Germain Forestier

Background and position

 

Find me on Google Scholar, DBLP, ORCID, LinkedIn and Research Gate.

Research Interests

  • Data mining, knowledge and data engineering
  • Big data, ontology, semantic web
  • Applications to geosciences and biomedical data

Contact

  • Phone : +33(0)3 89 33 69 63
  • Email : firstname.lastname@uha.fr
  • Skype : firstname.lastname

Address

  • ENSISA - Universite de Haute Alsace
  • 12, rue des freres Lumiere
  • 68093 Mulhouse FRANCE

Focus on three research topics

Surgical Process Modeling

The goal of Surgical Process Modeling (SPM) is to support surgery through the quantitative analysis and understanding of operating room activities. In this field, I am working on designing new methodologies to compare surgical behaviors using recordings of surgical activities. We recently proposed NLTS, a method to extract high-level information about surgical practices.

surgeon activities recording

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Ontology Engineering

Ontology engineering and the semantic web technologies help me to model the domains I am studying. I am interested in highlighting how ontology, and more generally background knowledge, can be used to support data mining tasks. I am also interested in ontology's life cycle: ontology conception using modular approaches, ontology evolution and ontology fusion.

metamodel of OWL

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Image Mining

During my Ph.D, I proposed a method to represent and use expert knowledge in order to improve the interpretation of remote sensing images. I am currently interested in tackling the new digital microscopy challenge brought by Whole Slide Image (WSI) which are very high spatial resolution images. Our goal is to propose a decision support system to help pathologists to analyse WSI.

histopathological image

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Research Students I Co-supervise

 Completed Students :

Selected Publications

Dynamic Time Warping Averaging of Time Series allows Faster and more Accurate Classification

Dynamic Time Warping Averaging of Time Series allows Faster and more Accurate Classification

In this work we show that we can exploit a recent result to allow meaningful averaging of “warped” times series, and that this result allows us to create ultra-efficient Nearest “Centroid” classifiers that are at least as accurate as their more lethargic Nearest Neighbor cousins.

IEEE Int. Conference on Data Mining (2014)


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Non-Linear Temporal Scaling of Surgical Processes

Non-Linear Temporal Scaling of Surgical Processes

The objective of this work is to enable the simultaneous comparison of a set of surgeries, in order to be able to extract high-level information about surgical practices. We introduce non-linear temporal scaling (NLTS): a method that finds a multiple alignment of a set of surgeries.

Artificial Intelligence in Medicine (2014)


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Non-Linear Temporal Scaling of Surgical Processes

Algebraic graph transformations for formalizing ontology changes and evolving ontologies

Inconsistencies can occur in an ontology as changes can introduce contradictions. To address this issue, this paper presents a formal approach for evolving ontologies using Typed Graph Grammars. This method relies on the algebraic approach Simple PushOut of graph transformations.

Knowledge-Based Systems (2015)


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Dynamic Time Warping Averaging of Time Series allows Faster and more Accurate Classification

Multi-site study of surgical practice in neurosurgery based on surgical process models

In this paper, surgical procedures performed at three different international University hospitals were compared using a similarity metric focusing on the sequence of activities occurring during surgery. The proposed approach distinguished the different surgical behaviours according to the location where surgery was performed.

Journal of Biomedical Informatics (2013)


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Fast segmentation for texture-based cartography of Whole Slide Images

Fast segmentation for texture-based cartography of Whole Slide Images

We present a new approach to establish an automatic cartography of WSI in reasonable time. The method is based on a segmentation algorithm and on a supervised multiclass classification using a textural characterization of the regions computed by the segmentation. Application to breast cancer WSI shows promising results in terms of speed and quality.

International Conference on Computer Vision Theory and Applications (2014)

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Fast segmentation for texture-based cartography of Whole Slide Images

Collaborative clustering with background knowledge

In this paper, we introduce collaborative clustering (i.e. how to make different clustering methods collaborate) and we present different ways to integrate background knowledge into it. We discuss how such integration in the collaborative process is beneficial and we present experiments in which background knowledge is used to guide collaboration.

Data & Knowledge Engineering (2010)


