Showing 4 ideas for tag "learning"
(@gerryn) kudos icon 5

2020 Epilepsy Research Benchmarks

Epilepsy-related "training" datasets for machine learning

Most epilepsy-related Machine Learning (ML) tools tend to focus on seizure detection using readily available EEG "training" datasets. ML has potentially many other epilepsy-related use cases beyond seizure detection that are yet to be discovered, but the lack of "training" data is likely hindering its use. If tools could be developed to help identify and generate new "training" data from existing epilepsy datasets, ML... more »

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(@steve) kudos icon 5

2020 Epilepsy Research Benchmarks

Strategically integrating the benchmarks for clarity

Few benchmarks will have large clinical impact if accomplished alone. Most benchmarks, specifically those relating to integrating large data sets and developing models, depend upon integrating knowledge gained from progress toward other benchmarks. In Area II, for example, benchmarks A, B, and C could be addressed separately, by a variety of innovative research approaches large and small. However, benchmark F needs input... more »

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(@muotri) kudos icon 3

2020 Epilepsy Research Benchmarks

Human Brain Organoid Models

Brain organoids, a new class of brain surrogate, have gained traction as a model for studying the intricacies of the human brain by using advancements in stem cell biology to recapitulate aspects of the developing human brain in vitro. Brain organoids generated from human pluripotent stem cells (hPSCs) offer a means to study human disease. Recent observation of nested EEG-like signals spontaneously emerge from these organoids... more »

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(@jayetta) kudos icon 6

2020 Epilepsy Research Benchmarks

We need clinical trials with an N of EVERYONE trending idea

Coming from the world of families with children ravaged by the many rare and catastrophic epilepsies, we suggest consideration of a benchmark where every child with epilepsy is enrolled in a clinical trial. Our children are already guinea pigs, but their experiences are not treated with the respect of a common lab rat. The vital data on the impact of the constantly changing cocktails to try to control their treatment... more »

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