2022
Tracing and Forecasting Metabolic Indices of Cancer Patients Using Patient-Specific Deep Learning Models
Hou J, Deng J, Li C, Wang Q. Tracing and Forecasting Metabolic Indices of Cancer Patients Using Patient-Specific Deep Learning Models. Journal Of Personalized Medicine 2022, 12: 742. PMID: 35629164, PMCID: PMC9147215, DOI: 10.3390/jpm12050742.Peer-Reviewed Original ResearchShort-term memory recurrent neural networkLong short-term memory recurrent neural networkTransfer learningRecurrent neural networkDeep learning modelsReduced training timeNeural networkLearning modelTraining timeDynamical system modelLearningShort-term predictionNormsMore cancer patientsComparable levelsPhysiological modelPatient-specific models
2020
Radiomics at a Glance: A Few Lessons Learned from Learning Approaches
Capobianco E, Deng J. Radiomics at a Glance: A Few Lessons Learned from Learning Approaches. Cancers 2020, 12: 2453. PMID: 32872466, PMCID: PMC7563283, DOI: 10.3390/cancers12092453.Peer-Reviewed Original ResearchMedical image featuresData analyticsDeep learningMedical imagesImage featuresPrediction taskLearning methodsLearning approachComplex taskHybrid learningInference approachLarge volumesRadiomicsTaskLearningImagesAnalyticsScalabilityUltimate goalMachineAlgorithmClassificationAccuracyProcessingOptimization