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ORCIDComputers in Biology and Medicine, Volume 165
Volume 165, October 2023
- Lu Han
, Zhikuan Wang, Congyong Li, Mengjiao Fan, Yanrong Wang, Gang Sun, Guanghai Dai:
Functional identification and prediction of lncRNAs in esophageal cancer. 107205 - Song Sun, Yonghuai Wang, Jinzhu Yang, Yong Feng, Lingzhi Tang, Shuo Liu, Hongxia Ning:
Topology-sensitive weighting model for myocardial segmentation. 107286 - Xiaojun Yu, Mingshuai Li, Chenkun Ge, Miao Yuan, Linbo Liu, Jianhua Mo, Perry Ping Shum, Jinna Chen:
Loss-balanced parallel decoding network for retinal fluid segmentation in OCT. 107319 - Jiacong Wang, Xiaolan Ding, Jun Xiao:
Poisson-based image editing for semi-supervised vitiligo lesion segmentation with limited annotations. 107320 - Davide Borra, Valeria Mondini, Elisa Magosso, Gernot R. Müller-Putz:
Decoding movement kinematics from EEG using an interpretable convolutional neural network. 107323 - Xin Jiang, Yizhou Ding, Mingzhe Liu, Yong Wang, Yan Li, Zongda Wu:
BiFTransNet: A unified and simultaneous segmentation network for gastrointestinal images of CT & MRI. 107326 - Xinhui Li, Xu Zhang, Xiang Chen, Xun Chen, Aiping Liu:
Cross-user gesture recognition from sEMG signals using an optimal transport assisted student-teacher framework. 107327 - Samart Jamrat, Chonlaphat Sukasem, Lawan Sratthaphut, Yaowaluck Hongkaew, Taweesak Samanchuen:
A precision medicine approach to personalized prescribing using genetic and nongenetic factors for clinical decision-making. 107329 - Jun Lyu, Yapeng Tian, Qing Cai, Chengyan Wang, Jing Qin:
Adaptive channel-modulated personalized federated learning for magnetic resonance image reconstruction. 107330 - Qing-Jing Sheng, Yuan Tan, Liyuan Zhang, Zhiping Wu, Beiying Wang, Xiao-Ying He:
Heterogeneous graph framework for predicting the association between lncRNA and disease and case on uterine fibroid. 107331 - Yao Zheng, Dong Huang, Xiaoshuo Hao, Jie Wei, Hongbing Lu, Yang Liu:
UniVisNet: A Unified Visualization and Classification Network for accurate grading of gliomas from MRI. 107332 - Brayan Monroy, Karen Sanchez, Paula Arguello, Juan Estupiñán, Jorge Bacca, Claudia V. Correa P., Laura Valencia, Juan C. Castillo, Olinto Mieles, Henry Arguello, Sergio Castillo, Fernando Rojas Morales:
Automated chronic wounds medical assessment and tracking framework based on deep learning. 107335 - Junjie Wang, Hao Quan, Chengguang Wang, Genke Yang:
Pyramid-based self-supervised learning for histopathological image classification. 107336 - Xu Lu, Xiangjun Liu, Zhiwei Xiao, Shulian Zhang, Jun Huang, Chuan Yang, Shaopeng Liu:
Self-supervised dual-head attentional bootstrap learning network for prostate cancer screening in transrectal ultrasound images. 107337
- Fatimah Abdulazim Altuhaifa, Khin Than Win, Guoxin Su:
Predicting lung cancer survival based on clinical data using machine learning: A review. 107338
- Guoquan Ning, Yuping Sun, Jie Ling, Jijia Chen, Jiaxi He:
BDN-DDI: A bilinear dual-view representation learning framework for drug-drug interaction prediction. 107340 - Ross Straughan, Karim Kadry, Sahil A. Parikh, Elazer R. Edelman, Farhad Rikhtegar Nezami:
Fully automated construction of three-dimensional finite element simulations from Optical Coherence Tomography. 107341 - Zachary Harbin, David Sohutskay, Emma Vanderlaan, Muira Fontaine, Carly A. Mendenhall, Carla Fisher, Sherry Voytik-Harbin, Adrian Buganza Tepole:
