Using Association Rules as Texture Features
IEEE Transactions on Pattern Analysis and Machine Intelligence
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Probabilistic spatial queries on existentially uncertain data
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
Frequent Itemset Mining from Databases Including One Evidential Attribute
SUM '08 Proceedings of the 2nd international conference on Scalable Uncertainty Management
Clustering Uncertain Data Via K-Medoids
SUM '08 Proceedings of the 2nd international conference on Scalable Uncertainty Management
DTU: A Decision Tree for Uncertain Data
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Hot Item Detection in Uncertain Data
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Probabilistic frequent itemset mining in uncertain databases
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient algorithms for mining constrained frequent patterns from uncertain data
Proceedings of the 1st ACM SIGKDD Workshop on Knowledge Discovery from Uncertain Data
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Proceedings of the 1st ACM SIGKDD Workshop on Knowledge Discovery from Uncertain Data
Mining uncertain data for constrained frequent sets
IDEAS '09 Proceedings of the 2009 International Database Engineering & Applications Symposium
Local query mining in a probabilistic prolog
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Mining uncertain data for frequent itemsets that satisfy aggregate constraints
Proceedings of the 2010 ACM Symposium on Applied Computing
A decremental approach for mining frequent itemsets from uncertain data
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
A tree-based approach for frequent pattern mining from uncertain data
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Efficient algorithms for the mining of constrained frequent patterns from uncertain data
ACM SIGKDD Explorations Newsletter
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Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Direct mining of discriminative patterns for classifying uncertain data
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
uCFS2: an enhanced system that mines uncertain data for constrained frequent sets
Proceedings of the Fourteenth International Database Engineering & Applications Symposium
Accelerating probabilistic frequent itemset mining: a model-based approach
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Mining fuzzy association rules from uncertain data
Knowledge and Information Systems
Associative classifier for uncertain data
WAIM'10 Proceedings of the 11th international conference on Web-age information management
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A sampling based algorithm for finding association rules from uncertain data
AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part I
On probabilistic models for uncertain sequential pattern mining
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Frequent itemset mining of uncertain data streams using the damped window model
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Equivalence class transformation based mining of frequent itemsets from uncertain data
Proceedings of the 2011 ACM Symposium on Applied Computing
Mining uncertain web log sequences with access history probabilities
Proceedings of the 2011 ACM Symposium on Applied Computing
Mining probabilistic frequent closed itemsets in uncertain databases
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Mining sequential patterns from probabilistic databases
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
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UIC'11 Proceedings of the 8th international conference on Ubiquitous intelligence and computing
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Data & Knowledge Engineering
Mining fault-tolerant item sets using subset size occurrence distributions
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
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Expert Systems with Applications: An International Journal
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PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Fast approximation of probabilistic frequent closed itemsets
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Incremental update on probabilistic frequent itemsets in uncertain databases
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
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ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
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APWeb'12 Proceedings of the 14th international conference on Web Technologies and Applications
Mining probabilistically frequent sequential patterns in uncertain databases
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Fast tree-based mining of frequent itemsets from uncertain data
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Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
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ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special Issue on Multimedia Security
AN EFFICIENT REPRESENTATION MODEL OF DISTANCE DISTRIBUTION BETWEEN UNCERTAIN OBJECTS
Computational Intelligence
Mining frequent itemsets over uncertain databases
Proceedings of the VLDB Endowment
Mining probabilistic datasets vertically
Proceedings of the 16th International Database Engineering & Applications Sysmposium
Probabilistic frequent pattern growth for itemset mining in uncertain databases
SSDBM'12 Proceedings of the 24th international conference on Scientific and Statistical Database Management
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Proceedings of the VLDB Endowment
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
GPU acceleration of probabilistic frequent itemset mining from uncertain databases
Proceedings of the 21st ACM international conference on Information and knowledge management
Mining frequent subgraphs over uncertain graph databases under probabilistic semantics
The VLDB Journal — The International Journal on Very Large Data Bases
Constrained frequent pattern mining on univariate uncertain data
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Proceedings of the 16th International Conference on Extending Database Technology
Group Recommender Model for Boosting and Optimizing Customer Purchases
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
FARP: Mining fuzzy association rules from a probabilistic quantitative database
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Summarizing probabilistic frequent patterns: a fast approach
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Computation time efficient approach for licenses validation in DRM systems
Multimedia Tools and Applications
Discovering frequent itemsets on uncertain data: a systematic review
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Stream mining on univariate uncertain data
Applied Intelligence
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We study the problem of mining frequent itemsets from uncertain data under a probabilistic framework. We consider transactions whose items are associated with existential probabilities and give a formal definition of frequent patterns under such an uncertain data model. We show that traditional algorithms for mining frequent itemsets are either inapplicable or computationally inefficient under such a model. A data trimming framework is proposed to improve mining efficiency. Through extensive experiments, we show that the data trimming technique can achieve significant savings in both CPU cost and I/O cost.