Kontakt
Wie einkaufen
Versand
Kaufberater
Meta Learning for Selection of Best Causal Discovery Algorithms
Englisch
69 b
Bis zu 30 Tage Rückgaberecht
Kunden kauften auch
/
Broschur
42.69
€
/
Broschur
11.49
€
/
Broschur
12.99
€
Selection of best causal discovery algorithm for any new dataset is a difficult and time consuming process as it requires a researcher to have prior knowledge about existing standard structure learning algorithms. This research proposed a novel meta-learning approach to this problem. Meta-learning refers to learning about learning algorithms where different kinds of meta-data, such as properties of the learning problem, performance measures of different algorithms and previous patterns derived from the data are used to select the best or a combination of learning algorithms to effectively solve a given learning problem. Several Bayesian networks in literature were manipulated, sampled to generate thousands of datasets, and specific features were extracted from each for meta- learning. Three standard structure learning algorithms were run on each of the generated datasets to discover underlying causal networks and their performance was evaluated. With our new techniques, we were able to implement a tool for generating many causal models, sampling many datasets from each model and later determine the best or a combination algorithms for new datasets through meta-learning.
Informationen zum Buch
Englisch
Verschenken Sie dieses Buch noch heute
Es ist ganz einfach
1 Legen Sie das Buch in Ihren Warenkorb und wählen Sie den Versand als Geschenk 2 Wir schicken Ihnen umgehend einen Gutschein 3 Das Buch wird an die Adresse des beschenkten Empfängers geliefertDas könnte Sie auch interessieren
/
Broschur
20.29
€
/
Broschur
217.19
€
/
Broschur
9.79
€
Hallo! Ich bin Libroamiko, dein Buchberater.
Wie kann ich dir helfen?