Computational mechanobiology model evaluating healing of postoperative cavities following breast-conserving surgery. 107342 - Chunjun Hua, Yue Wu, Yiqiao Shi, Menghan Hu, Rong Xie, Guangtao Zhai, Xiaoping Zhang:
Steganography for medical record image. 107344 - Qing Li, Runrui Li, Tao Wang, Yubin Cheng, Yan Qiang, Wei Wu, Juanjuan Zhao, Dongxu Zhang:
A cascade-based dual-domain data correction network for sparse view CT image reconstruction. 107345 - Xiangan Chen, Xiaofei Yang, Chenhong Li, Xianguang Lin, Wen Zhang:
Non-coding RNA identification with pseudo RNA sequences and feature representation learning. 107355 - Muhammad Sufyan, Zeeshan Shokat, Usman Ali Ashfaq:
Artificial intelligence in cancer diagnosis and therapy: Current status and future perspective. 107356 - Karan Buntval, Hana M. Dobrovolny:
Modeling of oncolytic viruses in a heterogeneous cell population to predict spread into non-cancerous cells. 107362 - Antonio Pepe, Jan Egger, Marina Codari, Martin J. Willemink, Christina Gsaxner, Jianning Li, Peter M. Roth, Dieter Schmalstieg, Gabriel Mistelbauer, Dominik Fleischmann:
Automated cross-sectional view selection in CT angiography of aortic dissections with uncertainty awareness and retrospective clinical annotations. 107365 - Lejun Gong, Jingmei Chen, Xiong Cui, Yang Liu:
RPIPCM: A deep network model for predicting lncRNA-protein interaction based on sequence feature encoding. 107366 - Hejun Huang, Zuguo Chen, Chaoyang Chen, Ming Lu, Ying Zou:
Complementary consistency semi-supervised learning for 3D left atrial image segmentation. 107368 - Deyin Kong, Qing Wang, Jiangeng Huang, Zhihui Zhang, Xiebin Wang, Qing Han, Yanbin Shi, Ran Ji, Yiling Li:
Design and manufacturing of biomimetic scaffolds for bone repair inspired by bone trabeculae. 107369 - Qi Li, Hengchen Liu, Yun Jin, Yuanquan Yu, Yihang Wang, Di Wu, Yinghao Guo, Longfu Xi, Dan Ye, Yanzhi Pan, Xiaoxiao Zhang, Jiangtao Li:
Analysis of a new therapeutic target and construction of a prognostic model for breast cancer based on ferroptosis genes. 107370 - Boya Wu, Caixia Li, Jiawei Zhang, Haoran Lai, Qianjin Feng, Meiyan Huang:
Unsupervised dual-domain disentangled network for removal of rigid motion artifacts in MRI. 107373 - Yuchun Li, Yuanyuan Wu, Mengxing Huang, Yu Zhang, Zhiming Bai:
Attention-guided multi-scale learning network for automatic prostate and tumor segmentation on MRI. 107374 - Vladimir Smrkolj, Domen Pregeljc, Hana Kavcic, Nejc Umek, Janez Mavri:
Micro-pharmacokinetics of lidocaine and bupivacaine transfer across a myelinated nerve fiber. 107375 - Tao Liu, Abdul Aziz Hulleck, Marwan El-Rich:
Sensitivity of subject-specific upper body musculoskeletal model predictions to mass scaling methods. 107376 - Tangsheng Wang, Xuan Liu, Jingjing Dai, Chulong Zhang, Wenfeng He, Lin Liu, Yinping Chan, Yutong He, Hanqing Zhao, Yaoqin Xie, Xiaokun Liang:
An unsupervised dual contrastive learning framework for scatter correction in cone-beam CT image. 107377 - Tamjid Imtiaz, Shaikh Anowarul Fattah, Sun-Yuan Kung:
BAWGNet: Boundary aware wavelet guided network for the nuclei segmentation in histopathology images. 107378 - Chenji Li, Xiaoxu Zhong, Arezoo Motavalizadeh Ardekani:
Numerical studies of the lymphatic uptake rate. 107380 - Reduan Asbai-Ghoudan, Gabriele Nasello, María Ángeles Pérez, Stefaan W. Verbruggen, Sergio Ruiz de Galarreta, Naiara Rodriguez-Florez:
