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Marco Saerens
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Random-walk computation of similarities between nodes of a graph with application to collaborative recommendation
F Fouss, A Pirotte, JM Renders, M Saerens
IEEE Transactions on knowledge and data engineering 19 (3), 355-369, 2007
16892007
Adjusting the Outputs of a Classifier to New a Priori Probabilities: A Simple Procedure
M Saerens, P Latinne, C Decaestecker
Neural computation 14 (1), 21-41, 2002
4662002
The principal components analysis of a graph, and its relationships to spectral clustering
M Saerens, F Fouss, L Yen, P Dupont
Machine Learning: ECML 2004: 15th European Conference on Machine Learning …, 2004
3392004
Neural controller based on back-propagation algorithm
M Saerens, A Soquet
IEE Proceedings F (Radar and Signal Processing) 138 (1), 55-62, 1991
205*1991
An experimental investigation of kernels on graphs for collaborative recommendation and semisupervised classification
F Fouss, K Francoisse, L Yen, A Pirotte, M Saerens
Neural networks 31, 53-72, 2012
1872012
Predicting the continuum between corridors and barriers to animal movements using Step Selection Functions and Randomized Shortest Paths
M Panzacchi, B Van Moorter, O Strand, M Saerens, I Kivimäki, ...
Journal of Animal Ecology 85 (1), 32-42, 2016
1602016
A novel way of computing similarities between nodes of a graph, with application to collaborative recommendation
F Fouss, A Pirotte, M Saerens
The 2005 IEEE/WIC/ACM International Conference on Web Intelligence (WI'05 …, 2005
1522005
An experimental investigation of graph kernels on a collaborative recommendation task
F Fouss, L Yen, A Pirotte, M Saerens
Sixth International Conference on Data Mining (ICDM'06), 863-868, 2006
1502006
Algorithms and models for network data and link analysis
F Fouss, M Saerens, M Shimbo
Cambridge University Press, 2016
1442016
Randomized shortest-path problems: Two related models
M Saerens, Y Achbany, F Fouss, L Yen
Neural computation 21 (8), 2363-2404, 2009
1402009
clustering using a random walk based distance measure.
L Yen, D Vanvyve, F Wouters, F Fouss, M Verleysen, M Saerens
ESANN, 317-324, 2005
1392005
A family of dissimilarity measures between nodes generalizing both the shortest-path and the commute-time distances
L Yen, M Saerens, A Mantrach, M Shimbo
Proceedings of the 14th ACM SIGKDD international conference on Knowledge …, 2008
1262008
A neural controller
M Saerens, A Soquet
1989 First IEE International Conference on Artificial Neural Networks,(Conf …, 1989
1241989
Graph nodes clustering with the sigmoid commute-time kernel: A comparative study
L Yen, F Fouss, C Decaestecker, P Francq, M Saerens
Data & Knowledge Engineering 68 (3), 338-361, 2009
1122009
Graph nodes clustering based on the commute-time kernel
L Yen, F Fouss, C Decaestecker, P Francq, M Saerens
Pacific-Asia Conference on Knowledge Discovery and Data Mining, 1037-1045, 2007
1082007
Developments in the theory of randomized shortest paths with a comparison of graph node distances
I Kivimäki, M Shimbo, M Saerens
Physica A: Statistical Mechanics and its Applications 393, 600-616, 2014
1062014
A time-based collective factorization for topic discovery and monitoring in news
CK Vaca, A Mantrach, A Jaimes, M Saerens
Proceedings of the 23rd international conference on World wide web, 527-538, 2014
952014
The sum-over-paths covariance kernel: A novel covariance measure between nodes of a directed graph
A Mantrach, L Yen, J Callut, K Francoisse, M Shimbo, M Saerens
IEEE Transactions on Pattern Analysis and Machine Intelligence 32 (6), 1112-1126, 2009
852009
Two betweenness centrality measures based on randomized shortest paths
I Kivimäki, B Lebichot, J Saramäki, M Saerens
Scientific reports 6 (1), 19668, 2016
762016
Building cost functions minimizing to some summary statistics
M Saerens
IEEE Transactions on neural networks 11 (6), 1263-1271, 2000
722000
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