International Workshop on Knowledge Discovery from Data Streams

["Alejandro C. Frery" <frery@tci.ufal.br>]

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                  Call for Papers and Participation

  3rd International Workshop on Knowledge Discovery from Data Streams
       http://www.cs.cmu.edu/~jroure/iwkdds/iwkdds_icml06.html

   At the 23rd International Conference on Machine Learning
                Carnegie Mellon University
                       June 29, 2006
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Many sources produce data continuously. Examples include customer
click streams, telephone records, large sets of web pages, multimedia data,
and sets of retail chain transactions. These sources are called data
streams. Data streams are increasingly
important in the research community, as new algorithms are needed to
process this streaming data in reasonable time. This is an important
issue for different research areas like data mining, machine learning,
OLAP, databases, etc. Many researches in these areas are designing new
approaches or adapting some of the traditional algorithms to data
streams.

The goal of this workshop is to convene researchers who deal
with any form of learning from data streams.
Topics
------
A data stream is an ordered sequence of instances that can be read
only once or a limited number of times. Topics include but are not limited
to:
* Data Stream Models
* Clustering from Data Streams
* Decision Trees from Data Streams
* Association Rules from Data Streams
* Decision Rules from Data Streams
* Feature Selection from Data Streams
* Visualization Techniques from Data Streams
* Incremental on-line Learning Algorithms
* Single-Pass Algorithms
* Scalable Algorithms
* Change and Novelty Detection
* Real-World Applications involving incremental,
  on-line, or real-time learning

Paper Submission
----------------
All submissions will be reviewed by 2 members of the program
committee.
The papers must be in English and should be formatted according to the
Springer-Verlag Lecture Notes in Artificial Intelligence guidelines.
Authors instructions and style files can be downloaded at
http://www.springer.de/comp/lncs/authors.html.

The maximum length of papers is 10 pages. Papers will be submitted in
PDF by email to ALL the Workshop Chairs:
Jesus S. Aguilar-Ruiz, aguilar_@_lsi_us_es
Joao Gama, jgama_@_fep_up_pt
Josep Roure, jroure_@_cs_cmu_edu
(Please replace _@_ with @ and _ with . respectively)

Important Dates
---------------
Paper submission deadline:  April 28, 2006
Notification of acceptance: June 2, 2006
Camera-ready copies:        June 16, 2006
Workshop date:              June 29, 2006



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