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Publications

Research Articles in International Journals

[1] Apou G, Schaadt NS, Naegel B, Forestier G, Schönmeyer R, Feuerhake F and Grote A (2016, In press),
Detection of lobular structures in normal breast tissue,
Computers in Biology and Medicine.
  BibTeX:
@article{Apou2016Inpress,
  author = {Apou, Grégory and Schaadt, Nadine S and Naegel, Benoit and Forestier, Germain and Schönmeyer, Ralf and Feuerhake, Friedrich and Grote, Anne},
  title = {Detection of lobular structures in normal breast tissue},
  journal = {Computers in Biology and Medicine},
  year = {2016, In press},
  url = {http://dx.doi.org/10.1016/j.compbiomed.2016.05.004}
}
[2] Forestier G and Wemmert C (2016, In press),
Semi-supervised learning using multiple clusterings with limited labeled data,
Information Sciences.
  BibTeX:
@article{,
  author = {Forestier, Germain and Wemmert, Cédric},
  title = {Semi-supervised learning using multiple clusterings with limited labeled data},
  journal = {Information Sciences},
  year = {2016, In press},
  url = {http://dx.doi.org/10.1016/j.ins.2016.04.040}
}
[3] Despinoy F, Bouget D, Forestier G, Penet C, Zemiti N, Poignet P and Jannin P (2016, In press),
Unsupervised Trajectory Segmentation for Surgical Gesture Recognition in Robotic Training,
IEEE Transactions on Biomedical Engineering.
  BibTeX:
@article{Despinoy2016Inpress,
  author = {Despinoy, Fabien and Bouget, David and Forestier, Germain and Penet, Cedric and Zemiti, Nabil and Poignet, Philippe and Jannin, Pierre},
  title = {Unsupervised Trajectory Segmentation for Surgical Gesture Recognition in Robotic Training},
  journal = {IEEE Transactions on Biomedical Engineering},
  year = {2016, In press},
  url = {http://dx.doi.org/10.1109/TBME.2015.2493100}
}
[4] Petitjean F, Forestier G, Webb G, Nicholson A, Chen Y and Keogh E (2016),
Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm,
Knowledge and Information Systems. Vol. 47(1), pp. 1-26.
  BibTeX:
@article{Petitjean2016,
  author = {Petitjean, F. and Forestier, G. and Webb, G. and Nicholson, A. and Chen, Y. and Keogh, E.},
  title = {Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm},
  journal = {Knowledge and Information Systems},
  year = {2016},
  volume = {47},
  number = {1},
  pages = {1--26},
  url = {http://dx.doi.org/10.1007/s10115-015-0878-8}
}
[5] Forestier G, Riffaud L and Jannin P (2015),
Automatic phase prediction from low-level surgical activities,
International Journal of Computer Assisted Radiology and Surgery. Vol. 10(6), pp. 833-841.
  BibTeX:
@article{Forestier2015,
  author = {Forestier, G. and Riffaud, L. and Jannin, P.},
  title = {Automatic phase prediction from low-level surgical activities},
  journal = {International Journal of Computer Assisted Radiology and Surgery},
  year = {2015},
  volume = {10},
  number = {6},
  pages = {833--841},
  url = {http://dx.doi.org/10.1007/s11548-015-1195-0}
}
[6] Mahfoudh M, Forestier G, Thiry L and Hassenforder M (2015),
Algebraic graph transformations for formalizing ontology changes and evolving ontologies,
Knowledge-Based Systems. Vol. 73(0), pp. 212-226.
  BibTeX:
@article{Mahfoudh2015,
  author = {Mahfoudh, M. and Forestier, G. and Thiry, L. and Hassenforder, M.},
  title = {Algebraic graph transformations for formalizing ontology changes and evolving ontologies},
  journal = {Knowledge-Based Systems},
  year = {2015},
  volume = {73},
  number = {0},
  pages = {212--226},
  note = {3},
  url = {http://dx.doi.org/10.1016/j.knosys.2014.10.007}
}
[7] Forestier G, Petitjean F, Riffaud L and Jannin P (2014),
Non-linear temporal scaling of surgical processes,
Artificial Intelligence in Medicine . Vol. 62(3), pp. 143-152.
  BibTeX:
@article{Forestier2014,
  author = {Forestier, G. and Petitjean, F. and Riffaud, L. and Jannin, P.},
  title = {Non-linear temporal scaling of surgical processes},
  journal = {Artificial Intelligence in Medicine },
  year = {2014},
  volume = {62},
  number = {3},
  pages = {143--152},
  url = {http://dx.doi.org/10.1016/j.artmed.2014.10.007}
}
[8] Gaignard A, Montagnat J, Gibaud B, Forestier G and Glatard T (2014),
Domain-specific summarisation of Life-Science e-experiments from provenance traces,
Journal of Web Semantics. Vol. 294(0), pp. 19-30.
  BibTeX:
@article{Gaignard2014,
  author = {Gaignard, A. and Montagnat, J. and Gibaud, B. and Forestier, G. and Glatard, T.},
  title = {Domain-specific summarisation of Life-Science e-experiments from provenance traces},
  journal = {Journal of Web Semantics},
  year = {2014},
  volume = {294},
  number = {0},
  pages = {19--30},
  url = {http://www.sciencedirect.com/science/article/pii/S1570826814000493}
}
[9] Gibaud B, Forestier G, Benoit-Cattin H, Cervenansky F, Clarysse P, Friboulet D, Gaignard A, Hugonnard P, Lartizien C, Liebgott H, Montagnat J, Tabary J and Glatard T (2014),
OntoVIP: an ontology for the annotation of object models used for medical image simulation,
Journal of Biomedical Informatics . Vol. 52(0), pp. 279-292.
  BibTeX:
@article{Gibaud2014,
  author = {Gibaud, B. and Forestier, G. and Benoit-Cattin, H. and Cervenansky, F. and Clarysse, P. and Friboulet, D. and Gaignard, A. and Hugonnard, P. and Lartizien, C. and Liebgott, H. and Montagnat, J. and Tabary, J. and Glatard, T.},
  title = {OntoVIP: an ontology for the annotation of object models used for medical image simulation},
  journal = {Journal of Biomedical Informatics },
  year = {2014},
  volume = {52},
  number = {0},
  pages = {279--292},
  url = {http://www.sciencedirect.com/science/article/pii/S1532046414001555}
}
[10] Forestier G, Lalys F, Riffaud R, Collins L, Meixensberger J, Wassef SN, Neumuth T, Goulet B and Jannin P (2013),
Multi-site study of surgical practice in neurosurgery based on surgical process models,
Journal of Biomedical Informatics . Vol. 46(5), pp. 822-829.
  BibTeX:
@article{Forestier2013,
  author = {Forestier, G. and Lalys, F. and Riffaud, R. and Collins, L. and Meixensberger, J. and Wassef, S. N. and Neumuth, T. and Goulet, B. and Jannin, P.},
  title = {Multi-site study of surgical practice in neurosurgery based on surgical process models},
