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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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Researchers use machine intelligence to improve brain-mapping technique


Researchers use machine intelligence to improve brain-mapping technique
Scientists in Japan s brain science project have used machine intelligence to improve the accuracy and reliability of a powerful brain-mapping technique, a new study reports.
Their development, published on December 18th in
Scientific Reports, gives researchers more confidence in using the technique to untangle the human brain s wiring and to better understand the changes in this wiring that accompany neurological or mental disorders such as Parkinson s or Alzheimer s disease.
Working out how all the different brain regions are connected - what we call the connectome of the brain - is vital to fully understand the brain and all the complex processes it carries out, said Professor Kenji Doya, who leads the Neural Computation Unit at the Okinawa Institute of Science and Technology Graduate University (OIST). ....

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COVID-19 Boosts Montfort's Remote Neurological Monitor


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BINYAMINA, Israel, Dec. 16, 2020 /PRNewswire/  Montfort (Mon4t), an innovative medical startup introduces its real-time, remote neurological monitor.
Montfort s FDA-cleared solution leverages smartphone technology, big-data and AI to conduct digital neurological tests for patients with conditions such as Parkinson s disease, Huntington s disease, psychiatric disorders (like schizophrenia), as well as for patients with Post-COVID19 symptoms, some of which are similar to those observed in neurological conditions.
About one billion people around the world suffer from neurological and psychiatric disorders. Diagnostics and treatment are based upon short and infrequent clinical visits thus limiting patients quality of care and increasing treatment costs - about 800 Billion USD in the US alone, says ....

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