Matches in SemOpenAlex for { <https://semopenalex.org/work/W2082205302> ?p ?o ?g. }
Showing items 1 to 59 of
59
with 100 items per page.
- W2082205302 abstract "Traditional supervised learning assumes that instances are described by observable attributes. The goal is to learn to predict the labels for unseen instances. In many real world applications the values of some attributes are not only observable, but can be proactively chosen by a decision maker. Furthermore, in some of such applications the decision maker is interested not only to generate accurate predictions, but to maximize the probability of the desired outcome. For example, a direct marketing manager can choose the color of an envelope (actionable attribute), in which the offer is sent to a client, hoping that the right choice will result in a positive response with a higher probability. We study how to learn to choose the value of an actionable attribute in order to maximize the probability of a desired outcome in supervised learning settings. We emphasize that not all instances are equally sensitive to change in actions. Accurate choice of an action is essential for those instances, which are on a borderline (e.g. do not have a strong opinion). We formulate three supervised learning approaches to select the value of an actionable attribute at an instance level. We focus the learning process to the borderline cases. The potential of the underlying ideas is demonstrated with synthetic examples and a case study with a real dataset." @default.
- W2082205302 created "2016-06-24" @default.
- W2082205302 creator A5022601535 @default.
- W2082205302 creator A5082145750 @default.
- W2082205302 date "2010-12-01" @default.
- W2082205302 modified "2023-09-23" @default.
- W2082205302 title "Learning with Actionable Attributes: Attention -- Boundary Cases!" @default.
- W2082205302 cites W1752644800 @default.
- W2082205302 cites W1978318335 @default.
- W2082205302 cites W1981843994 @default.
- W2082205302 cites W2070534370 @default.
- W2082205302 cites W2099141560 @default.
- W2082205302 cites W3144760014 @default.
- W2082205302 cites W4210325252 @default.
- W2082205302 doi "https://doi.org/10.1109/icdmw.2010.140" @default.
- W2082205302 hasPublicationYear "2010" @default.
- W2082205302 type Work @default.
- W2082205302 sameAs 2082205302 @default.
- W2082205302 citedByCount "6" @default.
- W2082205302 countsByYear W20822053022012 @default.
- W2082205302 countsByYear W20822053022013 @default.
- W2082205302 countsByYear W20822053022014 @default.
- W2082205302 countsByYear W20822053022015 @default.
- W2082205302 countsByYear W20822053022017 @default.
- W2082205302 countsByYear W20822053022021 @default.
- W2082205302 crossrefType "proceedings-article" @default.
- W2082205302 hasAuthorship W2082205302A5022601535 @default.
- W2082205302 hasAuthorship W2082205302A5082145750 @default.
- W2082205302 hasBestOaLocation W20822053022 @default.
- W2082205302 hasConcept C107457646 @default.
- W2082205302 hasConcept C134306372 @default.
- W2082205302 hasConcept C2522767166 @default.
- W2082205302 hasConcept C33923547 @default.
- W2082205302 hasConcept C41008148 @default.
- W2082205302 hasConcept C62354387 @default.
- W2082205302 hasConceptScore W2082205302C107457646 @default.
- W2082205302 hasConceptScore W2082205302C134306372 @default.
- W2082205302 hasConceptScore W2082205302C2522767166 @default.
- W2082205302 hasConceptScore W2082205302C33923547 @default.
- W2082205302 hasConceptScore W2082205302C41008148 @default.
- W2082205302 hasConceptScore W2082205302C62354387 @default.
- W2082205302 hasLocation W20822053021 @default.
- W2082205302 hasLocation W20822053022 @default.
- W2082205302 hasOpenAccess W2082205302 @default.
- W2082205302 hasPrimaryLocation W20822053021 @default.
- W2082205302 hasRelatedWork W1536570095 @default.
- W2082205302 hasRelatedWork W2045456578 @default.
- W2082205302 hasRelatedWork W2051154247 @default.
- W2082205302 hasRelatedWork W2076610045 @default.
- W2082205302 hasRelatedWork W2278205256 @default.
- W2082205302 hasRelatedWork W2883555950 @default.
- W2082205302 hasRelatedWork W2918883224 @default.
- W2082205302 hasRelatedWork W3204394973 @default.
- W2082205302 hasRelatedWork W4246426965 @default.
- W2082205302 hasRelatedWork W3106945349 @default.
- W2082205302 isParatext "false" @default.
- W2082205302 isRetracted "false" @default.
- W2082205302 magId "2082205302" @default.
- W2082205302 workType "article" @default.