  journal = {Journal of Biomedical Informatics },
  year = {2013},
  volume = {46},
  number = {5},
  pages = {822--829},
  url = {http://dx.doi.org/10.1016/j.jbi.2013.06.006}
}
[11] Forestier G, Wemmert C and Puissant A (2013),
Coastal image interpretation using background knowledge and semantics,
Computers & Geosciences. Vol. 54(0), pp. 88-96.
  BibTeX:
@article{Forestier2013a,
  author = {G. Forestier and C. Wemmert and A. Puissant},
  title = {Coastal image interpretation using background knowledge and semantics},
  journal = {Computers & Geosciences},
  year = {2013},
  volume = {54},
  number = {0},
  pages = {88--96},
  url = {http://dx.doi.org/10.1016/j.cageo.2012.11.023}
}
[12] Forestier G, Inglada J, Wemmert C and Gançarski P (2013),
Comparison of optical sensors discrimination ability using spectral libraries,
International Journal of Remote Sensing. Vol. 34(7), pp. 2327-2349.
  BibTeX:
@article{Forestier2013b,
  author = {G. Forestier and J. Inglada and C. Wemmert and P. Gançarski},
  title = {Comparison of optical sensors discrimination ability using spectral libraries},
  journal = {International Journal of Remote Sensing},
  year = {2013},
  volume = {34},
  number = {7},
  pages = {2327--2349},
  url = {http://dx.doi.org/10.1080/01431161.2012.744488}
}
[13] Glatard T, Lartizien C, Gibaud B, Ferreira da Silva R, Forestier G, Cervenansky F, Benoit-Cattin H, Montagnat J, Tabary J and Friboulet D (2013),
A Virtual Imaging Platform for multi-modality medical image simulation,
IEEE Transactions on Medical Imaging. Vol. 32(1), pp. 110-118.
  BibTeX:
@article{Glatard2013,
  author = {Glatard, T. and Lartizien, C. and Gibaud, B. and Ferreira da Silva, R. and Forestier, G. and Cervenansky, F. and Benoit-Cattin, H. and Montagnat, J. and Tabary, J. and Friboulet, D.},
  title = {A Virtual Imaging Platform for multi-modality medical image simulation},
  journal = {IEEE Transactions on Medical Imaging},
  year = {2013},
  volume = {32},
  number = {1},
  pages = {110--118},
  url = {http://dx.doi.org/10.1109/TMI.2012.2220154}
}
[14] Forestier G, Puissant A, Wemmert C and Gançarski P (2012),
Knowledge-based region labeling for remote sensing image interpretation,
Computers, Environment and Urban Systems. Vol. 36(5), pp. 470-480.
  BibTeX:
@article{Forestier2012,
  author = {G. Forestier and A. Puissant and C. Wemmert and P. Gançarski},
  title = {Knowledge-based region labeling for remote sensing image interpretation},
  journal = {Computers, Environment and Urban Systems},
  year = {2012},
  volume = {36},
  number = {5},
  pages = {470--480},
  url = {http://dx.doi.org/10.1016/j.compenvurbsys.2012.01.003}
}
[15] Forestier G, Lalys F, Riffaud L, Trelhu B and Jannin P (2012),
Classification of surgical processes using Dynamic Time Warping,
Journal of Biomedical Informatics. Vol. 45(2), pp. 255-264.
  BibTeX:
@article{Forestier2012a,
  author = {Forestier, G. and Lalys, F. and Riffaud, L. and Trelhu, B and Jannin, P.},
  title = {Classification of surgical processes using Dynamic Time Warping},
  journal = {Journal of Biomedical Informatics},
  year = {2012},
  volume = {45},
  number = {2},
  pages = {255--264},
  url = {http://dx.doi.org/10.1016/j.jbi.2011.11.002}
}
[16] Petitjean F, Masseglia F, Gancarski P and Forestier G (2011),
Discoverig Significant Evolution Patterns from Satellite Image Time Series,
International Journal of Neural Systems. Vol. 21(6), pp. 475-489.
  BibTeX:
@article{Petitjean2011,
  author = {Petitjean, F. and Masseglia, F. and Gancarski, P. and Forestier, G.},
  title = {Discoverig Significant Evolution Patterns from Satellite Image Time Series},
  journal = {International Journal of Neural Systems},
  year = {2011},
  volume = {21},
  number = {6},
  pages = {475--489},
  url = {http://dx.doi.org/10.1142/S0129065711003024}
}
[17] Derivaux S, Forestier G, Wemmert C and Lefèvre S (2010),
Supervised image segmentation using watershed transform, fuzzy classification and evolutionary computation,
Pattern Recognition Letters. Vol. 31(15), pp. 2364-2374. Elsevier.
  BibTeX:
@article{Derivaux2010,
  author = {Derivaux, S. and Forestier, G. and Wemmert, C. and Lefèvre, S.},
  title = {Supervised image segmentation using watershed transform, fuzzy classification and evolutionary computation},
  journal = {Pattern Recognition Letters},
  publisher = {Elsevier},
  year = {2010},
  volume = {31},
  number = {15},
  pages = {2364--2374},
  url = {http://dx.doi.org/10.1016/j.patrec.2010.07.007}
}
[18] Forestier G, Gancarski P and Wemmert C (2010),
Collaborative clustering with background knowledge,
Data & Knowledge Engineering. Vol. 69(2), pp. 211-228. Elsevier.
  BibTeX:
@article{Forestier2010,
  author = {Forestier, G. and Gancarski, P. and Wemmert, C.},
  title = {Collaborative clustering with background knowledge},
  journal = {Data & Knowledge Engineering},
  publisher = {Elsevier},
  year = {2010},
  volume = {69},
  number = {2},
  pages = {211--228},
  url = {http://dx.doi.org/10.1016/j.datak.2009.10.004}
}
[19] Wemmert C, Puissant A, Forestier G and Gancarski P (2009),
Multiresolution Remote Sensing Image Clustering,
IEEE Geoscience and Remote Sensing Letters. Vol. 6(3), pp. 533-537.
  BibTeX:
@article{Wemmert2009,
  author = {Wemmert, C. and Puissant, A. and Forestier, G. and Gancarski, P.},
  title = {Multiresolution Remote Sensing Image Clustering},
  journal = {IEEE Geoscience and Remote Sensing Letters},
  year = {2009},
  volume = {6},
  number = {3},
  pages = {533--537},
  url = {http://dx.doi.org/10.1109/LGRS.2009.2020825}
}
[20] Forestier G, Wemmert C and Gancarski P (2008),
Multi-source Images Analysis Using Collaborative Clustering,
EURASIP Journal on Advances in Signal Processing - Special issue on Machine Learning in Image Processing. , pp. 133. Hindawi.
  BibTeX:
@article{Forestier2008,
  author = {Forestier, G. and Wemmert, C. and Gancarski, P.},
  title = {Multi-source Images Analysis Using Collaborative Clustering},
  journal = {EURASIP Journal on Advances in Signal Processing - Special issue on Machine Learning in Image Processing},
  publisher = {Hindawi},
  year = {2008},
  pages = {133},
  url = {http://dx.doi.org/10.1155/2008/374095}
}

