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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 ....
Model to assess the effect of lockdowns has fundamental shortcomings In a recent study, researchers from Imperial College London developed a model to assess the effect of different measures used to curb the spread of the coronavirus. However, the model had fundamental shortcomings and cannot be used to draw the published conclusions, claim Swedish researchers from Lund University, and other institutions, in the journal Nature. / nwT8 CyIcSI The results from Imperial indicated that it was almost exclusively the complete societal lockdown that suppressed the wave of infections in Europe during spring. The study estimated the effects of different measures such as social distancing, self-isolating, closing schools, banning public events and the lockdown itself. ....
The world is changing, fast. Indeed, in modern digital technology, speed is always of the essence. Fast digital networks are now the basis of technological development: The rapid transfer of data enables services such as video conferencing, cloud computing, voice recognition and instant translation, as well as new services as yet unforeseen. The mobile device in your hand is a powerful computing tool in itself, but its capabilities are increased manyfold the instant it is connected to a fast, reliable digital communications network. The custodians of these networks, telecoms companies like Ukraine’s leading mobile operator Kyivstar, have therefore always been at the cutting edge of technological development. ....