[Apologies for cross-posting]
The 7th International Workshop on High Dimensional Data Mining (HDM
2019)
In conjunction with the IEEE International Conference on Data Mining
(IEEE ICDM 2019)
November 8-11, 2019, Beijing, China.
http://www.cs.bham.ac.uk/~axk/HDM19.htm
** SUBMISSION DEADLINE: AUGUST 7, 2019 **
Call For Papers
This workshop aims to promote new advances and research directions to
address the curses, as well as to uncover and exploit the blessings of
high dimensionality in data mining. This year we particularly encourage
submissions that define and exploit some notion of "intrinsic dimension"
or more generic "intrinsic structure" in learning and/or optimization
problems to allow solving high dimensional data mining tasks more
reliably and more efficiently.
Topics of interest include the following:
- What are some useful notions of intrinsic structure for high
dimensional data mining?
- How to devise data mining algorithms that scale with a suitable notion
of intrinsic structure?
- Plausible models of low intrinsic structure, such as sparse
representation, manifold models, latent space models, and studies of
their noise tolerance.
- Systematic studies of how the curse of dimensionality affects data
mining methods.
- New data mining techniques that exploit some properties of high
dimensional data spaces.
- Theoretical underpinning of data mining where the data dimension is
larger than the sample size.
- Adaptive and non-adaptive dimensionality reduction for high
dimensional data sets.
- Random projections, and random matrix theory applied to high
dimensional data mining.
- Classification, regression, clustering, and visualization of high
dimensional complex data sets.
- Functional data mining.
- Data mining applications to real problems in science, engineering or
businesses where the data is high dimensional.
High quality original submissions are solicited. Papers should not
exceed 8 pages, and should follow the IEEE ICDM format requirements of
the main conference. All submissions will be peer-reviewed, and the
accepted papers will be published in the proceedings by the IEEE
Computer Society Press.
Submission deadline: August 7-th, 2019 at 23:59 Pacific Standard Time
Notifications to authors: September September 4-th, 2019
For more information see:
http://www.cs.bham.ac.uk/~axk/HDM19.htm
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