• Reference Citation Analysis
  • v
  • v
  • Find an Article
Find an Article PDF (4832674)   Today's Articles (5691)
For: Janitza S, Celik E, Boulesteix A. A computationally fast variable importance test for random forests for high-dimensional data. ADV DATA ANAL CLASSI 2018;12:885-915. [DOI: 10.1007/s11634-016-0276-4] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Number Cited by Other Article(s)
1
Gärber F, Bockmayr B, Creydt M, Fischer M, Seifert S. Data fusion of elemental and metabolic fingerprints of asparagus with random forest approaches. Anal Chim Acta 2025;1357:344006. [PMID: 40316379 DOI: 10.1016/j.aca.2025.344006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2024] [Revised: 02/19/2025] [Accepted: 03/31/2025] [Indexed: 05/04/2025]
2
Rubel V, Filker S, Lanzén A, Abad IL, Stoeck T. Exploiting taxonomic information from metagenomes to infer bacterial bioindicators and environmental quality at salmon aquaculture installations. MARINE POLLUTION BULLETIN 2025;218:118173. [PMID: 40414102 DOI: 10.1016/j.marpolbul.2025.118173] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/06/2024] [Revised: 05/14/2025] [Accepted: 05/15/2025] [Indexed: 05/27/2025]
3
Tang LJ, Li XK, Huang Y, Zhang XZ, Li BQ. A novel importance scores based variable selection approach and validation using a MIR and NIR dataset. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2025;330:125701. [PMID: 39793249 DOI: 10.1016/j.saa.2025.125701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2024] [Revised: 12/07/2024] [Accepted: 01/02/2025] [Indexed: 01/13/2025]
4
Rose EB, Steele MK, Tolar B, Pettengill J, Batz M, Bazaco M, Tameru B, Cui Z, Lindsey RL, Simmons M, Chen J, Posny D, Carleton H, Bruce BB. Attribution of Salmonella enterica to Food Sources by Using Whole-Genome Sequencing Data. Emerg Infect Dis 2025;31:783-790. [PMID: 40133041 PMCID: PMC11950287 DOI: 10.3201/eid3104.241172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/27/2025]  Open
5
Molenaar JM, Leung KY, van der Meer L, Klein PPF, Struijs JN, Kiefte-de Jong JC. Predicting population-level vulnerability among pregnant women using routinely collected data and the added relevance of self-reported data. Eur J Public Health 2024;34:1210-1217. [PMID: 39602553 PMCID: PMC11631480 DOI: 10.1093/eurpub/ckae184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]  Open
6
Dietrichson J, Klokker R, Filges T, Bengtsen E, Pigott TD. Protocol: Machine learning for selecting moderators in meta-analysis: A systematic review of methods and their applications, and an evaluation using data on tutoring interventions. CAMPBELL SYSTEMATIC REVIEWS 2024;20:e70009. [PMID: 39664510 PMCID: PMC11632158 DOI: 10.1002/cl2.70009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2024] [Accepted: 11/08/2024] [Indexed: 12/13/2024]
7
Fang W, Ren K, Liu T, Shang J, Jia S, Jiang X, Zhang J. An evaluation of random forest based input variable selection methods for one month ahead streamflow forecasting. Sci Rep 2024;14:29766. [PMID: 39613890 DOI: 10.1038/s41598-024-81502-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2024] [Accepted: 11/27/2024] [Indexed: 12/01/2024]  Open
8
Yuan LL, Mitchell RM, Pilgrim EM, Smucker NJ. Inferences based on diatom compositions improve estimates of nutrient concentrations in streams. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024;952:176032. [PMID: 39236813 PMCID: PMC11481158 DOI: 10.1016/j.scitotenv.2024.176032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Revised: 08/15/2024] [Accepted: 09/02/2024] [Indexed: 09/07/2024]
9
