GEM2019: Workshop on Graph Embedding and Mining 2019 ECML-PKDD 2019 Würzburg, Germany, September 16, 2019 |
Conference website | https://gem-ecmlpkdd.github.io |
Submission link | https://easychair.org/conferences/?conf=gem2019 |
*** Call For Papers GEM Workshop, Graph Embedding and Mining -- Co-located with ECML-PKDD, September 2019 ***
We invite contributions in the area of exploration and analytics on graphs (algorithms, models, tools, evaluations, etc.) to be presented at the GEM workshop which is to be held at the European Conference on Machine Learning and Principles and Practices of Knowledge Discovery from Data (ECML-PKDD), Wurzburg, Germany, Monday 16 September 2019.
--- Topics of interests include ---
Unsupervised and representation learning
- Network embedding
- Graph compression
- Entity resolution/deduplication
- Clustering
Pattern mining
- Local patterns: community detection, subgraph mining
- Graph summarization
- Subgroup discovery on graphs
Supervised learning
- Classification
- Link prediction
Exploration
- Visualization
- Visual analytics
Modeling
- Random graph models
- Opinion formation
- Information propagation
Data management for graph analytics
- Data models and structures
- Index structures
Applications
- Social network analysis
- Biological networks and life science data
- Communication networks
- Urban data, traffic networks
All types of approaches are welcome, e.g., graph neural networks, traditional ML, random walk methods, Bayesian inference, information theoretical approaches, and we encourage authors to consider the breadth of graph data types (attributed, dynamic graphs, etc.).
--- The workshop ---
The workshop will feature
- keynote speakers,
- a few contributed talks,
- a poster session in the afternoon, and
- small-group discussions on hot topics that are aimed to bring together academia and industry or end-users in application areas.
Keynote speakers and the program committee will be announced soon!
--- Submission Information ---
All papers will be peer-reviewed, single-blinded. We welcome many kinds of papers, such as (and not limited to):
- Novel research papers
- Demo papers
- Work-in-progress papers
- Visionary papers (white papers)
- Appraisal papers of existing methods and tools (e.g., lessons learned)
- Relevant work that has been previously published
Authors should indicate in their abstracts the kind of submissions that the paper belongs to, to help reviewers better understand their contributions. Submissions must be in PDF, written in English, not longer than 16 pages (including references and supplemental material), and formatted according to the standard Springer LNCS style. Shorter papers (including extended abstracts) are also welcome.
Accepted papers will be presented as a poster in the poster session and a few will be selected to also give an oral presentation. The papers will be posted on the workshop website (unless the authors opt out), but will not be published in a formal proceeding.
For accepted papers, at least one author must register for the conference and attend the workshop to present the work.
Submit via EasyChair.
--- Important Dates ---
Submission: June 14, 2019 June 20, 2019
Notification: July 12, 2019
Camera-ready: July 26, 2019
Workshop date: September 16, 2019
--- Further information and Contact ---
Organizers: Bo Kang, Remy Cazabet, Christine Largeron, Polo Chau, Jefrey Lijffijt, Tijl De Bie
Website URL: https://gem-ecmlpkdd.github.io
E-mail: gem.ecmlpkdd@gmail.com