In silico assessment of the bone regeneration potential of complex porous scaffolds. 107381 - Annelies Agten, Alfonso Blázquez-Moreno, Marjolein Crabbe, Marianne Tuefferd, Hinrich Goehlmann, Helena Geys, Cheng-Yuan Peng, Jari Claes, Thomas Neyens, Christel Faes:
Measures of spatial heterogeneity in the liver tissue micro-environment as predictive factors for fibrosis score. 107382 - Karthik Shetty, Annette Birkhold, Srikrishna Jaganathan, Norbert Strobel, Bernhard Egger, Markus Kowarschik, Andreas K. Maier:
BOSS: Bones, organs and skin shape model. 107383 - Chad E. Drake, Leo K. Cheng, Nicole D. Muszynski, Suseela Somarajan, Niranchan Paskaranandavadivel, Timothy R. Angeli-Gordon, Peng Du, Leonard A. Bradshaw, Recep Avci:
Electroanatomical mapping of the stomach with simultaneous biomagnetic measurements. 107384 - Cheng Xu, Ke Yi, Nan Jiang, Xiong Li, Meiling Zhong, Yuejin Zhang:
MDFF-Net: A multi-dimensional feature fusion network for breast histopathology image classification. 107385 - Shaherin Basith, Nhat Truong Pham, Minkyung Song, Gwang Lee, Balachandran Manavalan:
ADP-Fuse: A novel two-layer machine learning predictor to identify antidiabetic peptides and diabetes types using multiview information. 107386 - Tao Zhou, Fengzhen Liu, Xinyu Ye, Hongwei Wang, Huiling Lu:
CCGL-YOLOV5:A cross-modal cross-scale global-local attention YOLOV5 lung tumor detection model. 107387 - Yujie Jing, Chen Li, Tianming Du, Tao Jiang, Hongzan Sun, Jinzhu Yang, Liyu Shi, Minghe Gao, Marcin Grzegorzek, Xiaoyan Li:
A comprehensive survey of intestine histopathological image analysis using machine vision approaches. 107388 - Essam H. Houssein, Diego Oliva, Nagwan M. Abdel Samee, Noha F. Mahmoud, Marwa M. Emam:
Liver Cancer Algorithm: A novel bio-inspired optimizer. 107389 - Yi Xiao, Jun Zhang, Cheng Chi, Yuqing Ma, Aiguo Song:
Criticality and clinical department prediction of ED patients using machine learning based on heterogeneous medical data. 107390 - Feixiang Zhao, Dongfen Li, Rui Luo, Mingzhe Liu, Xin Jiang, Junjie Hu:
Self-supervised deep learning for joint 3D low-dose PET/CT image denoising. 107391 - Qian Zhang, Jinhua Sheng, Qiao Zhang, Luyun Wang, Ze Yang, Yu Xin:
Enhanced Harris hawks optimization-based fuzzy k-nearest neighbor algorithm for diagnosis of Alzheimer's disease. 107392 - Yali Jiang, Haoran Shi, Zehua Sun, Jingyuan Ding, Fanyu Kong:
Shortest path core-selection incentive for federated learning platform with medical applications. 107394 - Ning Qiang, Jie Gao, Qinglin Dong, Huiji Yue, Hongtao Liang, Lili Liu, Jingjing Yu, Jing Hu, Shu Zhang, Bao Ge, Yifei Sun, Zhengliang Liu, Tianming Liu, Jin Li, Hujie Song, Shijie Zhao:
Functional brain network identification and fMRI augmentation using a VAE-GAN framework. 107395 - Yulan Dai, Beiji Zou, Chengzhang Zhu, Yang Li, Zhi Chen, Zexin Ji, Xiaoyan Kui, Wensheng Zhang:
DE-JANet: A unified network based on dual encoder and joint attention for Alzheimer's disease classification using multi-modal data. 107396 - Wenxue Li, Wei Lu, Jinghui Chu, Qi Tian, Fugui Fan:
Confidence-guided mask learning for semi-supervised medical image segmentation. 107398 - Zhan Gao, Zean Tian, Bin Pu, Shengli Li, Kenli Li:
Deep endpoints focusing network under geometric constraints for end-to-end biometric measurement in fetal ultrasound images. 107399 - Sainan Zhang, Xingwang Liu, Yue Zhao, Ping Wang, Rui Yu, Peigang Xu, Yue Jiang, Liang Cheng:
Microbiome characteristics description of COVID-19 patients based on bulk RNA-seq and scRNA-Seq data. 107400 - Zhehao Zhang, Linlin Gao, Pengyuan Li, Guang Jin, Jianhua Wang:
