Geoffrey E. Hinton - Related publications

Computer Science University of Toronto, Toronto, ON, Canada 
machine learning
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50 most relevant papers in past 60 days:
Year Citation  Score
2021 Nápoles G, Bello M, Salgueiro Y. Long-term Cognitive Network-based architecture for multi-label classification. Neural Networks : the Official Journal of the International Neural Network Society. 140: 39-48. PMID 33744712 DOI: 10.1016/j.neunet.2021.03.001   
2021 Devarajan K. A statistical framework for non-negative matrix factorization based on generalized dual divergence. Neural Networks : the Official Journal of the International Neural Network Society. 140: 309-324. PMID 33892302 DOI: 10.1016/j.neunet.2021.03.020   
2021 Yu C, Rosendo A. Risk-Aware Model-Based Control. Frontiers in Robotics and Ai. 8: 617839. PMID 33778013 DOI: 10.3389/frobt.2021.617839   
2021 Yang Y, Wang X, Zhao X, Huang M, Zhu Q. M3GPSpectra: A novel approach integrating variable selection/construction and MLR modeling for quantitative spectral analysis. Analytica Chimica Acta. 1160: 338453. PMID 33894955 DOI: 10.1016/j.aca.2021.338453   
2021 Zhang X, Yang L, Zhang B, Liu Y, Jiang D, Qin X, Hao M. Multi-Scale Aggregation Graph Neural Networks Based on Feature Similarity for Semi-Supervised Learning. Entropy (Basel, Switzerland). 23. PMID 33800642 DOI: 10.3390/e23040403   
2021 Jensen PJ, Zhang J, Koontz BF, Wu QJ. A Novel Machine Learning Model for Dose Prediction in Prostate Volumetric Modulated Arc Therapy Using Output Initialization and Optimization Priorities. Frontiers in Artificial Intelligence. 4: 624038. PMID 33969289 DOI: 10.3389/frai.2021.624038   
2021 Zhang X, Huang W, Gao J, Wang D, Bai C, Chen Z. Deep sparse transfer learning for remote smart tongue diagnosis. Mathematical Biosciences and Engineering : Mbe. 18: 1169-1186. PMID 33757181 DOI: 10.3934/mbe.2021063   
2021 Bock FE, Keller S, Huber N, Klusemann B. Hybrid Modelling by Machine Learning Corrections of Analytical Model Predictions towards High-Fidelity Simulation Solutions. Materials (Basel, Switzerland). 14. PMID 33920078 DOI: 10.3390/ma14081883   
2021 Lazos D, Collins-Fekete CA, Bober M, Evans PM, Dikaios N. Machine learning for proton path tracking in proton computed tomography. Physics in Medicine and Biology. PMID 33765674 DOI: 10.1088/1361-6560/abf1fd   
2021 Mishra NK, Singh P, Joshi SD. Automated detection of COVID-19 from CT scan using convolutional neural network. Biocybernetics and Biomedical Engineering. PMID 33967366 DOI: 10.1016/j.bbe.2021.04.006   
2021 Zhang Y, Li Y, Deng W, Huang K, Yang C. Complex networks identification using Bayesian model with independent Laplace prior. Chaos (Woodbury, N.Y.). 31: 013107. PMID 33754749 DOI: 10.1063/5.0031134   
2021 Jones D, Kim H, Zhang X, Zemla A, Stevenson G, Bennett WFD, Kirshner D, Wong SE, Lightstone FC, Allen JE. Improved Protein-Ligand Binding Affinity Prediction with Structure-Based Deep Fusion Inference. Journal of Chemical Information and Modeling. PMID 33754707 DOI: 10.1021/acs.jcim.0c01306   
2021 Wang Y, Yang G, Xie R, Liu H, Liu K, Li X. An Ensemble Deep Belief Network Model Based on Random Subspace for NO Concentration Prediction. Acs Omega. 6: 7655-7668. PMID 33778276 DOI: 10.1021/acsomega.0c06317   
2021 Aquino-Brítez D, Ortiz A, Ortega J, León J, Formoso M, Gan JQ, Escobar JJ. Optimization of Deep Architectures for EEG Signal Classification: An AutoML Approach Using Evolutionary Algorithms. Sensors (Basel, Switzerland). 21. PMID 33802684 DOI: 10.3390/s21062096   
2021 Wang W, Zhang X, Dai DQ. DeFusion: a denoised network regularization framework for multi-omics integration. Briefings in Bioinformatics. PMID 33822879 DOI: 10.1093/bib/bbab057   
2021 Yin J, Medellín-Azuara J, Escriva-Bou A, Liu Z. Bayesian machine learning ensemble approach to quantify model uncertainty in predicting groundwater storage change. The Science of the Total Environment. 769: 144715. PMID 33736244 DOI: 10.1016/j.scitotenv.2020.144715   
