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For: Song B, Zhang G, Zhu W, Liang Z. ROC operating point selection for classification of imbalanced data with application to computer-aided polyp detection in CT colonography. Int J Comput Assist Radiol Surg 2014;9:79-89. [PMID: 23797823 DOI: 10.1007/s11548-013-0913-8] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2012] [Accepted: 06/10/2013] [Indexed: 02/05/2023]
Number Cited by Other Article(s)
1
Min H, Dowling J, Jameson MG, Cloak K, Faustino J, Sidhom M, Martin J, Cardoso M, Ebert MA, Haworth A, Chlap P, de Leon J, Berry M, Pryor D, Greer P, Vinod SK, Holloway L. Clinical target volume delineation quality assurance for MRI-guided prostate radiotherapy using deep learning with uncertainty estimation. Radiother Oncol 2023;186:109794. [PMID: 37414257 DOI: 10.1016/j.radonc.2023.109794] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 06/19/2023] [Accepted: 06/30/2023] [Indexed: 07/08/2023]
2
Mendes SL, Pinaya WHL, Pan PM, Jackowski AP, Bressan RA, Sato JR. Generalizability of 3D CNN models for age estimation in diverse youth populations using structural MRI. Sci Rep 2023;13:6886. [PMID: 37106035 PMCID: PMC10140022 DOI: 10.1038/s41598-023-33920-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 04/20/2023] [Indexed: 04/29/2023]  Open
3
Min H, Rabi Y, Wadhawan A, Bourgeat P, Dowling J, White J, Tchernegovski A, Formanek B, Schuetz M, Mitchell G, Williamson F, Hacking C, Tetsworth K, Schmutz B. Automatic classification of distal radius fracture using a two-stage ensemble deep learning framework. Phys Eng Sci Med 2023;46:877-886. [PMID: 37103672 DOI: 10.1007/s13246-023-01261-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Accepted: 04/16/2023] [Indexed: 04/28/2023]
4
Mosquera-Lopez C, Ramsey KL, Roquemen-Echeverri V, Jacobs PG. Modeling risk of hypoglycemia during and following physical activity in people with type 1 diabetes using explainable mixed-effects machine learning. Comput Biol Med 2023;155:106670. [PMID: 36803791 DOI: 10.1016/j.compbiomed.2023.106670] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Revised: 01/19/2023] [Accepted: 02/10/2023] [Indexed: 02/13/2023]
5
Kouka M, Cuesta-Frau D. Slope Entropy Characterisation: The Role of the δ Parameter. ENTROPY (BASEL, SWITZERLAND) 2022;24:1456. [PMID: 37420476 DOI: 10.3390/e24101456] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Revised: 09/16/2022] [Accepted: 09/21/2022] [Indexed: 07/09/2023]
6
Boatman S, Nalluri H, Gaertner WB. Colon and Rectal Cancer Management in Low-Resource Settings. Clin Colon Rectal Surg 2022;35:402-409. [PMID: 36111080 PMCID: PMC9470288 DOI: 10.1055/s-0042-1746189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/09/2022]
7
Kok XH, Imtiaz SA, Rodriguez-Villegas E. Automatic Identification of Snoring and Groaning Segments in Acoustic Recordings. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2022;2022:1993-1996. [PMID: 36086260 DOI: 10.1109/embc48229.2022.9871863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
8
Walter M, Allen LN, de la Vega de León A, Webb SJ, Gillet VJ. Analysis of the benefits of imputation models over traditional QSAR models for toxicity prediction. J Cheminform 2022;14:32. [PMID: 35672779 PMCID: PMC9172131 DOI: 10.1186/s13321-022-00611-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Accepted: 05/12/2022] [Indexed: 11/21/2022]  Open
9