DAUF: A disease-related attentional UNet framework for progressive and stable mild cognitive impairment identification. 107401 - Jiaqi Huang, Jingyuan Zhang, Fanqin Zhang, Shan Lu, Siyu Guo, Rui Shi, Yiyan Zhai, Yifei Gao, Xiaoyu Tao, Zhengseng Jin, Leiming You, Jiarui Wu:
Identification of a disulfidptosis-related genes signature for prognostic implication in lung adenocarcinoma. 107402 - Wencai Li, Daqing Yang, Chao Ma, Lei Liu:
Identifying novel disease categories through divergence optimization: An approach to prevent misdiagnosis in medical imaging. 107403 - Abdur Rasool, Jingwei Hong, Qingshan Jiang, Hui Chen, Qiang Qu:
BO-DNA: Biologically optimized encoding model for a highly-reliable DNA data storage. 107404 - Li Zhang, Changsheng Li, Run Zhang, Qiang Sun:
Online semi-supervised learning for motor imagery EEG classification. 107405 - Md. Mahmodul Hasan, Muhammad Minoar Hossain, Mohammad Motiur Rahman, A. K. M. Azad, Salem A. Alyami, Mohammad Ali Moni:
FP-CNN: Fuzzy pooling-based convolutional neural network for lung ultrasound image classification with explainable AI. 107407 - Xiaoming Yu, Wenxiang Qin, Xiao Lin, Zhuohan Shan, Liyao Huang, Qike Shao, Liangxing Wang, Mayun Chen:
Synergizing the enhanced RIME with fuzzy K-nearest neighbor for diagnose of pulmonary hypertension. 107408 - Ronglin Gong, Jing Shi, Jian Wang, Jun Wang, Jianwei Zhou, Xiaofeng Lu, Jun Du, Jun Shi:
Hybrid-supervised bidirectional transfer networks for computer-aided diagnosis. 107409 - Shuangshan Bu, HuanHuan Zheng, Shanshan Chen, Yuemeng Wu, Chenlei He, Deshu Yang, Chengwen Wu, Ying Zhou:
An optimized machine learning model for predicting hospitalization for COVID-19 infection in the maintenance dialysis population. 107410 - Guankun Wang, Long Bai, Yanan Wu, Tong Chen, Hongliang Ren:
Rethinking exemplars for continual semantic segmentation in endoscopy scenes: Entropy-based mini-batch pseudo-replay. 107412 - Nan Luo, Xiaojing Zhong, Luxin Su, Zilin Cheng, Wenyi Ma, Pingsheng Hao:
Artificial intelligence-assisted dermatology diagnosis: From unimodal to multimodal. 107413 - Rui Meng, Shuaidong Yin, Jianqiang Sun, Huan Hu, Qi Zhao:
scAAGA: Single cell data analysis framework using asymmetric autoencoder with gene attention. 107414 - Bolin Wang, Jinli Pei, Shengnan Xu, Jie Liu, Jinming Yu:
System analysis based on glutamine catabolic-related enzymes identifies GPT2 as a novel immunotherapy target for lung adenocarcinoma. 107415 - Tianxun Zhou, Chee Hoe Cheah, Eunice W. M. Chin, Jie Chen, Hui Jia Farm, Eyleen L. K. Goh, Keng-Hwee Chiam:
ContrastivePose: A contrastive learning approach for self-supervised feature engineering for pose estimation and behavorial classification of interacting animals. 107416 - Debin Cheng, Zhao Zhang, Zhenzhou Mi, Weidong Tao, Dong Liu, Jun Fu, Hongbin Fan:
Deciphering the heterogeneity and immunosuppressive function of regulatory T cells in osteosarcoma using single-cell RNA transcriptome. 107417 - Yutao Dou, Wei Li, Yucen Nan, Yidi Zhang, Shaoliang Peng:
Feature augmentation and semi-supervised conditional transfer learning for early detection of sepsis. 107418 - Fernando Vaquerizo-Villar, Gonzalo C. Gutiérrez-Tobal, Eva Calvo, Daniel Álvarez, Leila Kheirandish-Gozal, Félix del Campo, David Gozal, Roberto Hornero:
An explainable deep-learning model to stage sleep states in children and propose novel EEG-related patterns in sleep apnea. 107419 - Youssef Mourchid, Rim Slama:
