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| 1 | An Attention Based Neural Architecture for Arrhythmia Detection and Classification from ECG Signals显示文摘Arrhythmia is ubiquitous worldwide and cardiologists tend to provide solutions from the recent advancements in medicine.Detecting arrhythmia from ECG signals is considered a standard approach and hence,automating this process would aid the diagnosis by providing fast,costefficient,and accurate solutions at scale.This is executed by extracting the definite properties from the individual patterns collected from Electrocardiography(ECG)signals causing arrhythmia.In this era of applied intelligence,automated detection and diagnostic solutions are widely used for their spontaneous and robust solutions.In this research,our contributions are two-fold.Firstly,the Dual-Tree Complex Wavelet Transform(DT-CWT)method is implied to overhaul shift-invariance and aids signal reconstruction to extract significant features.Next,A neural attention mechanism is implied to capture temporal patterns from the extracted features of the ECG signal to discriminate distinct classes of arrhythmia and is trained end-to-end with the finest parameters.To ensure that the model’s generalizability,a set of five traintest variants are implied.The proposed model attains the highest accuracy of 98.5%for classifying 8 variants of arrhythmia on the MIT-BIH dataset.To test the resilience of the model,the unseen(test)samples are increased by 5x and the deviation in accuracy score and MSE was 0.12%and 0.1%respectively.Further,to assess the diagnostic model performance,AUC-ROC curves are plotted.At every test level,the proposed model is capable of generalizing new samples and leverages the advantage to develop a real-world application.As a note,this research is the first attempt to provide neural attention in arrhythmia classification using MIT-BIH ECG signals data with state-of-the-art performance. | Nimmala Mangathayaru Padmaja Rani Vinjamuri Janaki Kalyanapu Srinivas B.Mathura Bai G.Sai Mohan BLalith Bharadwaj | 2021 | Computers, Materials & Continua2021，，11： | 2 |
| 2 | Imaging bacterial infection with(99m)Tc-ciprofloxacin(Infecton)显示文摘 | Britton KE Vinjamuri S Hall AV | 2002 | J Clin Pathol2002，55，： | 1 |
| 3 | Nuclear medicine techniques in the assessment of alkaptonuria 显示文摘 | Vinjamuri S Ramesh CN Jarvis JA | 2011 | Nuel Med Commun2011，32，10： | 1 |
| 4 | Fuzzy logic modeling of EIS measurements on lithium-ion batteries显示文摘 | Pritpal Singh Ramana Vinjamuri Xiquan Wang David Reisner | 2005 | Electrochimica Acta2005，，8： | 1 |
| 5 | Should all patients with differentiatedthyroid carcinoma undergo 131I SPECT-CT scanning rather than 131Iwhole-body scanning显示文摘 | Al Balooshi B Vinjamuri S | 2015 | Nucl Med Commun2015，36，6： | 1 |
| 6 | Role of 99mTc Sulesomab in the diagnosis of prosthetic joint infections显示文摘 | Iyengar KP Vinjamuri S | | 0，，06： | 1 |
| 7 | Clinical evaluation of technetium-99m infecton for the localisation of bacterial infection显示文摘 | K. E. Britton S. Vinjamuri A. V. Hall K. Solanki Q. H. Siraj J. Bomanji S. Das | 1997 | European Journal of Nuclear Medicine1997，，5： | 1 |
| 8 | Fuzzy Logic Modeling of EIS Measurements on Lithium-ion Batteries 显示文摘 | Pritpal Singh Ramana Vinjamuri Xiquan Wang etc | 2006 | Electrochinica Acta2006，，51： | 1 |
| 9 | Extraction of sources of tremor in hand movements of patients with movement disorders 显示文摘 | VINJAMURI R CRAMMOND D J KONDZIOLKA D et al | 2009 | IEEE Transactions on Information Technology in Biomedicine2009，13，1： | 1 |
| 10 | Fuzzy logicmodeling of EIS measurements on lithium-ionbatteries显示文摘 | Singh P Vinjamuri R Wang X Q | 2006 | Electrochimica Acta2006，51，： | 1 |
| 11 | Clinical evaluation of technetium-99m infection for the localisation of bacterial infection显示文摘 | Britton KE Vinjamuri S Hall AV | 1997 | Eur J Nucl Med1997，24，5： | 1 |
| 12 | Evaluation of the efficacy of ^99Tc^m-infection a novel agent detectingsites of infection显示文摘 | Hall AV Solanki KK Vinjamuri S | 1998 | J Clin Pathol1998，51，3： | 1 |
| 13 | Resistoflavine,cytotoxic compound from a marine actinomycete,Streptomyces chibaensis AUBN,/7显示文摘 | Gorajana A Venkatesan M Vinjamuri S | | 0，，： | 1 |
| 14 | Evaluation of the efficacy of ^99mTc-Infecton: a novel agent for detecting sites of infection显示文摘 | Hall AV Solanki KK Vinjamuri S | 1998 | Journal of Clinical Pathology1998，51，3： | 1 |
| 15 | Resistoflavine, cyo totoxic compound from a marine actinomycete, S treptomyces chibaens is AUBN1/7显示文摘 | Gorajana A Venkatesan M Vinjamuri S | 2007 | M icrob iolRes2007，162，6： | 1 |
| 16 | Cycling in linear programming problems显示文摘 | Gass S I Vinjamuri S | 2004 | Computers &Operations Research2004，31，： | 1 |
| 17 | Caffeine and theobromine selectivity using molecularly imprinted polypyrrole modified electrodes显示文摘 | VINJAMURI A K BURRIS S C DAHL D B | 2008 | ECSTrans2008，13，： | 1 |
| 18 | Fuzzy Logic Modeling of EIS Measurements on Lithium-ion Batteries显示文摘 | Singh P Vinjamuri R Wang Xiquan | 2006 | Electrochimica Acta2006，51，89： | 1 |
| 19 | Effects of acupuncture for cancer pain and quality of life - a case series 显示文摘 | Sivarama Prasad Vinjamury Ju- Tzu Li Eric Hsiao | 2013 | Chin Med2013，8，1： | 1 |
| 20 | Resistoflavine, cytotoxic compound from a marine actinomycete, Streptomyces chibaensis AUBN 1 /7显示文摘 | Adinarayana Gorajana Venkatesan M Saisha Vinjamuri Bapiraju V.V.S.N. Kurada Sujatha Peela Premkumar Jangam Ellaiah Poluri Axel Zeeck | 2006 | Microbiological Research2006，，4： | 1 |
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