Discriminating Bacterial Infection from Other Causes of Fever Using Body Temperature Entropy Analysis. ENTROPY 2022;24:e24040510. [PMID: 35455174 PMCID: PMC9024484 DOI: 10.3390/e24040510] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Revised: 03/31/2022] [Accepted: 04/02/2022] [Indexed: 11/17/2022]
10
Cascarano GD, Debitonto FS, Lemma R, Brunetti A, Buongiorno D, De Feudis I, Guerriero A, Venere U, Matino S, Rocchetti MT, Rossini M, Pesce F, Gesualdo L, Bevilacqua V. A neural network for glomerulus classification based on histological images of kidney biopsy. BMC Med Inform Decis Mak 2021;21:300. [PMID: 34724926 PMCID: PMC8559346 DOI: 10.1186/s12911-021-01650-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Accepted: 10/06/2021] [Indexed: 11/26/2022]  Open
11
Developing Non-Laboratory Cardiovascular Risk Assessment Charts and Validating Laboratory and Non-Laboratory-Based Models. Glob Heart 2021;16:58. [PMID: 34692382 PMCID: PMC8428313 DOI: 10.5334/gh.890] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Accepted: 08/20/2021] [Indexed: 02/06/2023]  Open
12
Zhang M, Liu J, Zhang H, Verrelli DI, Wang Q, Hu L, Li Y, Ohta M, Liu J, Zhao X. CTA-Based Non-invasive Estimation of Pressure Gradients Across a CoA: a Validation Against Cardiac Catheterisation. J Cardiovasc Transl Res 2021;14:873-882. [PMID: 33661435 DOI: 10.1007/s12265-020-10092-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Accepted: 12/02/2020] [Indexed: 01/12/2023]
13
Gomez-Gonzalez E, Fernandez-Muñoz B, Barriga-Rivera A, Navas-Garcia JM, Fernandez-Lizaranzu I, Munoz-Gonzalez FJ, Parrilla-Giraldez R, Requena-Lancharro D, Guerrero-Claro M, Gil-Gamboa P, Rosell-Valle C, Gomez-Gonzalez C, Mayorga-Buiza MJ, Martin-Lopez M, Muñoz O, Martin JCG, Lopez MIR, Aceituno-Castro J, Perales-Esteve MA, Puppo-Moreno A, Cozar FJG, Olvera-Collantes L, de Los Santos-Trigo S, Gomez E, Pernaute RS, Padillo-Ruiz J, Marquez-Rivas J. Hyperspectral image processing for the identification and quantification of lentiviral particles in fluid samples. Sci Rep 2021;11:16201. [PMID: 34376765 PMCID: PMC8355230 DOI: 10.1038/s41598-021-95756-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 07/30/2021] [Indexed: 12/24/2022]  Open
14
Duplicate Detection of Spike Events: A Relevant Problem in Human Single-Unit Recordings. Brain Sci 2021;11:brainsci11060761. [PMID: 34201115 PMCID: PMC8228483 DOI: 10.3390/brainsci11060761] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 05/29/2021] [Accepted: 06/01/2021] [Indexed: 11/21/2022]  Open
15
Esposito C, Landrum GA, Schneider N, Stiefl N, Riniker S. GHOST: Adjusting the Decision Threshold to Handle Imbalanced Data in Machine Learning. J Chem Inf Model 2021;61:2623-2640. [PMID: 34100609 DOI: 10.1021/acs.jcim.1c00160] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
16
Nikolaeva MG, Momot AP, Zainulina MS, Yasafova NN, Taranenko IA. Pregnancy complications in G20210A mutation carriers associated with high prothrombin activity. Thromb J 2021;19:41. [PMID: 34090458 PMCID: PMC8180167 DOI: 10.1186/s12959-021-00289-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Accepted: 05/14/2021] [Indexed: 01/12/2023]  Open
17
Estimating Gender and Age from Brain Structural MRI of Children and Adolescents: A 3D Convolutional Neural Network Multitask Learning Model. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2021;2021:5550914. [PMID: 34122531 PMCID: PMC8172319 DOI: 10.1155/2021/5550914] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/28/2021] [Revised: 04/01/2021] [Accepted: 04/24/2021] [Indexed: 01/10/2023]