D-STGCNT: A Dense Spatio-Temporal Graph Conv-GRU Network based on transformer for assessment of patient physical rehabilitation. 107420 - Xin-Fei Wang, Chang-Qing Yu, Zhu-Hong You, Yan Qiao, Zheng-Wei Li, Wenzhun Huang:
An efficient circRNA-miRNA interaction prediction model by combining biological text mining and wavelet diffusion-based sparse network structure embedding. 107421 - Namrata Nath, Sangheon Lee, Ivan Lee:
Application of specialized word embeddings and named entity and attribute recognition to the problem of unsupervised automated clinical coding. 107422 - Zhihong Zhang, Qinqin Xiao, Jiebo Luo:
Infant death prediction using machine learning: A population-based retrospective study. 107423 - Abdur Rehman, Israr Fatima, Yinuo Wang, Jiapei Tong, Fatima Noor, Muhammad Qasim, Yuzhong Peng, Mingzhi Liao:
Unveiling the multi-target compounds of Rhazya stricta: Discovery and inhibition of novel target genes for the treatment of clear cell renal cell carcinoma. 107424 - Janani Manochkumar, Aswani Kumar Cherukuri, Raju Suresh Kumar, Abdulrahman I. Almansour, Siva Ramamoorthy, Thomas Efferth:
A critical review of machine-learning for "multi-omics" marine metabolite datasets. 107425 - Jayakumar Pai, Bhadrachalam Chitturi:
Super oriented cycles in permutations. 107426 - Tala Abdallah, Nisrine Jrad, Fahed Abdallah, Anne Humeau-Heurtier, Patrick Van Bogaert:
A self-attention model for cross-subject seizure detection. 107427 - Hemant Kumar Joon, Anamika Thalor, Dinesh Gupta:
Machine learning analysis of lung squamous cell carcinoma gene expression datasets reveals novel prognostic signatures. 107430 - Mengqi He, Biao Tang, Yanni Xiao, Sanyi Tang:
Transmission dynamics informed neural network with application to COVID-19 infections. 107431 - A. V. S. Sai Krishna, Alagammai Ramu, Srimathangi Hariharan, Swati Sinha, Sainitin Donakonda:
Characterization of tumor microenvironment in glioblastoma multiforme identifies ITGB2 as a key immune and stromal related regulator in glial cell types. 107433 - Hanguang Xiao, Xufeng Xue, Mi Zhu, Xin Jiang, Qingling Xia, Kai Chen, Huanqi Li, Li Long, Ke Peng:
Deep learning-based lung image registration: A review. 107434 - Parth Sarker, Arnob Mitro, Hammadul Hoque, Md. Nazmul Hasan, G. M. Nurnabi Azad Jewel:
Identification of potential novel therapeutic drug target against Elizabethkingia anophelis by integrative pan and subtractive genomic analysis: An in silico approach. 107436 - R. Jenkin Suji, Sarita Singh Bhadauria, W. Wilfred Godfrey:
A survey and taxonomy of 2.5D approaches for lung segmentation and nodule detection in CT images. 107437 - Bu Xu, Lu Wang, Jinzhong Yang, Benqiang Yang, Lisheng Xu, Yang Chen, Dingchang Zheng:
Multi-constraint point set registration with redundant point removal for the registration of coronary arteries. 107438 - Xiaozhou Lu, Sunghwan Kim:
Weakly mutually uncorrelated codes with maximum run length constraint for DNA storage. 107439
- Silvia Seoni, Jahmunah Vicnesh, Massimo Salvi, Prabal Datta Barua, Filippo Molinari, U. Rajendra Acharya:
Application of uncertainty quantification to artificial intelligence in healthcare: A review of last decade (2013-2023). 107441 - Mahboobeh Jafari, Afshin Shoeibi, Marjane Khodatars, Sara Bagherzadeh, Ahmad Shalbaf, David López-García, Juan Manuel Górriz, U. Rajendra Acharya:
Emotion recognition in EEG signals using deep learning methods: A review. 107450
- Weijie Xu, Lina Nie, Beijing Chen, Weiping Ding:
