TIDM 2013 : The First International Workshop on TeraScale In-Core Data Mining In conjunction with ICDM 2013, December 7, 2013, Dallas, Texas


This workshop has been canceled and will be held at PAKDD 2014 as a workshop called ALSIP 2014. Please refer to ALSIP 2014 site (This site will be opened at mid-October).


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.

This workshop is supported by JST ERATO Minato Project.


Topics of Interest

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.


Submission and Publications

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.

Registration

See ICDM 2013 website about the registration for this workshop.

Important Dates

  • Papers submission deadline: August 3, 2013 August 17, 2013 (extended)
  • Notification of acceptance/rejection : September 24, 2013
  • Camera-ready version due: October 20, 2013
  • Workshop date: December 7, 2013:

Organizing Committee

Program Committee

  • James Bailey (University of Melbourne, Australia)
  • Roberto Grossi (University of Pisa, Italy)
  • Tsuyoshi Ide (IBM Tokyo Research Laboratory, Japan)
  • Susana Ladra (University of la Coruna, Spain)
  • Alejandro Lopez Ortiz (University of Waterloo, Canada)
  • Veli Makinen (University of Helsinki, Finland)
  • Giuseppe Ottaviano (University of Pisa and ISTI-CNR, Italy)
  • Rasmus Pagh (IT University of Copenhagen, Denmark)
  • Kunihiko Sadakane (National Institute of Informatics, Japan)

Location

Conference Venue (ICDM 2013)

Link