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Score As You Lift (SAYL): A Statistical Relational Learning Approach to Uplift Modeling

We introduce Score As You Lift (SAYL), a novel Statistical Relational Learning (SRL) algorithm, and apply it to an important task in the diagnosis of breast cancer. SAYL combines SRL with the marketing concept of uplift modeling, uses the area under the uplift curve to direct clause construction and...

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Bibliographic Details
Published in:Mach Learn Knowl Discov Databases
Main Authors: Nassif, Houssam, Kuusisto, Finn, Burnside, Elizabeth S., Page, David, Shavlik, Jude, Costa, Vítor Santos
Format: Artigo
Language:Inglês
Published: 2013
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC4492311/
https://ncbi.nlm.nih.gov/pubmed/26158122
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-642-40994-3_38
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