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Titlebook: Scalable Uncertainty Management; 6th International Co Eyke Hüllermeier,Sebastian Link,Bernhard Seeger Conference proceedings 2012 Springer-

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Managing Uncertainty in Databases and Scaling It Up to Concurrent Transactionse due to the recently introduced inconsistency tolerance of methods for integrity checking, integrity repair and query answering. Inconsistency tolerance also enables the scaling up of uncertainty management to concurrent transactions.
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An Attempt to Employ Genetic Fuzzy Systems to Predict from a Data Stream of Premises Transactionsdels produced for current data is updated according to a trend function reflecting the changes of premises prices since the moment of individual model generation. An experimental evaluation of the proposed method using real-world data taken from a dynamically changing real estate market revealed its advantage in terms of predictive accuracy.
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On the Complexity of the Graphical Representation and the Belief Inference in the Dynamic Directed E new dynamic evidential network for representing uncertainty and managing temporal changes in data. This proposed model offers an alternative framework for dynamic probabilistic and dynamic possibilistic networks. A complexity study of representation and reasoning in the proposed model is also presented in this paper.
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Conference proceedings 2012mation retrieval, natural language processing, information extraction, image recognition, vision systems, data and text mining, and the consideration of issues such as provenance, trust, heterogeneity, and complexity of data and knowledge.
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Drift Detection and Characterization for Fault Diagnosis and Prognosis of Dynamical Systems indicators to estimate the remaining useful life. The architecture is tested on a case study of a tank system with different scenarios of single and multiple faults, and with different dynamics of drift.
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Navigating Interpretability Issues in Evolving Fuzzy Systemsdels over other (data-driven) model architectures. This paper will present the (little) achievements already made in this direction, discuss new concepts and point out open issues for future research. Various well-known and important interpretability criteria will serve as basis for our investigations.
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