posted by user: ever930 || 50 views || tracked by 1 users: [display]

DeepSpatial 2019 : 1st IEEE ICDM Workshop on Deep Learning for Spatiotemporal Data, Algorithms, and Sytems (DeepSpatial 2019)

FacebookTwitterLinkedInGoogle

Link: http://mason.gmu.edu/~lzhao9/DeepSpatial//
 
When Nov 8, 2019 - Nov 8, 2019
Where Beijing, China
Submission Deadline Aug 8, 2019
Notification Due Sep 17, 2019
Final Version Due Oct 1, 2019
Categories    data mining   deep learning   machine learning   spatio-temporal data
 

Call For Papers

The complementary strengths and challenges between spatiotemporal data computing and deep learning in recent years suggest urgent needs to bring together the experts in these two domains in prestigious venues, which is still missing until now. This workshop will provide a premium platform for both research and industry to exchange ideas on opportunities, challenges, and cutting-edge techniques of deep learning in spatio-temporal data, algorithms, and systems. Full research papers and short position papers will be accepted under the topics include, but not limited to, the following two broad categories:

Novel Deep Learning Techniques for Spatial and Spatio-Temporal Data:

- Convolutional, recurrent, and deep neural network techniques.
- Representation learning and embedding based on deep learning
- Scalable deep learning algorithms for large data.
- Interpretable deep learning for spatial-temporal data.
- Learning representation on heterogeneous networks, knowledge graphs
- Deep generative models, adversarial machine learning
- Deep reinforcement learning
- Theory of deep learning for spatio-temporal data

Novel Applications of Deep Learning on Spatial and Spatio-Temporal Data:

- Remote sensing and land cover change detection/classification
- Trajectory/mobility data mining and prediction
- Spatial crowdsourcing
- Location-based social network data analytics, event prediction and forecasting
- Smart cities and ride-sharing (e.g., taxi demand forecasting)
- Other applications of deep learning

Important Dates:
Paper Submission: August 8, 2019
Notification of Acceptance: September 17, 2019
Camera-ready Papers: October 1, 2019
Workshop Date: November 8, 2019

Submission Instructions:
The workshop will encourage the submissions of both full research papers presents concrete research techniques and experimental results, as well as short position papers that identify and discuss the grand challenges and research opportunities on the topics of interests. All the workshop events will give enough time for attendant discussions. In particular, the workshop will consist of a series of the following events:

Full research papers presentations: 25 minutes including 15 minutes for author presentation and 10 minutes for attendant discussion about the work.
Short position papers presentations: 20 minutes including 10 minutes for author presentation and 10 minutes for attendant discussion about the proposed vision.
All manuscripts should be submitted in PDF format and formatted using the IEEE Proceedings templates available at: http://www.ieee.org/conferences_events/conferences/publishing/templates.html.

All the papers should be submitted through our online system whose link will be available soon.

One author per accepted workshop contribution is required to register for the conference and workshop, to attend the workshop and to present the accepted submission. Otherwise, the accepted submission will not appear in the published workshop proceedings or in the workshop proceedings.

Contacts:
Liang Zhao (George Mason University): lzhao9@gmu.edu
Xun Zhou (University of Iowa): xun-zhou@uiowa.edu
Feng Chen(SUNY, Albany): fchen5@albany.edu

Related Resources

ICDM 2021   21th Industrial Conference on Data Mining
ICDM 2020   20th IEEE International Conference on Data Mining
ML_BDA 2021   Special Issue on Machine Learning Technologies for Big Data Analytics
MLDM 2021   17th International Conference on Machine Learning and Data Mining
JBHI-ECDL 2021   IEEE Journal on Biomedical and Health Informatics Special Issue on Emerging Challenges for Deep Learning
DASFAA 2021   Database Systems for Advanced Applications
SI-DAMLE 2020   Special Issue on Data Analytics and Machine Learning in Education
SESBC 2020   International Conference on Software Engineering, Security and Blockchain
ICDM 2020   Call for Short&Industry Papers / 20th Industrial Conference on Data Mining ICDM 2020
CBDA 2021   2nd International Conference on Big Data