Communications to International Conferences

[1] Apou G, Feuerhake F, Forestier G, Naegel B and Wemmert C (2015),
Synthesizing Whole Slide Images,
In International Symposium on Image and Signal Processing and Analysis. Zagreb, Croatia , pp. 154-159.
  BibTeX:
@inproceedings{Apou2015,
  author = {Apou, G. and Feuerhake, F. and Forestier, G. and Naegel, B. and Wemmert, C.},
  title = {Synthesizing Whole Slide Images},
  booktitle = {International Symposium on Image and Signal Processing and Analysis},
  year = {2015},
  pages = {154--159},
  url = {http://dx.doi.org/10.1109/ISPA.2015.7306050}
}
[2] Forestier G, Riffaud L and Jannin P (2015),
Automatic phase prediction from low-level surgical activities,
In International Conference on Information Processing in Computer-Assisted Interventions. Barcelona, Spain
  BibTeX:
@inproceedings{Forestier2015a,
  author = {Forestier, G. and Riffaud, L. and Jannin, P.},
  title = {Automatic phase prediction from low-level surgical activities},
  booktitle = {International Conference on Information Processing in Computer-Assisted Interventions},
  year = {2015},
  url = {http://dx.doi.org/10.1007/s11548-015-1195-0}
}
[3] Forestier G, Petitjean F, Riffaud L and Jannin P (2015),
Optimal sub-sequence matching for the automatic prediction of surgical tasks,
In AIME 15th Conference on Artificial Intelligence in Medicine. Pavia, Italy Vol. 9105, pp. 123-132. Springer.
  BibTeX:
@inproceedings{Forestier2015,
  author = {Forestier, G. and Petitjean, F. and Riffaud, L. and Jannin, P.},
  title = {Optimal sub-sequence matching for the automatic prediction of surgical tasks},
  booktitle = {AIME 15th Conference on Artificial Intelligence in Medicine},
  publisher = {Springer},
  year = {2015},
  volume = {9105},
  pages = {123--132},
  url = {http://dx.doi.org/10.1007/978-3-319-19551-3_15}
}
[4] Petitjean F, Forestier G, Webb G, Nicholson A, Chen Y and Keogh E (2014),
Dynamic Time Warping Averaging of Time Series allows Faster and more Accurate Classification,
In IEEE International Conference on Data Mining. Shenzhen, China , pp. 470-479.
  BibTeX:
@inproceedings{Petitjean2014,
  author = {Petitjean, F. and Forestier, G. and Webb, G. and Nicholson, A. and Chen, Y. and Keogh, E.},
  title = {Dynamic Time Warping Averaging of Time Series allows Faster and more Accurate Classification},
  booktitle = {IEEE International Conference on Data Mining},
  year = {2014},
  pages = {470--479},
  url = {http://dx.doi.org/10.1109/ICDM.2014.27}
}
[5] Mahfoudh M, Thiry L, Forestier G and Hassenforder M (2014),
Algebraic Graph Transformations for Merging Ontologies,
In Model and Data Engineering. Larnaca, Cyprus , pp. 154-168.
  BibTeX:
@inproceedings{Mahfoudh2014,
  author = {Mahfoudh, M. and Thiry, L. and Forestier, G. and Hassenforder, M.},
  title = {Algebraic Graph Transformations for Merging Ontologies},
  booktitle = {Model and Data Engineering},
  year = {2014},
  pages = {154--168}
}
[6] Apou G, Naegel B, Forestier G, Feuerhake F and Wemmert C (2014),
Fast segmentation for texture-based cartography of Whole Slide Images,
In International Conference on Computer Vision Theory and Applications. Lisbon, Portugal , pp. 309-319.
  BibTeX:
@inproceedings{Apou2014,
  author = {Apou, G. and Naegel, B. and Forestier, G. and Feuerhake, F. and Wemmert, C.},
  title = {Fast segmentation for texture-based cartography of Whole Slide Images},
  booktitle = {International Conference on Computer Vision Theory and Applications},
  year = {2014},
  pages = {309--319}
}
[7] Belarte B, Wemmert C, Forestier G, Grizonnet M and Weber C (2013),
Learning Fuzzy Rules To Characterize Objects Of Interest From Remote Sensing Images,
In IEEE Geoscience and Remote Sensing Symposium. Melbourne, Australia , pp. 2986-2989.
  BibTeX:
@inproceedings{Belarte2013,
  author = {Belarte, B. and Wemmert, C. and Forestier, G. and Grizonnet, M. and Weber, C.},
  title = {Learning Fuzzy Rules To Characterize Objects Of Interest From Remote Sensing Images},
  booktitle = {IEEE Geoscience and Remote Sensing Symposium},
  year = {2013},
  pages = {2986--2989}
}
[8] Fondement F, Muller P, Thiry L, Wittmann B and Forestier G (2013),
Big Metamodels are Evil,
In ACM/IEEE International Conference on Model Driven Engineering Languages and Systems. Miami, Florida , pp. 138-153.
  BibTeX:
@inproceedings{Fondement2013,
  author = {Fondement, F. and Muller, PA. and Thiry, L. and Wittmann, B. and Forestier, G.},
  title = {Big Metamodels are Evil},
  booktitle = {ACM/IEEE International Conference on Model Driven Engineering Languages and Systems},
  year = {2013},
  pages = {138--153}
}
[9] Mahfoudh M, Forestier G, Thiry L and Hassenforder M (2013),
Consistent ontologies evolution using graph grammars,
In International Conference on Knowledge Science, Engineering and Management. Dalian, China Vol. 8041, pp. 64-75.
  BibTeX:
@inproceedings{Mahfoudh2013,
  author = {Mahfoudh, M. and Forestier, G. and Thiry, L. and Hassenforder, M.},
  title = {Consistent ontologies evolution using graph grammars},
  booktitle = {International Conference on Knowledge Science, Engineering and Management},
  year = {2013},
  volume = {8041},
  pages = {64--75}
}
[10] Wemmert C, Kruger J, Forestier G, Sternberger L, Feuerhake F and Gancarski P (2013),
Stain unmixing in brightfield multiplexed immunohistochemistry,
In IEEE International Conference on Image Processing. Melbourne, Australia Vol. 13, pp. 1125-1129.
  BibTeX:
@inproceedings{Wemmert2013,
  author = {Wemmert, C. and Kruger, J. and Forestier, G. and Sternberger, L. and Feuerhake, F. and Gancarski, P.},
  title = {Stain unmixing in brightfield multiplexed immunohistochemistry},
  booktitle = {IEEE International Conference on Image Processing},
  year = {2013},
  volume = {13},
  pages = {1125--1129}
}
[11] Gibaud B, Forestier G, Benoit-Cattin H, Cervenansky F, Clarysse P, Friboulet D, Gaignard A, Hugonnard P, Lartizien C, Liebgott H, Montagnat J, Tabary J and Glatard T (2012),
OntoVIP : an ontology for the annotation of object models used for medical image simulation,
In IEEE International Conference on Healthcare Informatics, Imaging and Systems Biology (HISB). San Diego, California
  BibTeX:
@inproceedings{Gibaud2012,
