Ilkka Kivimäki
Ilkka Kivimäki
Unknown affiliation
Verified email at aalto.fi
Title
Cited by
Cited by
Year
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
732016
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
652014
A bag-of-paths framework for network data analysis
K Françoisse, I Kivimäki, A Mantrach, F Rossi, M Saerens
Neural Networks 90, 90-111, 2017
442017
Two betweenness centrality measures based on randomized shortest paths
I Kivimäki, B Lebichot, J Saramäki, M Saerens
Scientific reports 6 (1), 1-15, 2016
352016
A graph-based approach to skill extraction from text
I Kivimäki, A Panchenko, A Dessy, D Verdegem, P Francq, H Bersini, ...
Proceedings of TextGraphs-8 graph-based methods for natural language …, 2013
292013
Random walks based modularity: application to semi-supervised learning
R Devooght, A Mantrach, I Kivimäki, H Bersini, A Jaimes, M Saerens
Proceedings of the 23rd international conference on World wide web, 213-224, 2014
262014
Semisupervised classification through the bag-of-paths group betweenness
B Lebichot, I Kivimäki, K Françoisse, M Saerens
IEEE Transactions on Neural Networks and Learning Systems 25 (6), 1173-1186, 2013
162013
Effect of dimensionality reduction on different distance measures in document clustering
MS Paukkeri, I Kivimäki, S Tirunagari, E Oja, T Honkela
International Conference on Neural Information Processing, 167-176, 2011
162011
Using correlation dimension for analysing text data
I Kivimäki, K Lagus, IT Nieminen, JJ Väyrynen, T Honkela
International Conference on Artificial Neural Networks, 368-373, 2010
62010
Randomized optimal transport on a graph: framework and new distance measures
G Guex, I Kivimäki, M Saerens
arXiv preprint arXiv:1806.03232, 2018
52018
A constrained randomized shortest-paths framework for optimal exploration
B Lebichot, G Guex, I Kivimäki, M Saerens
arXiv preprint arXiv:1807.04551, 2018
42018
Graph-based fraud detection with the free energy distance
S Courtain, B Lebichot, I Kivimäki, M Saerens
International Conference on Complex Networks and Their Applications, 40-52, 2019
22019
Distances, centralities and model estimation methods based on randomized shortest paths for network data analysis.
I Kivimäki
Catholic University of Louvain, Louvain-la-Neuve, Belgium, 2018
22018
Natural language processing
K Lagus, M Kurimo, T Honkela, S Virpioja, O Kohonen, MS Paukkeri, ...
Adaptive Informatics Research Centre Department of Information and Computer …, 2012
22012
A Non-negative Matrix Factorization Based Method for Quantifying Rhythms of Activity and Sleep and Chronotypes Using Mobile Phone Data
T Aledavood, I Kivimäki, S Lehmann, J Saramäki
arXiv preprint arXiv:2009.09914, 2020
12020
Randomized Shortest Paths with Net Flows and Capacity Constraints
S Courtain, P Leleux, I Kivimäki, G Guex, M Saerens
Information Sciences, 2020
2020
Maximum likelihood estimation for randomized shortest paths with trajectory data
I Kivimäki, B Van Moorter, M Panzacchi, J Saramäki, M Saerens
Journal of Complex Networks 8 (4), cnaa024, 2020
2020
A Graph-Based Approach to Skill Extraction from Text∗
A Panchenko, I Kivimäki, A Dessy, D Verdegem, P Francq, C Fairon, ...
TextGraphs-8 Graph-based Methods for Natural Language Processing, 2013
2013
Computational Cognitive Systems
T Honkela, K Lagus, M Dobrinkat, O Kohonen, M Kumlander, ...
Adaptive Informatics Research Centre Department of Information and Computer …, 0
The Randomized Shortest Path model in a nutshell
M Panzacchi, B Van Moorter, O Strand, M Saerens, I Kivimäki, ...
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Articles 1–20