Smith HL, Biggs PJ, French NP, Smith ANH, Marshall JC. Out of (the) bag-encoding categorical predictors impacts out-of-bag samples. PeerJ Comput Sci 2024;10:e2445. [PMID: 39650463 PMCID: PMC11623134 DOI: 10.7717/peerj-cs.2445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2024] [Accepted: 10/01/2024] [Indexed: 12/11/2024]
10
Gilman E, Chaloupka M, Posanau N, Hidalgo M, Pokajam S, Papaol D, Nanguromo A, Poisson F. Evidence to inform spatiotemporal management of a western Pacific Ocean tuna purse seine fishery. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2024:e3054. [PMID: 39460428 DOI: 10.1002/eap.3054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Revised: 07/30/2024] [Accepted: 08/26/2024] [Indexed: 10/28/2024]
11
Teo HC, Sarira TV, Tan ARP, Cheng Y, Koh LP. Charting the future of high forest low deforestation jurisdictions. Proc Natl Acad Sci U S A 2024;121:e2306496121. [PMID: 39226355 PMCID: PMC11406276 DOI: 10.1073/pnas.2306496121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 06/14/2024] [Indexed: 09/05/2024]  Open
12
Kneipp J, Seifert S, Gärber F. SERS microscopy as a tool for comprehensive biochemical characterization in complex samples. Chem Soc Rev 2024;53:7641-7656. [PMID: 38934892 DOI: 10.1039/d4cs00460d] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/28/2024]
13
Ducatez F, Tebani A, Abily-Donval L, Snanoudj S, Pilon C, Plichet T, Le Chatelier C, Bekri S, Marret S. New insights and potential biomarkers for intraventricular hemorrhage in extremely premature infant, case-control study. Pediatr Res 2024;96:395-401. [PMID: 38467704 DOI: 10.1038/s41390-024-03111-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 02/13/2024] [Accepted: 02/15/2024] [Indexed: 03/13/2024]
14
Winter PS, Ramseier ML, Navia AW, Saksena S, Strouf H, Senhaji N, DenAdel A, Mirza M, An HH, Bilal L, Dennis P, Leahy CS, Shigemori K, Galves-Reyes J, Zhang Y, Powers F, Mulugeta N, Gupta AJ, Calistri N, Van Scoyk A, Jones K, Liu H, Stevenson KE, Ren S, Luskin MR, Couturier CP, Amini AP, Raghavan S, Kimmerling RJ, Stevens MM, Crawford L, Weinstock DM, Manalis SR, Shalek AK, Murakami MA. Mutation and cell state compatibility is required and targetable in Ph+ acute lymphoblastic leukemia minimal residual disease. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.06.597767. [PMID: 38915726 PMCID: PMC11195125 DOI: 10.1101/2024.06.06.597767] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/26/2024]
15
Yoo HJ, Koo B, Yong CW, Lee KS. Prediction of gait recovery using machine learning algorithms in patients with spinal cord injury. Medicine (Baltimore) 2024;103:e38286. [PMID: 38847729 PMCID: PMC11155515 DOI: 10.1097/md.0000000000038286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Accepted: 04/26/2024] [Indexed: 06/10/2024]  Open
16
Li C, Meng X. Effective analysis of job satisfaction among medical staff in Chinese public hospitals: a random forest model. Front Public Health 2024;12:1357709. [PMID: 38699429 PMCID: PMC11063264 DOI: 10.3389/fpubh.2024.1357709] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Accepted: 04/05/2024] [Indexed: 05/05/2024]  Open
17
Hu J, Szymczak S. Evaluation of network-guided random forest for disease gene discovery. BioData Min 2024;17:10. [PMID: 38627770 PMCID: PMC11020917 DOI: 10.1186/s13040-024-00361-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Accepted: 04/09/2024] [Indexed: 04/20/2024]  Open
18
Alexander H, Hu SK, Krinos AI, Pachiadaki M, Tully BJ, Neely CJ, Reiter T. Eukaryotic genomes from a global metagenomic data set illuminate trophic modes and biogeography of ocean plankton. mBio 2023;14:e0167623. [PMID: 37947402 PMCID: PMC10746220 DOI: 10.1128/mbio.01676-23] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 09/27/2023] [Indexed: 11/12/2023]  Open