  author = {Gibaud, B. and Forestier, G. and Benoit-Cattin, H. and Cervenansky, F. and Clarysse, P. and Friboulet, D. and Gaignard, A. and Hugonnard, P. and Lartizien, C. and Liebgott, H. and Montagnat, J. and Tabary, J. and Glatard, T.},
  title = {OntoVIP : an ontology for the annotation of object models used for medical image simulation},
  booktitle = {IEEE International Conference on Healthcare Informatics, Imaging and Systems Biology (HISB)},
  year = {2012}
}
[12] Glatard T, Marion A, Benoit-Cattin H, Camarasu-Pop S, Clarysse P, Ferreira R, Forestier G, Gibaud B, Lartizien C, Liebgott H, Moulin K and Friboulet D (2012),
Multi-modality image simulation with the Virtual Imaging Platform: illustration on cardiac echography and MRI,
In IEEE International Symposium on Biomedical Imaging. Barcelona, Spain , pp. 98-101.
  BibTeX:
@inproceedings{Glatard2012,
  author = {Glatard, T. and Marion, A. and Benoit-Cattin, H. and Camarasu-Pop, S. and Clarysse, P. and Ferreira, R. and Forestier, G. and Gibaud, B. and Lartizien, C. and Liebgott, H. and Moulin, K. and Friboulet, D.},
  title = {Multi-modality image simulation with the Virtual Imaging Platform: illustration on cardiac echography and MRI},
  booktitle = {IEEE International Symposium on Biomedical Imaging},
  year = {2012},
  pages = {98--101}
}
[13] Forestier G, Marion A, Benoit-Cattin H, Clarysse P, Friboulet D, Glatard T, Hugonnard P, Lartizien C, Liebgott H, Tabary J and Gibaud B (2011),
Sharing object models for multi-modality medical image simulation: a semantic approach,
In International Symposium on Computer-Based Medical Systems. Bristol, UK , pp. 1-6.
  BibTeX:
@inproceedings{Forestier2011,
  author = {Forestier, G. and Marion, A. and Benoit-Cattin, H. and Clarysse, P. and Friboulet, D. and Glatard, T. and Hugonnard, P. and Lartizien, C. and Liebgott, H. and Tabary, J. and Gibaud, B.},
  title = {Sharing object models for multi-modality medical image simulation: a semantic approach},
  booktitle = {International Symposium on Computer-Based Medical Systems},
  year = {2011},
  pages = {1-6}
}
[14] Marion A, Forestier G, Benoit-Cattin H, Camarasu-Pop S, Clarysse P, Silva R, Gibaud B, Glatard T, Hugonnard P, Lartizien C, Liebgott, Tabary J, Valette S and Friboulet D (2011),
Multi-modality medical image simulation of biological models with the Virtual Imaging Platform (VIP),
In International Symposium on Computer-Based Medical Systems. Bristol, UK , pp. 1-6.
  BibTeX:
@inproceedings{Marion2011,
  author = {Marion, A. and Forestier, G. and Benoit-Cattin, H and Camarasu-Pop, S. and Clarysse, P. and Silva, R. and Gibaud, B and Glatard, T. and Hugonnard, P. and Lartizien, C. and Liebgott and Tabary, J. and Valette, S. and Friboulet, D.},
  title = {Multi-modality medical image simulation of biological models with the Virtual Imaging Platform (VIP)},
  booktitle = {International Symposium on Computer-Based Medical Systems},
  year = {2011},
  pages = {1--6}
}
[15] Forestier G, Wemmert C and Gancarski P (2010),
Background knowledge integration in clustering using purity indexes,
In International Conference on Knowledge Science, Engineering and Management. Belfast, UK Vol. 6291, pp. 28-38. Springer.
  BibTeX:
@inproceedings{Forestier2010,
  author = {Forestier, G. and Wemmert, C. and Gancarski, P.},
  title = {Background knowledge integration in clustering using purity indexes},
  booktitle = {International Conference on Knowledge Science, Engineering and Management},
  publisher = {Springer},
  year = {2010},
  volume = {6291},
  pages = {28--38}
}
[16] Forestier G, Wemmert C and Gancarski P (2010),
Towards conflict resolution in collaborative clustering,
In IEEE International Conference on Intelligent Systems. London, UK , pp. 361-366.
  BibTeX:
@inproceedings{Forestier2010a,
  author = {Forestier, G. and Wemmert, C. and Gancarski, P.},
  title = {Towards conflict resolution in collaborative clustering},
  booktitle = {IEEE International Conference on Intelligent Systems},
  year = {2010},
  pages = {361--366}
}
[17] Petitjean F, Gancarski P, Masselgia F and Forestier G (2010),
Analysing Satellite Image Time Series by Means of Pattern Mining,
In International Conference on Intelligent Data Engineering and Automated Learning. Paisley, UK Vol. 6283, pp. 45-52. Springer.
  BibTeX:
@inproceedings{Petitjean2010,
  author = {Petitjean, F. and Gancarski, P. and Masselgia, F. and Forestier, G.},
  title = {Analysing Satellite Image Time Series by Means of Pattern Mining},
  booktitle = {International Conference on Intelligent Data Engineering and Automated Learning},
  publisher = {Springer},
  year = {2010},
  volume = {6283},
  pages = {45--52}
}
[18] Forestier G, Inglada J, Wemmert C and Gancarski P (2009),
Mining spectral libraries to study sensors' discrimination ability,
In SPIE Europe Remote Sensing. Berlin, Germany Vol. 7478, pp. 9p.
  BibTeX:
@inproceedings{Forestier2009,
  author = {Forestier, G. and Inglada, J. and Wemmert, C. and Gancarski, P.},
  title = {Mining spectral libraries to study sensors' discrimination ability},
  booktitle = {SPIE Europe Remote Sensing},
  year = {2009},
  volume = {7478},
  pages = {9p}
}
[19] Forestier G, Wemmert C and Gancarski P (2008),
On Combining Unsupervised Classification and Ontology Knowledge,
In IEEE Geoscience and Remote Sensing Symposium. Boston, Massachusetts Vol. 4, pp. 395-398.
  BibTeX:
@inproceedings{Forestier2008,
  author = {Forestier, G. and Wemmert, C. and Gancarski, P.},
  title = {On Combining Unsupervised Classification and Ontology Knowledge},
  booktitle = {IEEE Geoscience and Remote Sensing Symposium},
  year = {2008},
  volume = {4},
  pages = {395--398}
}
[20] Durand N, Derivaux S, Forestier G, Wemmert C, Gancarski P, Boussaid O and Puissant A (2007),
Ontology-based Object Recognition for Remote Sensing Image Interpretation,
In IEEE International Conference on Tools with Artificial Intelligence. Patras, Greece Vol. 1, pp. 472-479.
  BibTeX:
@inproceedings{Durand2007,
  author = {Durand, N. and Derivaux, S. and Forestier, G. and Wemmert, C. and Gancarski, P. and Boussaid, O. and Puissant, A.},
  title = {Ontology-based Object Recognition for Remote Sensing Image Interpretation},
  booktitle = {IEEE International Conference on Tools with Artificial Intelligence},
  year = {2007},
  volume = {1},
  pages = {472--479}
}

