posted by system || 1800 views || tracked by 2 users: [display]

NTDM 2008 : PAKDD08 workshop on Noise Tolerant Mining in Databases


When May 20, 2008 - May 23, 2008
Where Osaka, Japan
Submission Deadline Jan 6, 2008
Categories    data mining   databases

Call For Papers

Transactional data is ubiquituous in many real world applications. While market-basket, protein-taxa, gene expression, etc. naturally present themselves as transactional data, others like streaming/time-series data, text data, protein-protein interactions, etc. can also be modeled as transactional data. Transactional databases are typically large and have high dimensionality, and may also be affected by noise. Noise may arise due to missing values, erroneous readings or uncertainty in data. Depending on the domain, the noise may be either known or unknown (both in distribution and in amount).

In this workshop, we focus on common mining problems: Frequent itemset mining, Association Rule Mining, Subspace clustering and Co-clustering, on transactional databases in the presence of noise. In such problems, noise can lead to incorrect mining results and also degrade mining performance. So it is critical to develop noise aware mining techniques which are robust and efficient. Besides developing innovative techniques, it is also important to validate them using statistical/domain knowledge or by real-world case studies.

Related Resources

SDM 2023   SDM 2023 : SIAM International Conference on Data Mining
ICDM 2023   International Conference on Data Mining
MLDM 2023   19th International Conference on Machine Learning and Data Mining
ACM-Ei/Scopus-CWCBD 2023   2023 4th International Conference on Wireless Communications and Big Data (CWCBD 2023) -EI Compendex
ICDM 2023   23rd Industrial Conference on Data Mining
MLDA 2023   2nd International Conference on Machine Learning, NLP and Data Mining
TNNLS-GL 2023   IEEE Transactions on Neural Networks and Learning Systems Special Issue on Graph Learning
ICDE 2023   International Conference on Data Engineering
ESANN 2023   European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning
ACM-Ei/Scopus-CNIOT 2023   2023 4th International Conference on Computing, Networks and Internet of Things (CNIOT 2023) -EI Compendex