By Suykens J.
• negative aspects of classical neural nets• SVM homes and traditional SVM classifier• similar kernelbased studying equipment• Use of the "kernel trick" (Mercer Theorem)• LS-SVMs: extending the SVM framework• in the direction of a subsequent new release of universally acceptable models?• the matter of studying and generalization
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Additional info for A short Introduction to Support Vector Machines and Kernelbased Learning
Innovations in technology and communications have drastically changed the nature of work and the economic relationships among nations. It is in this context that human capital, and hence the quality of education, have moved high on the American political agenda. Businesses have developed increasingly sophisticated ways of comparing their processes and products to others around the world. One of those, the concept of benchmarkingmeasuring one's own practices against those of othershas had a substantial impact on education policy makers.
For Miller the positive impact benchmarking has had on American business is clear. She acknowledged that the education community confronts different problems in attempting to benchmarknoting that film canisters are easier to measure than is student learning. Her message, however, was that education faces a need to learn from the experiences of others just as urgent as the one that has faced business. Page 9 I contend that standards would have the net effect of reducing inequitiesa system without expectations invariably accepts inequities.
Primarily, he stressed that rather than simply creating financial or other practical incentives for teachers to comply with higher standards, education leaders should find ways to engage them with the content of the standards. He stressed that for standards to be effective, they must be internalized by teachers. In particular, teachers need the opportunityespecially time in their schedulesto really Page 17 learn what the standards are about. In many cases, as noted above, they need the opportunity to learn new content, and as one administrator pointed out to Floden, this generally requires more than a weekend workshop.
A short Introduction to Support Vector Machines and Kernelbased Learning by Suykens J.