Frequent pattern mining with uncertain data
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Probabilistic histograms for probabilistic data
Proceedings of the VLDB Endowment
Increasing representational power and scaling reasoning in probabilistic databases
Proceedings of the 13th International Conference on Database Theory
US-SQL: managing uncertain schemata
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
On wavelet decomposition of uncertain time series data sets
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Read-once functions and query evaluation in probabilistic databases
Proceedings of the VLDB Endowment
Uncertainty in decision tree classifiers
SUM'10 Proceedings of the 4th international conference on Scalable uncertainty management
On probabilistic models for uncertain sequential pattern mining
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Handling ER-topk query on uncertain streams
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Distance-constraint reachability computation in uncertain graphs
Proceedings of the VLDB Endowment
Discovering highly reliable subgraphs in uncertain graphs
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
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
Getting critical categories of a data set
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Similarity matching for uncertain time series: analytical and experimental comparison
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Querying and Mining Uncertain Spatio-Temporal Data
Mining sequential patterns from probabilistic databases by pattern-growth
BNCOD'11 Proceedings of the 28th British national conference on Advances in databases
UNN: a neural network for uncertain data classification
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Uncertain centroid based partitional clustering of uncertain data
Proceedings of the VLDB Endowment
Mining uncertain data streams using clustering feature decision trees
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
Uncertainty in sequential pattern mining
BNCOD'10 Proceedings of the 27th British national conference on Data Security and Security Data
Efficient subject-oriented evaluating and mining methods for data with schema uncertainty
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Nearest-neighbor searching under uncertainty
PODS '12 Proceedings of the 31st symposium on Principles of Database Systems
P-top-k queries in a probabilistic framework from information extraction models
Computers & Mathematics with Applications
Efficient subgraph similarity search on large probabilistic graph databases
Proceedings of the VLDB Endowment
Inference in possibilistic network classifiers under uncertain observations
Annals of Mathematics and Artificial Intelligence
DAGger: clustering correlated uncertain data (to predict asset failure in energy networks)
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Accelerating outlier detection with uncertain data using graphics processors
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Mining frequent itemsets over uncertain databases
Proceedings of the VLDB Endowment
Uncertain time-series similarity: return to the basics
Proceedings of the VLDB Endowment
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Nearest Neighbor-Based Classification of Uncertain Data
ACM Transactions on Knowledge Discovery from Data (TKDD)
Nearest neighbor searching under uncertainty II
Proceedings of the 32nd symposium on Principles of database systems
Discovering and managing quantitative association rules
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
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
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Managing and Mining Uncertain Data, a survey with chapters by a variety of well known researchers in the data mining field, presents the most recent models, algorithms, and applications in the uncertain data mining field in a structured and concise way. This book is organized to make it more accessible to applications-driven practitioners for solving real problems. Also, given the lack of structurally organized information on this topic, Managing and Mining Uncertain Data provides insights which are not easily accessible elsewhere. Managing and Mining Uncertain Data is designed for a professional audience composed of researchers and practitioners in industry. This book is also suitable as a reference book for advanced-level students in computer science and engineering, as well as the ACM, IEEE, SIAM, INFORMS and AAAI Society groups.