By Suykens J.
• dangers of classical neural nets• SVM houses and traditional SVM classifier• similar kernelbased studying tools• Use of the "kernel trick" (Mercer Theorem)• LS-SVMs: extending the SVM framework• in the direction of a subsequent iteration of universally appropriate models?• the matter of studying and generalization
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Extra resources for A short Introduction to Support Vector Machines and Kernelbased Learning
Laboratory experiments indicate that the salt concrete will attain an initial permeability of at least 10-18 m2 and in the design of the drift seals this value has become the main requirement. Brine migration through the seals might degrade their hydraulic behaviour due to chemical reactions, however. This could not be avoided because no material has been known that is chemically stable to all possible brines getting into contact with the seals. The chemical constitution of the brine depends on its flow path and could not be pre-determined due to the geometrical complexity of the mine and the salt structure.
Following studies and the successful demonstration of the disposal technologies used, the operating licence was granted in 1981. The disposal of waste was terminated on September 28, 1998. The license for operating the repository originates from the former German Democratic Republic and does not include the license for the closure of the repository. Therefore, according to the Atomic Energy Act (Atomgesetz, AtG) a license application for the closure of the repository has to be prepared by the Federal Office for Radiation Protection (BfS) who became the responsible operator of the repository after the reunification of Germany in 1990.
The salt leaching surface forms a more or less flat plane at a depth of approximately 140 m below mean sea level. The leaching surface displays a certain relief with depressions in some places with a proved maximum of approximately 175 m below mean sea level. The overlying cap rock has a very low hydraulic conductivity and isolates the salt structure from the aquifer system in the overlying upper Cretaceous rocks. The aquifer is overlain by unconsolidated or semi-consolidated glacial sediments.
A short Introduction to Support Vector Machines and Kernelbased Learning by Suykens J.