FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W1830755859> ?p ?o ?g. }

• W1830755859 abstract "Data mining is an increasingly important technology for extracting useful knowledge hidden in large collections of data. There are, however, negative social perceptions about data mining, among which potential privacy violation and potential discrimination. Automated data collection and data mining techniques such as classification have paved the way to making automated decisions, like loan granting/denial, insurance premium computation. If the training datasets are biased in what regards discriminatory attributes like gender, race, religion, discriminatory decisions may ensue. In the first part of this thesis, we tackle discrimination prevention in data mining and propose new techniques applicable for direct or indirect discrimination prevention individually or both at the same time. We discuss how to clean training datasets and outsourced datasets in such a way that direct and/or indirect discriminatory decision rules are converted to legitimate (non-discriminatory) classification rules. In the second part of this thesis, we argue that privacy and discrimination risks should be tackled together. We explore the relationship between privacy preserving data mining and discrimination prevention in data mining to design holistic approaches capable of addressing both threats simultaneously during the knowledge discovery process. As part of this effort, we have investigated for the first time the problem of discrimination and privacy aware frequent pattern discovery, i.e. the sanitization of the collection of patterns mined from a transaction database in such a way that neither privacy-violating nor discriminatory inferences can be inferred on the released patterns. Moreover, we investigate the problem of discrimination and privacy aware data publishing, i.e. transforming the data, instead of patterns, in order to simultaneously fulfill privacy preservation and discrimination prevention." @default.
• W1830755859 created "2016-06-24" @default.
• W1830755859 creator A5021836148 @default.
• W1830755859 date "2013-06-28" @default.
• W1830755859 modified "2023-09-27" @default.
• W1830755859 title "Simultaneous Discrimination Prevention and Privacy Protection in Data Publishing and Mining" @default.
• W1830755859 cites W125166661 @default.
• W1830755859 cites W1503506375 @default.
• W1830755859 cites W1506285740 @default.
• W1830755859 cites W1528076390 @default.
• W1830755859 cites W1557833142 @default.
• W1830755859 cites W1565377632 @default.
• W1830755859 cites W1570448133 @default.
• W1830755859 cites W1584893807 @default.
• W1830755859 cites W1593806347 @default.
• W1830755859 cites W183455186 @default.
• W1830755859 cites W1988368118 @default.
• W1830755859 cites W1999380087 @default.
• W1830755859 cites W2009331946 @default.
• W1830755859 cites W2026019770 @default.
• W1830755859 cites W2029584418 @default.
• W1830755859 cites W2033472483 @default.
• W1830755859 cites W2051727062 @default.
• W1830755859 cites W2058077223 @default.
• W1830755859 cites W2059141064 @default.
• W1830755859 cites W2059900053 @default.
• W1830755859 cites W2069171221 @default.
• W1830755859 cites W2071672226 @default.
• W1830755859 cites W2079995851 @default.
• W1830755859 cites W2080844952 @default.
• W1830755859 cites W2093099348 @default.
• W1830755859 cites W2097246321 @default.
• W1830755859 cites W2100960835 @default.
• W1830755859 cites W2108805307 @default.
• W1830755859 cites W2110921501 @default.
• W1830755859 cites W2115209166 @default.
• W1830755859 cites W2116416325 @default.
• W1830755859 cites W2118025696 @default.
• W1830755859 cites W2119067110 @default.
• W1830755859 cites W2120582309 @default.
• W1830755859 cites W2123733729 @default.
• W1830755859 cites W2128906841 @default.
• W1830755859 cites W2134167315 @default.
• W1830755859 cites W2136114025 @default.
• W1830755859 cites W2140096141 @default.
• W1830755859 cites W2147427185 @default.
• W1830755859 cites W2150997454 @default.
• W1830755859 cites W2152131375 @default.
• W1830755859 cites W2154026994 @default.
• W1830755859 cites W2155141930 @default.
• W1830755859 cites W2157366881 @default.
• W1830755859 cites W2159024459 @default.
• W1830755859 cites W2161229593 @default.
• W1830755859 cites W2162105856 @default.
• W1830755859 cites W2163882872 @default.
• W1830755859 cites W2164662623 @default.
• W1830755859 cites W2164778205 @default.
• W1830755859 cites W2166658587 @default.
• W1830755859 cites W2767446192 @default.
• W1830755859 cites W2914418376 @default.
• W1830755859 cites W2949990249 @default.
• W1830755859 cites W3120740533 @default.
• W1830755859 cites W590711263 @default.
• W1830755859 hasPublicationYear "2013" @default.
• W1830755859 type Work @default.
• W1830755859 sameAs 1830755859 @default.
• W1830755859 citedByCount "0" @default.
• W1830755859 crossrefType "posted-content" @default.
• W1830755859 hasAuthorship W1830755859A5021836148 @default.
• W1830755859 hasConcept C108827166 @default.
• W1830755859 hasConcept C124101348 @default.
• W1830755859 hasConcept C151719136 @default.
• W1830755859 hasConcept C17744445 @default.
• W1830755859 hasConcept C199539241 @default.
• W1830755859 hasConcept C2522767166 @default.
• W1830755859 hasConcept C2781396290 @default.
• W1830755859 hasConcept C41008148 @default.
• W1830755859 hasConceptScore W1830755859C108827166 @default.
• W1830755859 hasConceptScore W1830755859C124101348 @default.
• W1830755859 hasConceptScore W1830755859C151719136 @default.
• W1830755859 hasConceptScore W1830755859C17744445 @default.
• W1830755859 hasConceptScore W1830755859C199539241 @default.
• W1830755859 hasConceptScore W1830755859C2522767166 @default.
• W1830755859 hasConceptScore W1830755859C2781396290 @default.
• W1830755859 hasConceptScore W1830755859C41008148 @default.
• W1830755859 hasLocation W18307558591 @default.
• W1830755859 hasOpenAccess W1830755859 @default.
• W1830755859 hasPrimaryLocation W18307558591 @default.
• W1830755859 hasRelatedWork W1501278055 @default.
• W1830755859 hasRelatedWork W152447160 @default.
• W1830755859 hasRelatedWork W1613845839 @default.
• W1830755859 hasRelatedWork W1988166276 @default.
• W1830755859 hasRelatedWork W2116416325 @default.
• W1830755859 hasRelatedWork W2188102135 @default.
• W1830755859 hasRelatedWork W22598454 @default.
• W1830755859 hasRelatedWork W2325060415 @default.
• W1830755859 hasRelatedWork W2766117014 @default.
• W1830755859 hasRelatedWork W2794288844 @default.
• W1830755859 hasRelatedWork W2801673500 @default.
• W1830755859 hasRelatedWork W2898321811 @default.

• next