Communications to International Workshops

[1] Luu V, Forestier G, Fondement F and Muller P (2015),
Web site audience segmentation using hybrid alignment techniques,
In International Workshop on Pattern Mining and Application of Big Data, Pacific-Asia Conference on Knowledge Discovery and Data Mining. Ho Chi Minh City, Vietnam Vol. 9441, pp. 29-40. Springer.
  BibTeX:
@inproceedings{Luu2015,
  author = {Luu, VT. and Forestier, G. and Fondement, F. and Muller, PA.},
  title = {Web site audience segmentation using hybrid alignment techniques},
  booktitle = {International Workshop on Pattern Mining and Application of Big Data, Pacific-Asia Conference on Knowledge Discovery and Data Mining},
  publisher = {Springer},
  year = {2015},
  volume = {9441},
  pages = {29--40},
  url = {http://dx.doi.org/10.1007/978-3-319-25660-3_3}
}
[2] Cao Z, Wang S, Forestier G, Puissant A and Eick CF (2013),
Analyzing the Composition of Cities Using Spatial Clustering,
In ACM SIGKDD International Workshop on Urban Computing (UrbComp'13). Chicago, Illinois
  BibTeX:
@inproceedings{Cao2013,
  author = {Cao, Z. and Wang, S. and Forestier, G. and Puissant, A. and Eick, C. F.},
  title = {Analyzing the Composition of Cities Using Spatial Clustering},
  booktitle = {ACM SIGKDD International Workshop on Urban Computing (UrbComp'13)},
  year = {2013}
}
[3] Forestier G, Lalys F, Riffaud L, Trelhu B and Jannin P (2011),
Assessment of surgical skills using Surgical Processes and Dynamic Time Warping,
In Workshop on Modelling and Monitoring of Computer-Assisted Intervention, MICCAI. Toronto, Canada
  BibTeX:
@inproceedings{Forestier2011,
  author = {Forestier, G. and Lalys, F. and Riffaud, L. and Trelhu, B. and Jannin, P.},
  title = {Assessment of surgical skills using Surgical Processes and Dynamic Time Warping},
  booktitle = {Workshop on Modelling and Monitoring of Computer-Assisted Intervention, MICCAI},
  year = {2011}
}
[4] Forestier G, Wemmert C, Gancarski P and Inglada J (2009),
Mining Multiple Satellite Sensor Data Using Collaborative Clustering,
In Workshop on Mining Multiple Information Sources, IEEE International Conference on Data Mining. Miami, Florida , pp. 501-506.
  BibTeX:
@inproceedings{Forestier2009,
  author = {Forestier, G. and Wemmert, C. and Gancarski, P. and Inglada, J.},
  title = {Mining Multiple Satellite Sensor Data Using Collaborative Clustering},
  booktitle = {Workshop on Mining Multiple Information Sources, IEEE International Conference on Data Mining},
  year = {2009},
  pages = {501--506}
}
[5] Forestier G, Wemmert C and Gancarski P (2008),
Semi-supervised collaborative clustering with partial background knowledge,
In Workshop on Mining Complex Data, IEEE International Conference on Data Mining. Pisa, Italy , pp. 211-217.
  BibTeX:
@inproceedings{Forestier2008,
  author = {Forestier, G. and Wemmert, C. and Gancarski, P.},
  title = {Semi-supervised collaborative clustering with partial background knowledge},
  booktitle = {Workshop on Mining Complex Data, IEEE International Conference on Data Mining},
  year = {2008},
  pages = {211--217}
}
[6] Forestier G, Derivaux S, Wemmert C and Gancarski P (2008),
An Evolutionary Approach for Ontology Driven Image Interpretation,
In European Workshop on Evolutionary Computation in Image Analysis and Signal Processing. Napoli, Italy Vol. 4974, pp. 295-304. Springer.
  BibTeX:
@inproceedings{Forestier2008a,
  author = {Forestier, G. and Derivaux, S. and Wemmert, C. and Gancarski, P.},
  title = {An Evolutionary Approach for Ontology Driven Image Interpretation},
  booktitle = {European Workshop on Evolutionary Computation in Image Analysis and Signal Processing},
  publisher = {Springer},
  year = {2008},
  volume = {4974},
  pages = {295--304}
}

Book Chapters

[1] Apou G, Feuerhake F, Forestier G, Naegel B and Wemmert C (2015),
Efficient Region-based Classification for Whole Slide Images,
In Communications in Computer and Information Science. Vol. 550, pp. 239-256. Springer.
  BibTeX:
@inproceedings{Apou2015book,
  author = {Apou, G. and Feuerhake, F. and Forestier, G. and Naegel, B. and Wemmert, C.},
  title = {Efficient Region-based Classification for Whole Slide Images},
  booktitle = {Communications in Computer and Information Science},
  publisher = {Springer},
  year = {2015},
  volume = {550},
  pages = {239--256},
  url = {http://dx.doi.org/10.1007/978-3-319-25117-2_15}
}
[2] Wemmert C, Forestier G and Derivaux S (2009),
Improving Supervised learning with Multiple Clusterings,
In Studies in Computational Intelligence. Vol. 245, pp. 135-148. Springer.
  BibTeX:
@inproceedings{Wemmert2009book,
  author = {Wemmert, C. and Forestier, G. and Derivaux, S.},
  title = {Improving Supervised learning with Multiple Clusterings},
  booktitle = {Studies in Computational Intelligence},
  publisher = {Springer},
  year = {2009},
  volume = {245},
  pages = {135--148}
}
[3] Forestier G, Wemmert C and Gancarski P (2008),
Collaborative Multi-Strategical Clustering for Object-Oriented Image Analysis,
In Studies in Computational Intelligence. Vol. 126, pp. 71-88. Springer.
  BibTeX:
@inproceedings{Forestier2008book,
  author = {Forestier, G. and Wemmert, C. and Gancarski, P.},
  title = {Collaborative Multi-Strategical Clustering for Object-Oriented Image Analysis},
  booktitle = {Studies in Computational Intelligence},
  publisher = {Springer},
  year = {2008},
  volume = {126},
  pages = {71--88}
}

Research Articles in National Journals

[1] Mahfoudh M, Forestier G, Thiry L and Hassenforder M (2016),
Comment fusionner des ontologies avec la réécriture de graphes ?,
Technique et Science Informatiques. Vol. 35(1), pp. 31-53.
  BibTeX:
@article{Mahfoudh2016,
  author = {Mahfoudh, M. and Forestier, G. and Thiry, L. and Hassenforder, M.},
  title = {Comment fusionner des ontologies avec la réécriture de graphes ?},
  journal = {Technique et Science Informatiques},
  year = {2016},
  volume = {35},
  number = {1},
  pages = {31-53},
  url = {http://dx.doi.org/10.3166/tsi.35.31-53}
}
[2] Belarte B, Wemmert C, Forestier G, Weber C and Grizonnet M (2014),
Apprentissage de règles floues pour caractériser des objets d'intérêt dans une image de télédétection,
Revue des Nouvelles Technologies de l'Information. Vol. 35/1(RNTI-E-27), pp. 23-42. Numéro spécial "Fouille de données complexes".
  BibTeX:
@article{Belarte2014,
  author = {Bruno Belarte and Cédric Wemmert and Germain Forestier and Christiane Weber and Manuel Grizonnet},
  title = {Apprentissage de règles floues pour caractériser des objets d'intérêt dans une image de télédétection},
  journal = {Revue des Nouvelles Technologies de l'Information},
  publisher = {Numéro spécial "Fouille de données complexes"},
  year = {2014},
  volume = {35/1},
  number = {RNTI-E-27},
  pages = {23-42}
}
[3] Wemmert C and Forestier G (2011),
SLEMC : Apprentissage semi-supervisé enrichi par de multiples clusterings,
Revue des Nouvelles Technologies de l'Information. (RNTI E.21), pp. 147-169. Numéro spécial "Fouille de données complexes : données multiples".
  BibTeX:
@article{Wemmert2011,
  author = {Wemmert, C. and Forestier, G.},
  title = {SLEMC : Apprentissage semi-supervisé enrichi par de multiples clusterings},
  journal = {Revue des Nouvelles Technologies de l'Information},
  publisher = {Numéro spécial "Fouille de données complexes : données multiples"},
  year = {2011},
  number = {RNTI E.21},
  pages = {147--169}
}

Communications to National Conferences and Workshops (in French)

