Exploiting contexts to deal with uncertainty in classification
Proceedings of the 1st ACM SIGKDD Workshop on Knowledge Discovery from Uncertain Data
Do you know your IQ?: a research agenda for information quality in systems
ACM SIGMETRICS Performance Evaluation Review
Sliding-window top-k queries on uncertain streams
The VLDB Journal — The International Journal on Very Large Data Bases
Mining uncertain data with probabilistic guarantees
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
DUST: a generalized notion of similarity between uncertain time series
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
DUST: a generalized notion of similarity between uncertain time series
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
On wavelet decomposition of uncertain time series data sets
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Accelerating probabilistic frequent itemset mining: a model-based approach
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Selective data acquisition for probabilistic K-NN query
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Towards archaeo-informatics: scientific data management for archaeobiology
SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management
Data selection for exact value acquisition to improve uncertain clustering
WAIM'10 Proceedings of the 11th international conference on Web-age information management
Associative classifier for uncertain data
WAIM'10 Proceedings of the 11th international conference on Web-age information management
A discretization algorithm for uncertain data
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II
Complex Event Processing for Public-Cycling Transport Supervision
Proceedings of the 2010 conference on Artificial Intelligence Research and Development: Proceedings of the 13th International Conference of the Catalan Association for Artificial Intelligence
Evaluating the distance between two uncertain categorical objects
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Best position algorithms for efficient top-k query processing
Information Systems
Latent OLAP: data cubes over latent variables
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Grid-based probabilistic skyline retrieval on distributed uncertain data
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications
Top-K probabilistic closest pairs query in uncertain spatial databases
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
Feature selection with mutual information for uncertain data
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
Probabilistic threshold join over distributed uncertain data
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Evaluating probabilistic spatial-range closest pairs queries over uncertain objects
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Ranking continuous nearest neighbors for uncertain trajectories
The VLDB Journal — The International Journal on Very Large Data Bases
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
Incremental update on probabilistic frequent itemsets in uncertain databases
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
Cost-sensitive decision tree for uncertain data
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Mining probabilistically frequent sequential patterns in uncertain databases
Proceedings of the 15th International Conference on Extending Database Technology
Top-k best probability queries on probabilistic data
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part II
P-top-k queries in a probabilistic framework from information extraction models
Computers & Mathematics with Applications
Inference in possibilistic network classifiers under uncertain observations
Annals of Mathematics and Artificial Intelligence
Learning very fast decision tree from uncertain data streams with positive and unlabeled samples
Information Sciences: an International Journal
An embedded co-processor for accelerating window joins over uncertain data streams
Microprocessors & Microsystems
Mining frequent itemsets over uncertain databases
Proceedings of the VLDB Endowment
Efficient range queries over uncertain strings
SSDBM'12 Proceedings of the 24th international conference on Scientific and Statistical Database Management
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
Exploration of monte-carlo based probabilistic query processing in uncertain graphs
Proceedings of the 21st ACM international conference on Information and knowledge management
Properties of energy-price forecasts for scheduling
CP'12 Proceedings of the 18th international conference on Principles and Practice of Constraint Programming
Nearest Neighbor-Based Classification of Uncertain Data
ACM Transactions on Knowledge Discovery from Data (TKDD)
Mining frequent serial episodes over uncertain sequence data
Proceedings of the 16th International Conference on Extending Database Technology
Proceedings of the 34th ACM SIGPLAN conference on Programming language design and implementation
FARP: Mining fuzzy association rules from a probabilistic quantitative database
Information Sciences: an International Journal
Summarizing probabilistic frequent patterns: a fast approach
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient pruning algorithm for top-K ranking on dataset with value uncertainty
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Distance-based feature selection from probabilistic data
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Top-k best probability queries and semantics ranking properties on probabilistic databases
Data & Knowledge Engineering
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In recent years, a number of indirect data collection methodologies have lead to the proliferation of uncertain data. Such data points are often represented in the form of a probabilistic function, since the corresponding deterministic value is not known. This increases the challenge of mining and managing uncertain data, since the precise behavior of the underlying data is no longer known. In this paper, we provide a survey of uncertain data mining and management applications. In the field of uncertain data management, we will examine traditional methods such as join processing, query processing, selectivity estimation, OLAP queries, and indexing. In the field of uncertain data mining, we will examine traditional mining problems such as classification and clustering. We will also examine a general transform based technique for mining uncertain data. We discuss the models for uncertain data, and how they can be leveraged in a variety of applications. We discuss different methodologies to process and mine uncertain data in a variety of forms.