LAUSR

LncReader: identification of dual functional long noncoding RNAs using a multi-head self-attention mechanism

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1 Published in 2022 at "Briefings in bioinformatics"

DOI: 10.1093/bib/bbac579

Abstract: Long noncoding ribonucleic acids (RNAs; LncRNAs) endowed with both protein-coding and noncoding functions are referred to as 'dual functional lncRNAs'. Recently, dual functional lncRNAs have been intensively studied and identified as involved in various fundamental… read more here.

Keywords: head self; self attention; functional lncrnas; multi head ... See more keywords

Multi-Head Self-Attention-Based Deep Clustering for Single-Channel Speech Separation

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0 Published in 2020 at "IEEE Access"

DOI: 10.1109/access.2020.2997871

Abstract: Turning attention to a particular speaker when many people talk simultaneously is known as the cocktail party problem. It is still a tough task that remained to be solved especially for single-channel speech separation. Inspired… read more here.

Keywords: attention; separation; deep clustering; self attention ... See more keywords

Hunt for Unseen Intrusion: Multi-Head Self-Attention Neural Detector

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1 Published in 2021 at "IEEE Access"

DOI: 10.1109/access.2021.3113124

Abstract: A network intrusion detection (NID) system plays a critical role in cybersecurity. However, the existing machine learning-based NID research has a vital issue that their experimental settings do not reflect real-world situations where unknown attacks… read more here.

Keywords: neural detector; attack; head self; multi head ... See more keywords

PrMFTP: Multi-functional therapeutic peptides prediction based on multi-head self-attention mechanism and class weight optimization

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1 Published in 2022 at "PLoS Computational Biology"

DOI: 10.1371/journal.pcbi.1010511

Abstract: Prediction of therapeutic peptide is a significant step for the discovery of promising therapeutic drugs. Most of the existing studies have focused on the mono-functional therapeutic peptide prediction. However, the number of multi-functional therapeutic peptides… read more here.

Keywords: head self; functional therapeutic; self attention; multi head ... See more keywords

PMMS: Predicting essential miRNAs based on multi-head self-attention mechanism and sequences

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1 Published in 2022 at "Frontiers in Medicine"

DOI: 10.3389/fmed.2022.1015278

Abstract: Increasing evidence has proved that miRNA plays a significant role in biological progress. In order to understand the etiology and mechanisms of various diseases, it is necessary to identify the essential miRNAs. However, it is… read more here.

Keywords: head self; self attention; multi head; feature ... See more keywords

A multi-head self-attention deep learning approach for detection and recommendation of neuromagnetic high frequency oscillations in epilepsy

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1 Published in 2022 at "Frontiers in Neuroinformatics"

DOI: 10.3389/fninf.2022.771965

Abstract: Magnetoencephalography is a noninvasive neuromagnetic technology to record epileptic activities for the pre-operative localization of epileptogenic zones, which has received increasing attention in the diagnosis and surgery of epilepsy. As reported by recent studies, pathological… read more here.

Keywords: head self; recommendation; self attention; detection recommendation ... See more keywords

Position-Enhanced Multi-Head Self-Attention Based Bidirectional Gated Recurrent Unit for Aspect-Level Sentiment Classification

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1 Published in 2022 at "Frontiers in Psychology"

DOI: 10.3389/fpsyg.2021.799926

Abstract: Aspect-level sentiment classification (ASC) is an interesting and challenging research task to identify the sentiment polarities of aspect words in sentences. Previous attention-based methods rarely consider the position information of aspect and contextual words. For… read more here.

Keywords: head self; self attention; multi head; attention ... See more keywords

Interpretable Multi-Head Self-Attention Architecture for Sarcasm Detection in Social Media

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0 Published in 2021 at "Entropy"

DOI: 10.3390/e23040394

Abstract: With the online presence of more than half the world population, social media plays a very important role in the lives of individuals as well as businesses alike. Social media enables businesses to advertise their… read more here.

Keywords: social media; head self; multi head; self attention ... See more keywords