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This contradicts results obtained with synthesized datasets that suggest a better capability to adapt to sudden drifts.
These numbers agree with the taxonomic phylogeny and hierarchy, suggesting that the evolution of genes involved in metabolic pathways is not a cause of recent expansions or sudden drifts.
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For the purpose of our experiments, we randomly chose 50%% of the existing items and change their names from a certain session onwards, causing a sudden drift.
Using the ELEARN dataset, forgetting mechanisms provide clear improvements in recall immediately after a sudden drift, except with IBFF, where slight improvements are only obtained with high fading factors (slow forgetting).
Firstly, it can set the size of data chunk to fit different level of concept drift: small data chunk for sudden concept drift and large data chunk for smooth concept drift.
The second is the ball's sudden late drift from middle to outside leg stump.
Incremental algorithm cannot adapt well to sudden concept drift.
This motivates further research to understand how dataset inherent features such as natural variability and the occurrence of sudden and gradual drifts relate to forgetting parameters such as window length and fading factor values.
A typical day in the field can involve crawling out of a tent first thing in morning to find a fur seal staring you in the face, beautiful wandering albatrosses soaring overhead as the rising sun lights up South Georgia's peaks, or a sudden blizzard with drifting snow - all you can do is find some shelter and wait for it to pass.
Behind the lovers drifts a sudden, enormous sun.
Then the masses drift and sudden cold hits the East.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com