Large-scale supervised similarity learning in networks

[1]  Charu C. Aggarwal,et al.  Factorized Similarity Learning in Networks , 2014, 2014 IEEE International Conference on Data Mining.

[2]  Yurii Nesterov,et al.  Introductory Lectures on Convex Optimization - A Basic Course , 2014, Applied Optimization.

[3]  Jun Wang,et al.  Fast Pairwise Query Selection for Large-Scale Active Learning to Rank , 2013, 2013 IEEE 13th International Conference on Data Mining.

[4]  Ming Lei,et al.  FIU-Miner: a fast, integrated, and user-friendly system for data mining in distributed environment , 2013, KDD.

[5]  Fei Wang,et al.  FeaFiner: biomarker identification from medical data through feature generalization and selection , 2013, KDD.

[6]  Zhen Li,et al.  Learning Locally-Adaptive Decision Functions for Person Verification , 2013, 2013 IEEE Conference on Computer Vision and Pattern Recognition.

[7]  Yin Zhang,et al.  Solving a low-rank factorization model for matrix completion by a nonlinear successive over-relaxation algorithm , 2012, Mathematical Programming Computation.

[8]  Yan Liu,et al.  Collaborative Topic Regression with Social Matrix Factorization for Recommendation Systems , 2012, ICML.

[9]  Heng Ji,et al.  Exploring Context and Content Links in Social Media: A Latent Space Method , 2012, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[10]  Bo Zhao,et al.  Probabilistic topic models with biased propagation on heterogeneous information networks , 2011, KDD.

[11]  Chong Wang,et al.  Collaborative topic modeling for recommending scientific articles , 2011, KDD.

[12]  Wei Liu,et al.  Semi-supervised distance metric learning for collaborative image retrieval and clustering , 2010, ACM Trans. Multim. Comput. Commun. Appl..

[13]  Stephen P. Boyd,et al.  Convex Optimization , 2004, IEEE Transactions on Automatic Control.

[14]  Yizhou Sun,et al.  P-Rank: a comprehensive structural similarity measure over information networks , 2009, CIKM.

[15]  Shuicheng Yan,et al.  Inferring semantic concepts from community-contributed images and noisy tags , 2009, ACM Multimedia.

[16]  Yehuda Koren,et al.  Matrix Factorization Techniques for Recommender Systems , 2009, Computer.

[17]  Tat-Seng Chua,et al.  An efficient sparse metric learning in high-dimensional space via l1-penalized log-determinant regularization , 2009, ICML '09.

[18]  Rongrong Ji,et al.  Cross-media manifold learning for image retrieval & annotation , 2008, MIR '08.

[19]  Michael R. Lyu,et al.  SoRec: social recommendation using probabilistic matrix factorization , 2008, CIKM '08.

[20]  Emmanuel J. Candès,et al.  A Singular Value Thresholding Algorithm for Matrix Completion , 2008, SIAM J. Optim..

[21]  Ruslan Salakhutdinov,et al.  Probabilistic Matrix Factorization , 2007, NIPS.

[22]  Yoram Singer,et al.  Pegasos: primal estimated sub-gradient solver for SVM , 2007, ICML '07.

[23]  Michael R. Lyu,et al.  PageSim: A Novel Link-Based Similarity Measure for the World Wide Web , 2006, 2006 IEEE/WIC/ACM International Conference on Web Intelligence (WI 2006 Main Conference Proceedings)(WI'06).

[24]  Inderjit S. Dhillon,et al.  Information-theoretic metric learning , 2006, ICML '07.

[25]  Kilian Q. Weinberger,et al.  Distance Metric Learning for Large Margin Nearest Neighbor Classification , 2005, NIPS.

[26]  Tomer Hertz,et al.  Learning a Mahalanobis Metric from Equivalence Constraints , 2005, J. Mach. Learn. Res..

[27]  Deepa Paranjpe,et al.  Semi-supervised clustering with metric learning using relative comparisons , 2005, Fifth IEEE International Conference on Data Mining (ICDM'05).

[28]  Edward A. Fox,et al.  SimFusion: measuring similarity using unified relationship matrix , 2005, SIGIR '05.

[29]  Geoffrey E. Hinton,et al.  Neighbourhood Components Analysis , 2004, NIPS.

[30]  Heikki Mannila,et al.  Relational link-based ranking , 2004, VLDB.

[31]  Charu C. Aggarwal,et al.  Towards systematic design of distance functions for data mining applications , 2003, KDD '03.

[32]  J. Widom,et al.  SimRank: a measure of structural-context similarity , 2002, KDD.

[33]  M. McPherson,et al.  Birds of a Feather: Homophily in Social Networks , 2001 .

[34]  P. Tseng Convergence of a Block Coordinate Descent Method for Nondifferentiable Minimization , 2001 .

[35]  Samuel Kotz,et al.  The Laplace Distribution and Generalizations: A Revisit with Applications to Communications, Economics, Engineering, and Finance , 2001 .

[36]  Andrew McCallum,et al.  Automating the Construction of Internet Portals with Machine Learning , 2000, Information Retrieval.

[37]  Rajeev Motwani,et al.  The PageRank Citation Ranking : Bringing Order to the Web , 1999, WWW 1999.

[38]  H. Sebastian Seung,et al.  Learning the parts of objects by non-negative matrix factorization , 1999, Nature.

[39]  José Mario Martínez,et al.  Nonmonotone Spectral Projected Gradient Methods on Convex Sets , 1999, SIAM J. Optim..

[40]  P. Paatero,et al.  Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values† , 1994 .

[41]  Shih-Ping Han,et al.  A successive projection method , 1988, Math. Program..

[42]  W. Cheney,et al.  Proximity maps for convex sets , 1959 .

[43]  Emanuele Della Valle,et al.  An Introduction to Information Retrieval , 2013 .

[44]  Sanjay Ghemawat,et al.  MapReduce: simplified data processing on large clusters , 2008, CACM.

[45]  Michael I. Jordan,et al.  Distance Metric Learning with Application to Clustering with Side-Information , 2002, NIPS.

[46]  Vladimir N. Vapnik,et al.  The Nature of Statistical Learning Theory , 2000, Statistics for Engineering and Information Science.

[47]  Fei Wang,et al.  Proceedings of the Twenty-Third International Joint Conference on Artificial Intelligence Active Learning from Relative Queries , 2022 .