18
Herrin J, Abraham NS, Yao X, Noseworthy PA, Inselman J, Shah ND, Ngufor C. Comparative Effectiveness of Machine Learning Approaches for Predicting Gastrointestinal Bleeds in Patients Receiving Antithrombotic Treatment. JAMA Netw Open 2021;4:e2110703. [PMID: 34019087 PMCID: PMC8140376 DOI: 10.1001/jamanetworkopen.2021.10703] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]  Open
19
Precision–recall curve (PRC) classification trees. EVOLUTIONARY INTELLIGENCE 2021. [DOI: 10.1007/s12065-021-00565-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
20
Hegde N, Shishir M, Shashank S, Dayananda P, Latte MV. A Survey on Machine Learning and Deep Learning-based Computer-Aided Methods for Detection of Polyps in CT Colonography. Curr Med Imaging 2021;17:3-15. [PMID: 32294045 DOI: 10.2174/2213335607999200415141427] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2019] [Revised: 02/09/2020] [Accepted: 02/27/2020] [Indexed: 11/22/2022]
21
Zhang X, Wang D, Shao J, Tian S, Tan W, Ma Y, Xu Q, Ma X, Li D, Chai J, Wang D, Liu W, Lin L, Wu J, Xia C, Zhang Z. A deep learning integrated radiomics model for identification of coronavirus disease 2019 using computed tomography. Sci Rep 2021;11:3938. [PMID: 33594159 PMCID: PMC7886892 DOI: 10.1038/s41598-021-83237-6] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Accepted: 01/31/2021] [Indexed: 12/28/2022]  Open
22
Cuesta-Frau D, Dakappa PH, Mahabala C, Gupta AR. Fever Time Series Analysis Using Slope Entropy. Application to Early Unobtrusive Differential Diagnosis. ENTROPY (BASEL, SWITZERLAND) 2020;22:E1034. [PMID: 33286803 PMCID: PMC7597093 DOI: 10.3390/e22091034] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Revised: 09/10/2020] [Accepted: 09/11/2020] [Indexed: 11/16/2022]
23
Zhang L, Giuste F, Vizcarra JC, Li X, Gutman D. Radiomics Features Predict CIC Mutation Status in Lower Grade Glioma. Front Oncol 2020;10:937. [PMID: 32676453 PMCID: PMC7333647 DOI: 10.3389/fonc.2020.00937] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2019] [Accepted: 05/12/2020] [Indexed: 12/15/2022]  Open
24
Song Q, Seigne JD, Schned AR, Kelsey KT, Karagas MR, Hassanpour S. A Machine Learning Approach for Long-Term Prognosis of Bladder Cancer based on Clinical and Molecular Features. AMIA JOINT SUMMITS ON TRANSLATIONAL SCIENCE PROCEEDINGS. AMIA JOINT SUMMITS ON TRANSLATIONAL SCIENCE 2020;2020:607-616. [PMID: 32477683 PMCID: PMC7233061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
25
Singh G, Pritam M, Banerjee M, Singh AK, Singh SP. Designing of precise vaccine construct against visceral leishmaniasis through predicted epitope ensemble: A contemporary approach. Comput Biol Chem 2020;86:107259. [PMID: 32339913 DOI: 10.1016/j.compbiolchem.2020.107259] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2019] [Revised: 01/25/2020] [Accepted: 04/02/2020] [Indexed: 12/15/2022]
26
Joshi R, O'Connor T, Shen X, Wardlaw M, Javidi B. Optical 4D signal detection in turbid water by multi-dimensional integral imaging using spatially distributed and temporally encoded multiple light sources. OPTICS EXPRESS 2020;28:10477-10490. [PMID: 32225631 DOI: 10.1364/oe.389704] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/05/2020] [Accepted: 03/16/2020] [Indexed: 06/10/2023]
27
