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causation id

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Learning causation event conjunction sequences

Portegys, Thomas E.

arXiv.org Artificial IntelligenceFeb-17-2024

This is an examination of some methods that learn causations in event sequences. A causation is defined as a conjunction of one or more cause events occurring in an arbitrary order, with possible intervening non-causal events, that lead to an effect. The methods include recurrent and non-recurrent artificial neural networks (ANNs), as well as a histogram-based algorithm. An attention recurrent ANN performed the best of the ANNs, while the histogram algorithm was significantly superior to all the ANNs.

causation, causation id, sequence, (13 more...)

arXiv.org Artificial Intelligence

2402.14027

Country:

North America > United States > Illinois > DeKalb County > DeKalb (0.04)
Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)

Genre: Research Report (0.40)

Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (1.00)

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