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Titlebook: Inductive Databases and Constraint-Based Data Mining; Sašo Džeroski,Bart Goethals,Panče Panov Book 2010 Springer Science+Business Media, L

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Patterns on Queriesm the stored tables using relational algebra. For an inductive database, it is reasonable to assume that the stored tables have been modelled. The problem we study in this chapter is: do the models available on the stored tables help to model the table constructed by a query? To focus the discussion
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Predicting Gene Function using Predictive Clustering Trees is an example of a hierarchical multi-label classification (HMC) task: genes may have multiple functions and these functions are organized in a hierarchy. The hierarchy of functions can be such that each function has at most one parent (tree structure) or such that functions may have multiple paren
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te data, while inductive queries can be used to generate (mine), manipulate, and apply patterns and models. In the IDB framework, patterns and models become ”?rst-class citizens” and KDD becomes an extended que978-1-4899-8217-9978-1-4419-7738-0
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tems while serving workloads of different sizes. We provided 2K, 4K, and 8K images to a Digital Camera system, and we supplied bursts of 75 to 500 customers for a Train Ticket Booking System. We parameterized the LQN with the data obtained from short experiment and estimated the performance and ener
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hreads, the operational frequency, and the computational requirement for achieving a specific numerical accuracy of the solution are investigated. Experiments show a good scalability behavior for computing approximation solutions of different numerical accuracy.
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Sašo DžeroskiNs have recently been used for large biochemical networks. In this paper, we show that time-homogeneous ODE parameters can be efficiently estimated with Bayesian Networks. The accuracy and computation time of our approach is compared to two-slice time-invariant DBNs that have already been used for t
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Panče Panov,Sašo Džeroski,Larisa N. Soldatovat captures details not modelled hitherto. This model is validated against simulation and shows good agreement up to moderate utilisations, the normal operating environment for Ethernets. The whole client-server model is implemented in the Metron Athene Client-Server capacity planning tool and sample
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