2021 Mobiny A, Yuan P, Moulik SK, Garg N, Wu CC, Van Nguyen H. DropConnect is effective in modeling uncertainty of Bayesian deep networks. Scientific Reports. 11: 5458. PMID 33750847 DOI: 10.1038/s41598-021-84854-x   
2021 Mobiny A, Yuan P, Moulik SK, Garg N, Wu CC, Van Nguyen H. DropConnect is effective in modeling uncertainty of Bayesian deep networks. Scientific Reports. 11: 5458. PMID 33750847 DOI: 10.1038/s41598-021-84854-x   
2021 Etheredge RI, Schartl M, Jordan A. Decontextualized learning for interpretable hierarchical representations of visual patterns. Patterns (New York, N.Y.). 2: 100193. PMID 33659910 DOI: 10.1016/j.patter.2020.100193   
2021 Fengler A, Govindarajan LN, Chen T, Frank MJ. Likelihood approximation networks (LANs) for fast inference of simulation models in cognitive neuroscience. Elife. 10. PMID 33821788 DOI: 10.7554/eLife.65074   
2021 Wang G, Zhao Y, Zhang J, Ning Y. A Novel End-To-End Feature Selection and Diagnosis Method for Rotating Machinery. Sensors (Basel, Switzerland). 21. PMID 33804053 DOI: 10.3390/s21062056   
2021 Abbas K, Abbasi A, Dong S, Niu L, Yu L, Chen B, Cai SM, Hasan Q. Application of network link prediction in drug discovery. Bmc Bioinformatics. 22: 187. PMID 33845763 DOI: 10.1186/s12859-021-04082-y   
2021 Pavone A, Svensson J, Krychowiak M, Hergenhahn U, Winters V, Kornejew P, Kwak S, Hoefel U, Koenig R, Wolf RC, . Neural network surrogates of Bayesian diagnostic models for fast inference of plasma parameters. The Review of Scientific Instruments. 92: 033531. PMID 33820062 DOI: 10.1063/5.0043772   
2021 Awasthi N, Dayal A, Cenkeramaddi LR, Yalavarthy PK. Mini-COVIDNet: Efficient Light Weight Deep Neural Network for Ultrasound based Point-of-Care Detection of COVID-19. Ieee Transactions On Ultrasonics, Ferroelectrics, and Frequency Control. PMID 33755565 DOI: 10.1109/TUFFC.2021.3068190   
2021 Du H, Feng L, Xu Y, Zhan E, Xu W. Clinical Influencing Factors of Acute Myocardial Infarction Based on Improved Machine Learning. Journal of Healthcare Engineering. 2021: 5569039. PMID 33854744 DOI: 10.1155/2021/5569039   
2021 Wang Z, Poon J, Wang S, Sun S, Poon S. A novel method for clinical risk prediction with low-quality data. Artificial Intelligence in Medicine. 114: 102052. PMID 33875163 DOI: 10.1016/j.artmed.2021.102052   
2021 Ge M, Yu X, Liu L. Robot Communication: Network Traffic Classification Based on Deep Neural Network. Frontiers in Neurorobotics. 15: 648374. PMID 33815085 DOI: 10.3389/fnbot.2021.648374   
2021 Yan R, Wang T, Jiang X, Huang X, Wang L, Yue X, Wang H, Wang Y. Efficient inverse design and spectrum prediction for nanophotonic devices based on deep recurrent neural networks. Nanotechnology. PMID 33971632 DOI: 10.1088/1361-6528/abff8d   
2021 Alemayoh TT, Lee JH, Okamoto S. New Sensor Data Structuring for Deeper Feature Extraction in Human Activity Recognition. Sensors (Basel, Switzerland). 21. PMID 33923706 DOI: 10.3390/s21082814   
2021 Oh TH, Kim JW, Son SH, Kim H, Lee K, Lee JM. Automatic control of simulated moving bed process with deep Q-network. Journal of Chromatography. A. 1647: 462073. PMID 33964620 DOI: 10.1016/j.chroma.2021.462073   
2021 Li Y, Iwamoto Y, Lin L, Xu R, Chen YW. VolumeNet: A Lightweight Parallel Network for Super-Resolution of MR and CT Volumetric Data. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. PMID 33945478 DOI: 10.1109/TIP.2021.3076285   
2021 Deng C, Jin XZ, Che WW, Wang H. Learning-Based Distributed Resilient Fault-Tolerant Control Method for Heterogeneous MASs Under Unknown Leader Dynamic. Ieee Transactions On Neural Networks and Learning Systems. PMID 33861709 DOI: 10.1109/TNNLS.2021.3070869   
2021 Firman T, Huihui J, Clark AR, Ghosh K. Critical Comparison of MaxCal and Other Stochastic Modeling Approaches in Analysis of Gene Networks. Entropy (Basel, Switzerland). 23. PMID 33802879 DOI: 10.3390/e23030357   