[1] Mahfoudh M, Thiry L, Forestier G and Hassenforder M (2015),
Une nouvelle formalisation des changements ontologiques composés et complexes,
In Journées Francophones Extraction et Gestion des Connaissances (EGC 2015). Luxembourg, Luxembourg
  BibTeX:
@inproceedings{Mahfoudh2015,
  author = {Mahfoudh, M. and Thiry, L. and Forestier, G. and Hassenforder, M.},
  title = {Une nouvelle formalisation des changements ontologiques composés et complexes},
  booktitle = {Journées Francophones Extraction et Gestion des Connaissances (EGC 2015)},
  year = {2015}
}
[2] Mahfoudh M, Forestier G, Thiry L and Hassenforder M (2014),
Comment fusionner des ontologies avec la réécriture de graphes ?,
In Journées Francophones sur les Ontologies (JFO 2014). Hammamet, Tunisie
  BibTeX:
@inproceedings{Mahfoudh2014,
  author = {Mahfoudh, M. and Forestier, G. and Thiry, L. and Hassenforder, M.},
  title = {Comment fusionner des ontologies avec la réécriture de graphes ?},
  booktitle = {Journées Francophones sur les Ontologies (JFO 2014)},
  year = {2014}
}
[3] Mahfoudh M, Forestier G, Thiry L and Hassenforder M (2014),
Approche formelle de fusion d'ontologies à l'aide des grammaires de graphes typés,
In Journées Francophones Extraction et Gestion des Connaissances (EGC 2014). Rennes, France , pp. 565-568.
  BibTeX:
@inproceedings{Mahfoudh2014a,
  author = {Mahfoudh, M. and Forestier, G. and Thiry, L. and Hassenforder, M.},
  title = {Approche formelle de fusion d'ontologies à l'aide des grammaires de graphes typés},
  booktitle = {Journées Francophones Extraction et Gestion des Connaissances (EGC 2014)},
  year = {2014},
  pages = {565-568}
}
[4] Mahfoudh M, Thiry L, Forestier G and Hassenforder M (2013),
Adaptation consistante d'ontologies à l'aide des grammaires de graphes,
In Journées Francophones d'Ingénierie des Connaissances (IC 2013).
  BibTeX:
@inproceedings{Mahfoudh2013,
  author = {Mahfoudh, M. and Thiry, L. and Forestier, G. and Hassenforder, M.},
  title = {Adaptation consistante d'ontologies à l'aide des grammaires de graphes},
  booktitle = {Journées Francophones d'Ingénierie des Connaissances (IC 2013)},
  year = {2013}
}
[5] Forestier G, Lalys F, Riffaud L, Trelhu B and Jannin P (2012),
Clustering de séquences d'activités pour l'étude de procédures neurochirurgicales,
In Journées Francophones Extraction et Gestion des Connaissances (EGC 2012). Bordeaux, France , pp. 489-494.
  BibTeX:
@inproceedings{Forestier2012,
  author = {Forestier, G. and Lalys, F. and Riffaud, L. and Trelhu, B. and Jannin, P. },
  title = {Clustering de séquences d'activités pour l'étude de procédures neurochirurgicales},
  booktitle = {Journées Francophones Extraction et Gestion des Connaissances (EGC 2012)},
  year = {2012},
  pages = {489--494}
}
[6] Forestier G (2011),
Clustering collaboratif : le challenge de regrouper conjointement,
In Rencontres de la Société Francophone de Classification. Orléans, France , pp. 157-160.
  BibTeX:
@inproceedings{Forestier2011,
  author = {Forestier, G.},
  title = {Clustering collaboratif : le challenge de regrouper conjointement},
  booktitle = {Rencontres de la Société Francophone de Classification},
  year = {2011},
  pages = {157--160}
}
[7] Forestier G, Wemmert C and Gancarski P (2010),
Comparaison de critères de pureté pour l'intégration de connaissances en clustering semi-supervisé,
In Journées Francophones Extraction et Gestion des Connaissances (EGC 2010). Hammamet, Tunisie , pp. 127-132.
  BibTeX:
@inproceedings{Forestier2010,
  author = {Forestier, G. and Wemmert, C. and Gancarski, P.},
  title = {Comparaison de critères de pureté pour l'intégration de connaissances en clustering semi-supervisé},
  booktitle = {Journées Francophones Extraction et Gestion des Connaissances (EGC 2010)},
  year = {2010},
  pages = {127--132}
}
[8] Forestier G, Wemmert C and Gancarski P (2010),
Etude de données multisources par simulation de capteurs et clustering collaboratif,
In Atelier Fouille de données complexes, Journées Francophones Extraction et Gestion des Connaissances (EGC 2010). Hammamet, Tunisie , pp. A143-A152.
  BibTeX:
@inproceedings{Forestier2010a,
  author = {Forestier, G. and Wemmert, C. and Gancarski, P.},
  title = {Etude de données multisources par simulation de capteurs et clustering collaboratif},
  booktitle = {Atelier Fouille de données complexes, Journées Francophones Extraction et Gestion des Connaissances (EGC 2010)},
  year = {2010},
  pages = {A143--A152}
}
[9] Derivaux S, Forestier G, Wemmert C and Lefevre S (2008),
Extraction de détecteurs d'objets urbains à partir d'une ontologie,
In Atelier Extraction de Connaissance à partir d'Images, Journées Francophones Extraction et Gestion des Connaissances (EGC 2008). Sophia Antipolis, France , pp. 71-81.
  BibTeX:
@inproceedings{Derivaux2008,
  author = {Derivaux, S. and Forestier, G. and Wemmert, C. and Lefevre, S.},
  title = {Extraction de détecteurs d'objets urbains à partir d'une ontologie},
  booktitle = {Atelier Extraction de Connaissance à partir d'Images, Journées Francophones Extraction et Gestion des Connaissances (EGC 2008)},
  year = {2008},
  pages = {71--81}
}
[10] Forestier G, Derivaux S, Wemmert C and Gancarski P (2008),
Interprétation d'images basée sur une approche évolutive guidée par une ontologie,
In Journées Francophones Extraction et Gestion des Connaissances (EGC 2008). Sophia Antipolis, France Vol. 2, pp. 469-474.
  BibTeX:
@inproceedings{Forestier2008,
  author = {Forestier, G. and Derivaux, S. and Wemmert, C. and Gancarski, P.},
  title = {Interprétation d'images basée sur une approche évolutive guidée par une ontologie},
  booktitle = {Journées Francophones Extraction et Gestion des Connaissances (EGC 2008)},
  year = {2008},
  volume = {2},
  pages = {469--474}
}

