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Tetfund Launches Centres of Excellence in Research


12 Nigerian universities across the six geopolitical zones will begin 2021 on a sound note as the Tertiary Education Trust Fund, Tetfund, recently commissioned them with a grant of N1bn each as Centres of Excellence to champion research in assigned areas of national priority. Olaoluwakitan Babatunde dissects the implications of R&D vis-à-vis the Centres national development
The phrase, “garbage in, garbage out”, is a concept that underscores that flawed or nonsense input data can only produce nonsense output or garbage. It is more like the law of sowing and reaping in religion.
The relationship between Research and Development (R&D) and national development is one area this is most manifest. Nations, which don’t care about R&D or throw peanuts at it, reap peanuts. But nations that invest handsomely in R&D reap generously in terms of socio-economic prosperity and quality of life of their citizens. It is, therefore, not surprising that the world’s leading and emergi ....

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Incremental Risk Minimization Algorithm


Incremental Risk Minimization Algorithm
Incremental Regression with Polynomials ↑
Incremental (or on-line) learning regression is the process of adapting a model one example at a time without accumulating a batch of data. It has the advantages of allowing continuous adaptation to non-stationary environments, easily handling big data through stream processing, and a fixed low computation and memory demand.
The easiest solution is to perform a gradient descent on a squared error metric with each new training example. But this solution does not work well for complex model structures. Especially, the influence of a non-linear transformation of the inputs through a fixed model structure has long been an open problem. During my PhD I worked on an approach which is able to deal with a broad class of non-linear model structures. Its emphasis is on minimizing the effect of local training examples on changes of the global model. Thus, it yields a robust behavio ....

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