[CPM-SPIRE-L] CFP: First International Workshop on TeraScale In-Core Data Mining (TIDM 2013)

Rajeev Raman r.raman at mcs.le.ac.uk
Sun Jun 9 18:00:09 PDT 2013


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The First International Workshop on TeraScale In-Core Data Mining
In conjunction with ICDM 2013, December 8, 2013, Dallas, Texas
http://www-erato.ist.hokudai.ac.jp/tidm2013/
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Current approaches for mining big data such as streaming have 
fundamental limitations on the kind of mining that can be performed. 
However, machines with hundreds of GB of RAM are available nowadays. 
This workshop will focus on novel data mining algorithms that use RAM 
effectively by mining data stored in compact or compressed formats. A 
key underlying theme will be the application of compressed and succinct 
data structures including FM-index, wavelet trees, compressed suffix 
arrays, XBW etc. and their application to data mining.

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Topics of Interest
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The workshop invites submissions on aspects of data mining that focus on 
in-core mining of large data sets including but not limited to:

* applications involving large-scale in-memory data or text mining
* data mining algorithms on compressed data
* novel memory-efficient data structures and algorithms for large-scale 
data mining
* indexing algorithms for machine learning and classification
* memory hierarchy optimizations in data mining algorithms
* succinct or compressed data structures motivated by problems in data 
mining

Papers emphasizing theoretical foundations, algorithms, novel use of 
data compression, and applications are particularly welcome.

Submitted papers will be assessed based on the novelty of approach, 
scientific rigour, relevance to the themes of the workshop and clarity 
of writing. For papers that rely heavily on empirical evaluations, the 
experimental methods and results should be clear, well executed, and 
repeatable. Submitting authors are strongly encouraged to make data and 
code available whenever possible.

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Key Dates
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August 3, 2013: Paper submission deadline
September 24, 2013: Notification of acceptance/rejection
October 20, 2013: Camera-ready version due for accepted papers
December 8, 2013: Workshop date

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Paper Submission and Publications
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Papers submitted to this workshop must not be under review or accepted 
for publication elsewhere. All submitted papers will be reviewed and 
selected by the program committee on the basis of originality, technical 
quality, relevance to the workshop and presentation quality. Accepted 
papers will be included in the ICDM 2013 Workshop Proceedings published 
by IEEE Computer Society Press.

Papers must be limited to a maximum of 8 pages, and follow the IEEE ICDM 
format requirement. For paper formatting instructions, please visit: 
http://www.computer.org/portal/web/cscps/formatting

All papers should be submitted via the ICDM 2013 Workshop submission 
system. Detailed instructions and submission link will be available on 
ICDM 2013 conference site: http://icdm2013.rutgers.edu/

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Workshop Organizers
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Koji Tsuda
Rajeev Raman
Shin-ichi Minato


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