Other communications

[1] Forestier G (2015),
Automatic analysis of Whole Slide Images in digital pathology,
In Stanford University, School of Medicine, Invited seminar speaker. Stanford, CA, July, 2015.
  BibTeX:
@inproceedings{Forestier2015,
  author = {Forestier, G.},
  title = {Automatic analysis of Whole Slide Images in digital pathology},
  booktitle = {Stanford University, School of Medicine, Invited seminar speaker},
  year = {2015}
}
[2] Eick C, Forestier G, Cao Z, Wang S and Goyal S (2012),
A Methodology for Finding Uniform Regions in Spatial Data and its Application to Characterizing the Composition of Cities,
In International Conference on Space, Time, and CyberGIS. Illinois, USA
  BibTeX:
@inproceedings{Eick2012,
  author = {Eick, C. and Forestier, G. and Cao, Z. and Wang, S. and Goyal, S.},
  title = {A Methodology for Finding Uniform Regions in Spatial Data and its Application to Characterizing the Composition of Cities},
  booktitle = {International Conference on Space, Time, and CyberGIS},
  year = {2012}
}
[3] Favre C, Wemmert C and Forestier G (2012),
Que peut apporter l'OLAP à la fouille d'images de télédétection ?.,
In Journée Fouille et Visualisation de Données Massives. Tours, France
  BibTeX:
@inproceedings{Favre2012,
  author = {Favre, C. and Wemmert, C. and Forestier, G.},
  title = {Que peut apporter l'OLAP à la fouille d'images de télédétection ?.},
  booktitle = {Journée Fouille et Visualisation de Données Massives},
  year = {2012}
}
[4] Gibaud B and Forestier G (2012),
Sharing models for multi-modality medical image simulation in VIP,
In Virtual Imaging Platform - Launching Workshop. Lyon, France, December, 2012.
  BibTeX:
@inproceedings{Gibaud2012,
  author = {Gibaud, B. and Forestier, G.},
  title = {Sharing models for multi-modality medical image simulation in VIP},
  booktitle = {Virtual Imaging Platform - Launching Workshop},
  year = {2012}
}
[5] Forestier G (2011),
Analyse de séquences d'activités pour l'étude de procédures neurochirurgicales,
In Journée GT-EGC Fouille de Donnés Complexes et de Grands Graphes. Paris, France
  BibTeX:
@inproceedings{Forestier2011,
  author = {Forestier, G.},
  title = {Analyse de séquences d'activités pour l'étude de procédures neurochirurgicales},
  booktitle = {Journée GT-EGC Fouille de Donnés Complexes et de Grands Graphes},
  year = {2011}
}
[6] Gibaud B and Forestier G (2011),
Ontologies for the expression of model semantics for image simulation,
In Industry Workshop: Foundations for Biomedical Data and Model Interoperability. Cambridge, UK, March, 2011.
  BibTeX:
@inproceedings{Gibaud2011,
  author = {Gibaud, B. and Forestier, G.},
  title = {Ontologies for the expression of model semantics for image simulation},
  booktitle = {Industry Workshop: Foundations for Biomedical Data and Model Interoperability},
  year = {2011}
}
[7] Gibaud B and Forestier G (2011),
Ontologies pour l'expression de la sémantique des modèles pour la simulation des images,,
In Journée GDR CNRS-Inserm STIC-Santé, Partage de modèles d'objets anatomiques et physiologiques pour la simulation d'images médicales cliniques. Paris, France, January, 2011.
  BibTeX:
@inproceedings{Gibaud2011a,
  author = {Gibaud, B. and Forestier, G.},
  title = {Ontologies pour l'expression de la sémantique des modèles pour la simulation des images,},
  booktitle = {Journée GDR CNRS-Inserm STIC-Santé, Partage de modèles d'objets anatomiques et physiologiques pour la simulation d'images médicales cliniques},
  year = {2011}
}
[8] Petitjean F, Gancarski G, Masseglia F and Forestier G (2010),
Analysing Satellite Image Time Series by means of Pattern Mining,
In Journées GDR I3/SIGMA-CASSINI Informations Géographiques et Observation de la Terre. Montpellier, France, November, 2010.
  BibTeX:
@inproceedings{Petitjean2010,
  author = {Petitjean, F. and Gancarski, G. and Masseglia, F. and Forestier, G.},
  title = {Analysing Satellite Image Time Series by means of Pattern Mining},
  booktitle = {Journées GDR I3/SIGMA-CASSINI Informations Géographiques et Observation de la Terre},
  year = {2010}
}
[9] Forestier G (2010),
Comparison of different conflict resolution strategies in collaborative clustering,
In Journée GT-EGC Fouille de Donnés Complexes sur le thème Complexité lié aux donnés multiples. Paris, France, June, 2010.
  BibTeX:
@inproceedings{Forestier2010,
  author = {Forestier, G.},
  title = {Comparison of different conflict resolution strategies in collaborative clustering},
  booktitle = {Journée GT-EGC Fouille de Donnés Complexes sur le thème Complexité lié aux donnés multiples},
  year = {2010}
}
[10] Forestier G (2009),
Collaborative clustering : introduction, knowledge integration and applications,
In University of Houston (UH) Department of Computer Science, Invited seminar speaker. Houston, Texas, December, 2009.
  BibTeX:
@inproceedings{Forestier2009,
  author = {Forestier, G.},
  title = {Collaborative clustering : introduction, knowledge integration and applications},
  booktitle = {University of Houston (UH) Department of Computer Science, Invited seminar speaker},
  year = {2009}
}
[11] Forestier G (2009),
Apports de la simulation de capteurs pour l'analyse et le clustering collaboratif de librairies spectrales,
In Journées GDR I3/SIGMA-CASSINI Informations Géographiques et Observation de la Terre. Toulouse, France, November, 2009.
  BibTeX:
@inproceedings{Forestier2009a,
  author = {Forestier, G.},
  title = {Apports de la simulation de capteurs pour l'analyse et le clustering collaboratif de librairies spectrales},
  booktitle = {Journées GDR I3/SIGMA-CASSINI Informations Géographiques et Observation de la Terre},
  year = {2009}
}
[12] Forestier G (2009),
Classification collaborative de donnés multisources pour l'analyse d'images de télédétection,
In Journée GT-EGC Fouille de Donnés Complexes sur le thème Complexité lié aux donnés multiples. Paris, France, June, 2009.
  BibTeX:
@inproceedings{Forestier2009b,
  author = {Forestier, G.},
  title = {Classification collaborative de donnés multisources pour l'analyse d'images de télédétection},
  booktitle = {Journée GT-EGC Fouille de Donnés Complexes sur le thème Complexité lié aux donnés multiples},
  year = {2009}
}
[13] Puissant A and Forestier G (2007),
Use of knowledge in a classification process to extract urban objects,
In Journées GDR I3/SIGMA-CASSINI Informations Géographiques et Observation de la Terre. Strasbourg, France, November, 2007.
  BibTeX:
@inproceedings{Puissant2007,
  author = {Puissant, A. and Forestier, G.},
  title = {Use of knowledge in a classification process to extract urban objects},
  booktitle = {Journées GDR I3/SIGMA-CASSINI Informations Géographiques et Observation de la Terre},
  year = {2007}
}