2021 Afebu KO, Liu Y, Papatheou E, Guo B. LSTM-based approach for predicting periodic motions of an impacting system via transient dynamics. Neural Networks : the Official Journal of the International Neural Network Society. 140: 49-64. PMID 33744713 DOI: 10.1016/j.neunet.2021.02.027   
2021 Spadondesouza G, Hong S, Brandoli B, Matwin S, Rodrigues JF, Sun J. Pay Attention to Evolution: Time Series Forecasting with Deep Graph-Evolution Learning. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 33905327 DOI: 10.1109/TPAMI.2021.3076155   
2021 Hoang L, Lee SH, Kwon KR. A Deep Learning Method for 3D Object Classification and Retrieval Using the Global Point Signature Plus and Deep Wide Residual Network. Sensors (Basel, Switzerland). 21. PMID 33918845 DOI: 10.3390/s21082644   
2021 Chau VH. Powerlifting score prediction using a machine learning method. Mathematical Biosciences and Engineering : Mbe. 18: 1040-1050. PMID 33757174 DOI: 10.3934/mbe.2021056   
2021 Díaz Carral Á, Ostertag M, Fyta M. Deep learning for nanopore ionic current blockades. The Journal of Chemical Physics. 154: 044111. PMID 33514094 DOI: 10.1063/5.0037938   
2021 Mulpuru V, Mishra N. In Silico Prediction of Fraction Unbound in Human Plasma from Chemical Fingerprint Using Automated Machine Learning. Acs Omega. 6: 6791-6797. PMID 33748592 DOI: 10.1021/acsomega.0c05846   
2021 ElSaadani M, Habib E, Abdelhameed AM, Bayoumi M. Assessment of a Spatiotemporal Deep Learning Approach for Soil Moisture Prediction and Filling the Gaps in Between Soil Moisture Observations. Frontiers in Artificial Intelligence. 4: 636234. PMID 33748748 DOI: 10.3389/frai.2021.636234   
2021 Fonseca G, Poltavsky I, Vassilev-Galindo V, Tkatchenko A. Improving molecular force fields across configurational space by combining supervised and unsupervised machine learning. The Journal of Chemical Physics. 154: 124102. PMID 33810678 DOI: 10.1063/5.0035530   
2021 Wang S, Shan P, Zhao Y, Zuo L. GanDTI: A multi-task neural network for drug-target interaction prediction. Computational Biology and Chemistry. 92: 107476. PMID 33799080 DOI: 10.1016/j.compbiolchem.2021.107476   
2021 Verma S, Wang C, Zhu L, Liu W. Attn-HybridNet: Improving Discriminability of Hybrid Features With Attention Fusion. Ieee Transactions On Cybernetics. PMID 33739927 DOI: 10.1109/TCYB.2021.3060176   
2021 Chen J, Huang X, Jiang H, Miao X. Low-Cost and Device-Free Human Activity Recognition Based on Hierarchical Learning Model. Sensors (Basel, Switzerland). 21. PMID 33800704 DOI: 10.3390/s21072359   
2021 Goyal R, De Gruttola V. Investigation of patient-sharing networks using a Bayesian network model selection approach for congruence class models. Statistics in Medicine. PMID 33811360 DOI: 10.1002/sim.8969   
2021 Pan Q, Huang C, Chen D. A method based on multi-standard active learning to recognize entities in electronic medical record. Mathematical Biosciences and Engineering : Mbe. 18: 1000-1021. PMID 33757172 DOI: 10.3934/mbe.2021054   
2021 Ahmed R, Gogate M, Tahir A, Dashtipour K, Al-Tamimi B, Hawalah A, El-Affendi MA, Hussain A. Novel Deep Convolutional Neural Network-Based Contextual Recognition of Arabic Handwritten Scripts. Entropy (Basel, Switzerland). 23. PMID 33805765 DOI: 10.3390/e23030340   
2021 Dai Z, Hu K, Xie J, Shen S, Zheng J, Wu H, Guo Y. Bipartite Network of Interest (BNOI): Extending Co-Word Network with Interest of Researchers Using Sensor Data and Corresponding Applications as an Example. Sensors (Basel, Switzerland). 21. PMID 33804324 DOI: 10.3390/s21051668   
2021 Gaur L, Bhatia U, Jhanjhi NZ, Muhammad G, Masud M. Medical image-based detection of COVID-19 using Deep Convolution Neural Networks. Multimedia Systems. 1-10. PMID 33935377 DOI: 10.1007/s00530-021-00794-6   
2021 Sun CX, Liu X. A state observer for the computational network model of neural populations. Chaos (Woodbury, N.Y.). 31: 013127. PMID 33754748 DOI: 10.1063/5.0020184