Dual-stream EfficientNet with adversarial sample augmentation for COVID-19 computer aided diagnosis. 107451 - Jinzhou Wu, Yang Su, Ao Yang, Jingzheng Ren, Yi Xiang:
An improved multi-modal representation-learning model based on fusion networks for property prediction in drug discovery. 107452 - Haiyan Li, Peng Zeng, Chongbin Bai, Wei Wang, Ying Yu, Pengfei Yu:
PMJAF-Net: Pyramidal multi-scale joint attention and adaptive fusion network for explainable skin lesion segmentation. 107454 - Yi-bo Zou, Yan Ge, Linlin Zhao, Wei Li:
MR-Trans: MultiResolution Transformer for medical image segmentation. 107456 - Bin Hu, Yongfeng Tao, Minqiang Yang:
Detecting depression based on facial cues elicited by emotional stimuli in video. 107457 - Zhaoqian Liu, Qi Wang, Anjun Ma, Shaohong Feng, Dongjun Chung, Jing Zhao, Qin Ma, Bingqiang Liu:
Inference of disease-associated microbial gene modules based on metagenomic and metatranscriptomic data. 107458 - Jiayuan Zhang, Yunqing Liu, Lianheng Xia, Jia Zhen, Jie Gao, Tomokiyo Atsushi:
Constructing heterogeneous single-cell landscape and identifying microenvironment molecular characteristics of primary and lymphatic metastatic head and neck squamous cell carcinoma. 107459 - Shuo Gao, Wenhui Yang, Menglei Xu, Hao Zhang, Hong Yu, Airong Qian, Wenjuan Zhang:
U-MLP: MLP-based ultralight refinement network for medical image segmentation. 107460 - Jiaxin Zhang, Zechen Wei, Xiangjun Wu, Yaxin Shang, Jie Tian, Hui Hui:
Magnetic particle imaging deblurring with dual contrastive learning and adversarial framework. 107461 - Yisheng Zhao, Huaiyu Zhu, Xiaofei Chen, Feixiang Luo, Mengting Li, Jinyan Zhou, Shuohui Chen, Yun Pan:
Pose-invariant and occlusion-robust neonatal facial pain assessment. 107462 - Narrendar RaviChandran, James Hope, Kean C. Aw, Andrew McDaid:
Modeling the excitation of nerve axons under transcutaneous stimulation. 107463 - Yanan Jiang, Jianing Li, Yujie Liu, Xiuyun Shen, Junyi Li, Fengnan Zhi, Juan Xu, Xia Li, Tingting Shao, Yingqi Xu:
Open a new epoch of arsenic trioxide investigation: ATOdb. 107465 - Christopher Lundy, Geraldine B. Boylan, Sean Mathieson, Jacopo Proietti, John M. O'Toole:
Quantitative analysis of high-frequency activity in neonatal EEG. 107468 - Shannan Chen, Jinfeng Duan, Nan Zhang, Miao Qi, Jinze Li, Hong Wang, Rongqiang Wang, Ronghui Ju, Yang Duan, Shouliang Qi:
MSA-YOLOv5: Multi-scale attention-based YOLOv5 for automatic detection of acute ischemic stroke from multi-modality MRI images. 107471 - Bo Guan, Yuelin Zou, Jianchang Zhao, Lizhi Pan, Bo Yi, Jianmin Li:
Clean visual field reconstruction in robot-assisted laparoscopic surgery based on dynamic prediction. 107472 - Xiaoman Duan, Xiao Fan Ding, Naitao Li, Fang-Xiang Wu, Xiongbiao Chen, Ning Zhu:
Sparse2Noise: Low-dose synchrotron X-ray tomography without high-quality reference data. 107473 - Sabrina Schoenborn, T. Lorenz, K. Kuo, David F. Fletcher, Maria A. Woodruff, S. Pirola, Mark C. Allenby:
Fluid-structure interactions of peripheral arteries using a coupled in silico and in vitro approach. 107474 - Yu Liu, Rui Fan, Jingkun Yi, Qinghua Cui, Chunmei Cui:
A fusion framework of deep learning and machine learning for predicting sgRNA cleavage efficiency. 107476 - Tianxing Li, Yulin Gong, Yudan Lv, Fatong Wang, Mingjia Hu, Yinke Wen:
GAC-SleepNet: A dual-structured sleep staging method based on graph structure and Euclidean structure. 107477
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