FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2964273755> ?p ?o ?g. }

• W2964273755 abstract "Abstract A decade after the first successful attempt to decode speech directly from human brain signals, accuracy and speed remain far below that of natural speech or typing. Here we show how to achieve high accuracy from the electrocorticogram at natural-speech rates, even with few data (on the order of half an hour of spoken speech). Taking a cue from recent advances in machine translation and automatic speech recognition, we train a recurrent neural network to map neural signals directly to word sequences (sentences). In particular, the network first encodes a sentence-length sequence of neural activity into an abstract representation, and then decodes this representation, word by word, into an English sentence. For each participant, training data consist of several spoken repeats of a set of some 30-50 sentences, along with the corresponding neural signals at each of about 250 electrodes distributed over peri-Sylvian speech cortices. Average word error rates across a validation (held-out) sentence set are as low as 7% for some participants, as compared to the previous state of the art of greater than 60%. Finally, we show how to use transfer learning to overcome limitations on data availability: Training certain components of the network under multiple participants’ data, while keeping other components (e.g., the first hidden layer) “proprietary,” can improve decoding performance—despite very different electrode coverage across participants." @default.
• W2964273755 created "2019-07-30" @default.
• W2964273755 creator A5059605278 @default.
• W2964273755 creator A5062329763 @default.
• W2964273755 creator A5091099837 @default.
• W2964273755 date "2019-07-22" @default.
• W2964273755 modified "2023-09-23" @default.
• W2964273755 title "Machine translation of cortical activity to text with an encoder-decoder framework" @default.
• W2964273755 cites W1488659701 @default.
• W2964273755 cites W1498436455 @default.
• W2964273755 cites W1606214964 @default.
• W2964273755 cites W1734538896 @default.
• W2964273755 cites W2005227457 @default.
• W2964273755 cites W2040696002 @default.
• W2964273755 cites W2049363352 @default.
• W2964273755 cites W2064675550 @default.
• W2964273755 cites W2097117768 @default.
• W2964273755 cites W2105482032 @default.
• W2964273755 cites W2118545728 @default.
• W2964273755 cites W2118949016 @default.
• W2964273755 cites W2136848157 @default.
• W2964273755 cites W2138672527 @default.
• W2964273755 cites W2139581981 @default.
• W2964273755 cites W2157331557 @default.
• W2964273755 cites W2223658335 @default.
• W2964273755 cites W2759071281 @default.
• W2964273755 cites W2785888656 @default.
• W2964273755 cites W2791004613 @default.
• W2964273755 cites W2809859618 @default.
• W2964273755 cites W2899283976 @default.
• W2964273755 cites W2964199361 @default.
• W2964273755 cites W34011602 @default.
• W2964273755 doi "https://doi.org/10.1101/708206" @default.
• W2964273755 hasPublicationYear "2019" @default.
• W2964273755 type Work @default.
• W2964273755 sameAs 2964273755 @default.
• W2964273755 citedByCount "8" @default.
• W2964273755 countsByYear W29642737552019 @default.
• W2964273755 countsByYear W29642737552020 @default.
• W2964273755 countsByYear W29642737552021 @default.
• W2964273755 countsByYear W29642737552022 @default.
• W2964273755 crossrefType "posted-content" @default.
• W2964273755 hasAuthorship W2964273755A5059605278 @default.
• W2964273755 hasAuthorship W2964273755A5062329763 @default.
• W2964273755 hasAuthorship W2964273755A5091099837 @default.
• W2964273755 hasBestOaLocation W29642737551 @default.
• W2964273755 hasConcept C111919701 @default.
• W2964273755 hasConcept C118505674 @default.
• W2964273755 hasConcept C138885662 @default.
• W2964273755 hasConcept C154945302 @default.
• W2964273755 hasConcept C177264268 @default.
• W2964273755 hasConcept C17744445 @default.
• W2964273755 hasConcept C199360897 @default.
• W2964273755 hasConcept C199539241 @default.
• W2964273755 hasConcept C203005215 @default.
• W2964273755 hasConcept C204321447 @default.
• W2964273755 hasConcept C2776359362 @default.
• W2964273755 hasConcept C2777530160 @default.
• W2964273755 hasConcept C2778858076 @default.
• W2964273755 hasConcept C28490314 @default.
• W2964273755 hasConcept C41008148 @default.
• W2964273755 hasConcept C41895202 @default.
• W2964273755 hasConcept C50644808 @default.
• W2964273755 hasConcept C57273362 @default.
• W2964273755 hasConcept C76155785 @default.
• W2964273755 hasConcept C90805587 @default.
• W2964273755 hasConcept C94625758 @default.
• W2964273755 hasConceptScore W2964273755C111919701 @default.
• W2964273755 hasConceptScore W2964273755C118505674 @default.
• W2964273755 hasConceptScore W2964273755C138885662 @default.
• W2964273755 hasConceptScore W2964273755C154945302 @default.
• W2964273755 hasConceptScore W2964273755C177264268 @default.
• W2964273755 hasConceptScore W2964273755C17744445 @default.
• W2964273755 hasConceptScore W2964273755C199360897 @default.
• W2964273755 hasConceptScore W2964273755C199539241 @default.
• W2964273755 hasConceptScore W2964273755C203005215 @default.
• W2964273755 hasConceptScore W2964273755C204321447 @default.
• W2964273755 hasConceptScore W2964273755C2776359362 @default.
• W2964273755 hasConceptScore W2964273755C2777530160 @default.
• W2964273755 hasConceptScore W2964273755C2778858076 @default.
• W2964273755 hasConceptScore W2964273755C28490314 @default.
• W2964273755 hasConceptScore W2964273755C41008148 @default.
• W2964273755 hasConceptScore W2964273755C41895202 @default.
• W2964273755 hasConceptScore W2964273755C50644808 @default.
• W2964273755 hasConceptScore W2964273755C57273362 @default.
• W2964273755 hasConceptScore W2964273755C76155785 @default.
• W2964273755 hasConceptScore W2964273755C90805587 @default.
• W2964273755 hasConceptScore W2964273755C94625758 @default.
• W2964273755 hasLocation W29642737551 @default.
• W2964273755 hasOpenAccess W2964273755 @default.
• W2964273755 hasPrimaryLocation W29642737551 @default.
• W2964273755 hasRelatedWork W1508636238 @default.
• W2964273755 hasRelatedWork W1517743118 @default.
• W2964273755 hasRelatedWork W1544285860 @default.
• W2964273755 hasRelatedWork W1978971213 @default.
• W2964273755 hasRelatedWork W2398825887 @default.
• W2964273755 hasRelatedWork W2578428189 @default.
• W2964273755 hasRelatedWork W2606032440 @default.
• W2964273755 hasRelatedWork W2964093087 @default.
• W2964273755 hasRelatedWork W3201973725 @default.

• next