Cao W, Pomeroy MJ, Gao Y, Barish MA, Abbasi AF, Pickhardt PJ, Liang Z. Multi-scale characterizations of colon polyps via computed tomographic colonography. Vis Comput Ind Biomed Art 2019;2:25. [PMID: 32240410 PMCID: PMC7099560 DOI: 10.1186/s42492-019-0032-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2019] [Accepted: 11/12/2019] [Indexed: 01/28/2023]  Open
28
Harrington L, diFlorio-Alexander R, Trinh K, MacKenzie T, Suriawinata A, Hassanpour S. Prediction of Atypical Ductal Hyperplasia Upgrades Through a Machine Learning Approach to Reduce Unnecessary Surgical Excisions. JCO Clin Cancer Inform 2019;2:1-11. [PMID: 30652620 PMCID: PMC6874044 DOI: 10.1200/cci.18.00083] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]  Open
29
NMR-Based Metabolomic Approach Tracks Potential Serum Biomarkers of Disease Progression in Patients with Type 2 Diabetes Mellitus. J Clin Med 2019;8:jcm8050720. [PMID: 31117294 PMCID: PMC6571571 DOI: 10.3390/jcm8050720] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2019] [Revised: 05/10/2019] [Accepted: 05/15/2019] [Indexed: 12/15/2022]  Open
30
Novel machine learning approach for classification of high-dimensional microarray data. Soft comput 2019. [DOI: 10.1007/s00500-019-03879-7] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
31
Serviss JT, Gådin JR, Eriksson P, Folkersen L, Grandér D. ClusterSignificance: a bioconductor package facilitating statistical analysis of class cluster separations in dimensionality reduced data. Bioinformatics 2018;33:3126-3128. [PMID: 28957498 DOI: 10.1093/bioinformatics/btx393] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2017] [Accepted: 06/26/2017] [Indexed: 11/12/2022]  Open
32
Aziz R, Verma CK, Srivastava N. A novel approach for dimension reduction of microarray. Comput Biol Chem 2017;71:161-169. [PMID: 29096382 DOI: 10.1016/j.compbiolchem.2017.10.009] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2016] [Revised: 01/04/2017] [Accepted: 10/27/2017] [Indexed: 10/18/2022]
33
Modified Mahalanobis Taguchi System for Imbalance Data Classification. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2017;2017:5874896. [PMID: 28811820 PMCID: PMC5546084 DOI: 10.1155/2017/5874896] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/07/2017] [Revised: 05/14/2017] [Accepted: 05/22/2017] [Indexed: 11/20/2022]
34
Hu Y, Liang Z, Song B, Han H, Pickhardt PJ, Zhu W, Duan C, Zhang H, Barish MA, Lascarides CE. Texture Feature Extraction and Analysis for Polyp Differentiation via Computed Tomography Colonography. IEEE TRANSACTIONS ON MEDICAL IMAGING 2016;35:1522-31. [PMID: 26800530 PMCID: PMC4891231 DOI: 10.1109/tmi.2016.2518958] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
35
Yijing L, Haixiang G, Xiao L, Yanan L, Jinling L. Adapted ensemble classification algorithm based on multiple classifier system and feature selection for classifying multi-class imbalanced data. Knowl Based Syst 2016. [DOI: 10.1016/j.knosys.2015.11.013] [Citation(s) in RCA: 79] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
36
Song B, Zhang G, Lu H, Wang H, Zhu W, J Pickhardt P, Liang Z. Volumetric texture features from higher-order images for diagnosis of colon lesions via CT colonography. Int J Comput Assist Radiol Surg 2014;9:1021-31. [PMID: 24696313 DOI: 10.1007/s11548-014-0991-2] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2013] [Accepted: 03/06/2014] [Indexed: 02/06/2023]
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