This book is a collection of high scientific novel contributions addressing several of these challenges. These articles are extended versions of a selection of the best papers that were initially presented at the French-speaking conferences EGC¿2019held in Metz (France, January 21-25, 2019).

These extended versions have been accepted after an additional peer-review process among papers already accepted in long format at the conference. Concerning the conference, the long and short papers selection were also the result of a double blind peer review process among the hundreds of papers initially submitted to each edition of the conference (acceptance rate for long papers is about 25%.

Study and analyse textual data.- Advances in anomaly detection.- Exploration and the representation of complex data including Big data, heterogeneous data, graph data.- Propose a community detection strategy.