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M. Ng, L. Qi and G. Zhou, Finding the largest eigenvalue of a non-negative tensor, SIAM J. Matrix
Anal. Appl. 31 (2009), pp. 1090-1099.
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X. Li, M. Ng, Y. Ye, Finding stationary probability vector of a transition probability tensor
arising from a higher-order Markov chain, preprint on 8 February 2011
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M. Ng, X. Li and Y. Ye, MultiRank: co-ranking for objects and relations in
multi-relational data, preprint on
14 February 2011
(17th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD-2011)
August 21-24, 2011, San Diego, CA, pp. 1217-1225.)
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X. Li, M. Ng and Y. Ye,
HAR: hub, authority and relevance scores in multi-relational data for
query search, 2012 SIAM International Conference on Data Mining, CA,
pp. 141-152.
The related lecture of the above two papers can be found in the
following video (The International Conference on Scientific Computing , In
honor of Prof. Tony F. Chan at his 60th birthday for his contributions in
Scientific Computing, CUHK, January 4-7, 2012)
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M. Ng, Q. Wu and Y. Ye,
Co-transfer learning via joint transition probability graph based
method, The First International Workshop on
Cross Domain Knowledge Discovery in Web and Social Network Mining
18th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
(KDD-2012), Beijing, China.
The journal version ``Co-Transfer Learning Using Coupled Markov Chains
with Restart'' appears in IEEE Intelligent Systems.
Multi-Transfer Learning: flower-tree dataset example:
ML-Learn MATLAB program
Datesets used:
Cross-Language data and
Image-Text data
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W. Li and M. Ng,
On the limiting probability distribution of a transition probability
tensor, first preprint on 1 November 2011
(the combined version of two previous preprints by W. Li and M. Ng:
``Existence and uniqueness of stationary probability vector
of a transition
probability tensor", and
``On linear convergence of power method for computing
stationary probability
vector of a transition probability tensor".), and
the final version
is accepted by the journal of Linear and Multilinear Algebra.
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W. Li, L. Cui and M. Ng,
The perturbation bound for the Perron vector of a transition
probability tensor,
preprint on 1 December 2011
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W. Li and M. Ng,
The perturbation bound for the spectral radius of a
non-negative tensor,
preprint on 22 March 2012
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X. Li, M. Ng, and Y. Ye, MultiComm: finding local community structure
in multi-dimensional networks, preprint on 22 March 2011
The final version is accepted by
by IEEE Transactions on Knowledge and Data Engineering.