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» Graphical models for data mining

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JMLR
2010

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Inference of Graphical Causal Models: Representing the Meaningful Information of Probability Distributions

13 years 2 months ago

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This paper studies the feasibility and interpretation of learning the causal structure from observational data with the principles behind the Kolmogorov Minimal Sufficient Statist...

Jan Lemeire, Kris Steenhaut

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IASSE
2004

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A Model for Multi-relational Data Mining on Demand Forecasting

13 years 9 months ago

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Accurate demand forecasting remains difficult and challenging in today's competitive and dynamic business environment, but even a little improvement in demand prediction may ...

Qin Ding, Bhavin Parikh

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COLING
2008

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Exact Inference for Multi-label Classification using Sparse Graphical Models

13 years 9 months ago

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This paper describes a parameter estimation method for multi-label classification that does not rely on approximate inference. It is known that multi-label classification involvin...

Yusuke Miyao, Jun-ichi Tsujii

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JMLR
2010

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Topology Selection in Graphical Models of Autoregressive Processes

13 years 2 months ago

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An algorithm is presented for topology selection in graphical models of autoregressive Gaussian time series. The graph topology of the model represents the sparsity pattern of the...

Jitkomut Songsiri, Lieven Vandenberghe

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INFORMATICALT
2002

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Quantitative Forecasting and Assessment Models in the State Education System

13 years 7 months ago