Fit of biokinetic data in molecular radiotherapy: a machine learning approach

被引:0
作者
Davide Ciucci
Bartolomeo Cassano
Salvatore Donatiello
Federica Martire
Antonio Napolitano
Claudia Polito
Elena Solfaroli Camillocci
Gianluca Cervino
Ludovica Pungitore
Claudio Altini
Maria Felicia Villani
Milena Pizzoferro
Maria Carmen Garganese
Vittorio Cannatà
机构
[1] Bambino Gesù Children’s Hospital,Medical Physics Unit
[2] IRCCS,Tor Vergata Postgraduate School of Medical Physics
[3] University of Rome,Medical Physics Department
[4] IRCCS Regina Elena National Cancer Institute,Nuclear Medicine Unit/Imaging Department
[5] Roma 3 University of Rome,undefined
[6] Bambino Gesù Children’s Hospital,undefined
[7] IRCCS,undefined
来源
EJNMMI Physics | / 11卷
关键词
Machine learning; Akaike information criterion; F-test; Fit function; Biokinetic curves;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 41 条
[1]  
Dewaraja YK(2014)Tumor-absorbed dose predicts progression-free survival following (131)I-tositumomab radioimmunotherapy J Nucl Med 55 1047-1053
[2]  
Schipper MJ(2009)MIRD pamphlet No. 21: a generalized schema for radiopharmaceutical dosimetry-standardization of nomenclature J Nucl Med 50 477-484
[3]  
Shen J(1999)MIRD pamphlet no. 16: Techniques for quantitative radiopharmaceutical biodistribution data acquisition and analysis for use in human radiation dose estimates J Nucl Med 40 37S-61S
[4]  
Bolch WE(2007)Choosing the optimal fit function: comparison of the Akaike information criterion and the F-test Med Phys 34 4285-4292
[5]  
Eckerman KF(1989)Regression and time series model selection in small samples Biometrika 76 297-307
[6]  
Sgouros G(2013)Molecular radiotherapy: the NUKFIT software for calculating the time-integrated activity coefficient Med Phys 40 102504-487
[7]  
Siegel JA(2019)Machine learning and deep learning in medical imaging: intelligent imaging J Med Imaging Radiat Sci 50 477-458
[8]  
Thomas SR(2019)Machine learning in nuclear medicine: part 1-introduction J Nucl Med 60 451-29
[9]  
Stubbs JB(2021)Machine learning in nuclear medicine: part 2-neural networks and clinical aspects J Nucl Med 62 22-3223
[10]  
Glatting G(2002)Estimation and implications of random errors in whole-body dosimetry for targeted radionuclide therapy Phys Med Biol 47 3211-1412