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
2000
Monte Carlo verification of IMRT dose distributions from a commercial treatment planning optimization system
Ma C, Pawlicki T, Jiang SB, Li JS, Deng J, Mok E, Kapur A, Xing L, Ma L, Boyer AL. Monte Carlo verification of IMRT dose distributions from a commercial treatment planning optimization system. Physics In Medicine And Biology 2000, 45: 2483-2495. PMID: 11008950, DOI: 10.1088/0031-9155/45/9/303.Peer-Reviewed Original ResearchConceptsMonte Carlo simulationsFinite-size pencil beam (FSPB) algorithmCorvus systemCarlo simulationsOptimization systemIMRT dose distributionsRadiotherapy dose calculationsMonte Carlo treatment planning systemPencil beam algorithmDose distributionMonte CarloBeam algorithmHeterogeneous phantomsMonte Carlo verificationHomogeneous phantomBeam energyCylindrical water phantomIMRT fieldsDose calculationsWater phantomTreatment planning systemField sizeTarget shapeAlgorithmSimulationsElectron Beam Commissioning for Monte Carlo Dose Calculation
Deng J, Jiang S, Pawlicki T, Li J, Ma C. Electron Beam Commissioning for Monte Carlo Dose Calculation. 2000, 431-433. DOI: 10.1007/978-3-642-59758-9_163.Peer-Reviewed Original ResearchMonte Carlo methodPencil beam algorithmCarlo methodElectron beam dose calculationsBeam algorithmVariance reduction techniquesPhoton dose calculationsMonte Carlo dose calculationsDose calculationsPresence of inhomogeneitiesInhomogeneous phantomsReduction techniquesAccurate approachBeam commissioningTreatment planning systemCalculationsAlgorithmDose modelElectronsElectron transportComputer technologyInhomogeneityLarge discrepanciesPlanning system