The 8th Workshop on Data Mining in Biomedical Informatics and Healthcare (DMBIH'20)
The Eighth Workshop on Data Mining in Biomedical Informatics and Healthcare (DMBIH’20)
In conjunction with IEEE International Conference on Data Mining (ICDM’20) – Sorrento, Italy, November 17-20, 2020
Submission: Select #17 in the list to submit to this workshop.
Description and Call for Papers:
The Eighth Workshop on Data Mining in Biomedical Informatics and Healthcare aims to provide a forum for data miners, informaticists, data scientists, and clinical researchers to share their latest investigations in applying data mining techniques to biomedical and healthcare data. The increasing availability of large and complex datasets to the research community triggers the need to develop more advanced and sophisticated data analytical techniques to exploit and manage these big data. The broader context of the workshop comprehends artificial intelligence, information retrieval, machine learning, and knowledge extraction methods using biomedical image analysis and natural language processing. Submissions are invited to address the need for developing new methods to mine, summarize and integrate the huge volume and diverse modalities of the structured and unstructured biomedical and healthcare data that can potentially lead to significant advances in the field.
Topics of interest include but are not limited to:
- Classifying and clustering big data in electronic health records (EHRs)
- Classifying and clustering temporal data in EHRs and biomedical data in high dimensional spaces
- Application of deep learning methods to clinical data
- Topic modeling / detection in large amounts of clinical textual data
- Data preprocessing and cleansing to deal with noise and missing data in large biomedical or population health data sets
- Algorithms to speed up the analysis of big biomedical data
- Novel visualization techniques to facilitate the query and analysis of clinical data
- Statistics and probability in large-scale data mining
- Evidence-based medicine
- Medical image data mining
- HIPAA compliance data mining
- Pharmacogenomics data mining
- Biological markers detection
- Biological and clinical data analysis and integration for translational research
- Computational genetics, genomics and proteomics
Attracting Quality Papers:
- The workshop will be advertised through mailing lists of DBWorld, DMBIH, AMIA, etc., and by program committee members and previous speakers, and to through their personal contacts.
- A best paper will be selected and awarded.
- A special issue in a relevant journal will be organized for invited papers of quality.
- The keynote speaker (TBD) is an expert in the field of biomedical informatics and healthcare and will bring the attention of a lot of audience to DMBIH’19
To be determined!
paper submissions: August 24, 2020
paper notification: September 17, 2020
Camera-ready deadline and copyright forms: September 24, 2020
This workshop has been held six times in the past:
- In conjunction with IEEE ICDM in Dallas, TX, 2013 (DMBIH’13)
- In conjunction with IEEE ICDM in Shenzhen, China, 2014 (DMBIH’14)
- In conjunction with IEEE ICDM in Atlantic City, NJ, 2015 (DMBIH’15)
- In conjunction with IEEE ICDM in Barcelona, Spain, 2016 (DMBIH’16)
- In conjunction with IEEE ICDM in New Orleans, LA, 2017 (DMBIH’17)
- In conjunction with IEEE ICDM in Singapore, 2018 (DMBIH’18)
- In conjunction with IEEE ICDM in Beijing, China, 2019 (DMBIH’19)
Invited Keynote Speakers:
DMBIH’13: Dr. Hong Yu from University of Massachusetts
DMBIH’14: Dr. Yuan-Ting Zhang from Chinese University of Hong Kong
DMBIH’15: Dr. Qing Zeng from University of Utah
DMBIH’16: Dr. Paulo Lisboa from Liverpool John Moores University
DMBIH’17: Dr. Mengling Feng from National University of Singapore
DMBIH’18: Dr. Kenji Suzuki from Illinois Institute of Technology
DMBIH’19: Dr. Jiao Li from Peking Union Medical College
Best Paper Awards:
DMBIH’13: ($1000) sponsored by Fresenius Medical Care
DMBIH’17: ($500) sponsored by both the School of Engineering and Computer Science at Oakland University and the College of Computing and Digital Media, DePaul University.
DMBIH Series Special Issues:
DMBIH’13. A special issue called “Clinical Data Mining” in the Journal of Computers in Biology and Medicine has been published (as part of Volume 62). More details can be found at the Journal’s website: http://www.sciencedirect.com/science/journal/00104825/62.
DMBIH’14. A special issue on “Mining Big Data in Biomedicine and Health Care” in the Journal of Biomedical Informatics has been published which attracted 35 manuscripts out of which 17 were accepted for publication. The call for paper is accessible at http://media.journals.elsevier.com/content/files/call-for-papers-special-24093109.pdf.
DMBIH’15 and DMBIH’16: workshops details can be found at the 2015 workshop’s website at: https://wwwp.oakland.edu/secs/dmbih-workshop-2015. and http://idal.uv.es/dmbih16/. A special issue for both workshops on “Knowledge Discovery in Biomedicine” in the International Journal of Knowledge Discovery in Bioinformatics (IJKDB) was published.
DMBIH’17: More details about DMBIH’17 workshop can be found at the 2017 workshop’s website at: https://www.oakland.edu/secs/dmbih-workshop-2017in the International Journal of Knowledge Discovery in Bioinformatics (IJKDB).
Submissions and Proceedings
Paper submissions will be done through the IEEE ICDM Workshop CyberChair submission system which can be accessed via this link:
Per ICDM instructions, papers are limited to a maximum of eight pages and should follow the IEEE ICDM format requirements. All accepted workshop papers will be published in formal proceedings by the IEEE Computer Society Press. One paper will be selected for the best paper award, which will be awarded at the workshop.
- Samah Jamal Fodeh, Yale University, firstname.lastname@example.org
Workshop Organizers and their Contact Information:
- Samah Jamal Fodeh, Yale University, 300 George street, Suite 575, New Haven, CT 06519, email@example.com
- Mohammad-Reza Siadat, Oakland University, 2200 N Squirrel Rd, Rochester, MI 48309, firstname.lastname@example.org
- Abeed Sarker, Emory University, Atlanta, GA 30322, email@example.com
- Mohammed Al-Garadi, Emory University, Atlanta, GA 30322, firstname.lastname@example.org