Dennis K. J. Lin — 2009
• LIBSVM: A library for support vector machinesChih-Chung Chang, Chih‐Jen Lin — 2011
• Learning spectral graph transformations for link predictionJérôme Kunegis, Andreas Lommatzsch — 2009
• The link prediction problem for social networksDavid Liben‐Nowell, Jon Kleinberg — 2003
• Link prediction using supervised learningMohammad Al Hasan, Vineet Chaoji, Saeed Salem — 2006
• Link Prediction in Heterogeneous Networks : Influence and Time MattersYang Yang, N. Chawla, Yizhou Sun — 2012
• Natural Language Processing with PythonSteven Bird, Ewan Klein, Edward Loper — 2009
• SciPy: Open Source Scientific Tools for PythonE. Jones, T. Oliphant, Pearu Peterson — 2001
• Link Prediction via Matrix FactorizationA. Menon, C. Elkan — 2011

Cited by

• Link Prediction in Microblog Network Using Supervised Learning with Multiple FeaturesSiyao Han, Yan Xu — 2016
• Preserving Community Feature Extraction And Mrmr Feature Selection For Link Classification In Complex NetworksJiehua Wu, Bei Zhou, Jing Shen — 2018
• Temporal Link Prediction: A SurveyAswathy Divakaran, Anuraj Mohan — 2019
• Recommendations in Social Network using Link Prediction TechniqueBV Ramya, N. Sandeep Varma, Rahul Indra — 2020
• An approach for predicting missing links in social network using node attribute and path informationAnkita Singh, Nanhay Singh — 2021
• Feature Engineering (FE) Tools and Techniques for Better Classification PerformanceTara Rawat, Vineeta Khemchandani, M Anderson — 2017
• A matrix factorization model with local and global consistency for flow prediction in bike-sharing systemsRouzbeh Forouzandeh Jonaghani, Mónica Wachowicz, Trevor Hanson — 2022
• BT-LPD: B+[12pt]minimal amsmath wasysym amsfonts amssymb amsbsy mathrsfs upgreek -69pt document^+document Tree-Inspired Community-Based Link PredicShashank Sheshar Singh, Samya Muhuri, Vishal Srivastava — 2023

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