19
Tran Quoc V, Nguyen Thi Ngoc D, Nguyen Hoang T, Vu Thi H, Tong Duc M, Do Pham Nguyet T, Nguyen Van T, Ho Ngoc D, Vu Son G, Bui Duc T. Predicting Antibiotic Resistance in ICUs Patients by Applying Machine Learning in Vietnam. Infect Drug Resist 2023;16:5535-5546. [PMID: 37638070 PMCID: PMC10460201 DOI: 10.2147/idr.s415885] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Accepted: 08/16/2023] [Indexed: 08/29/2023]  Open
20
Voges LF, Jarren LC, Seifert S. Exploitation of surrogate variables in random forests for unbiased analysis of mutual impact and importance of features. Bioinformatics 2023;39:btad471. [PMID: 37522865 PMCID: PMC10403431 DOI: 10.1093/bioinformatics/btad471] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Revised: 07/06/2023] [Accepted: 07/28/2023] [Indexed: 08/01/2023]  Open
21
Bambha K, Kim NJ, Sturdevant M, Perkins JD, Kling C, Bakthavatsalam R, Healey P, Dick A, Reyes JD, Biggins SW. Maximizing utility of nondirected living liver donor grafts using machine learning. Front Immunol 2023;14:1194338. [PMID: 37457719 PMCID: PMC10344453 DOI: 10.3389/fimmu.2023.1194338] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 06/13/2023] [Indexed: 07/18/2023]  Open
22
Kafka JM, Fliss MD, Trangenstein PJ, McNaughton Reyes L, Pence BW, Moracco KE. Detecting intimate partner violence circumstance for suicide: development and validation of a tool using natural language processing and supervised machine learning in the National Violent Death Reporting System. Inj Prev 2023;29:134-141. [PMID: 36600568 DOI: 10.1136/ip-2022-044662] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Accepted: 10/19/2022] [Indexed: 12/12/2022]
23
Bazzi ZA, Sneddon S, Zhang PGY, Tai IT. Characterization of the immune cell landscape in CRC: Clinical implications of tumour-infiltrating leukocytes in early- and late-stage CRC. Front Immunol 2023;13:978862. [PMID: 36846019 PMCID: PMC9945970 DOI: 10.3389/fimmu.2022.978862] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2022] [Accepted: 12/20/2022] [Indexed: 02/10/2023]  Open
24
Hapfelmeier A, Hornung R, Haller B. Efficient permutation testing of variable importance measures by the example of random forests. Comput Stat Data Anal 2023. [DOI: 10.1016/j.csda.2022.107689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
25
Random Forests in Count Data Modelling: An Analysis of the Influence of Data Features and Overdispersion on Regression Performance. JOURNAL OF PROBABILITY AND STATISTICS 2022. [DOI: 10.1155/2022/2833537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]  Open
26
Gilman E, Chaloupka M, Benaka LR, Bowlby H, Fitchett M, Kaiser M, Musyl M. Phylogeny explains capture mortality of sharks and rays in pelagic longline fisheries: a global meta-analytic synthesis. Sci Rep 2022;12:18164. [PMID: 36307432 PMCID: PMC9616952 DOI: 10.1038/s41598-022-21976-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2022] [Accepted: 10/07/2022] [Indexed: 12/31/2022]  Open
27
Comparison of tree-based ensemble models for regression. COMMUNICATIONS FOR STATISTICAL APPLICATIONS AND METHODS 2022. [DOI: 10.29220/csam.2022.29.5.561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
28
Optimized Metabotype Definition Based on a Limited Number of Standard Clinical Parameters in the Population-Based KORA Study. Life (Basel) 2022;12:life12101460. [PMID: 36294895 PMCID: PMC9604647 DOI: 10.3390/life12101460] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 09/07/2022] [Accepted: 09/16/2022] [Indexed: 11/23/2022]  Open
29
Safi Z, Venugopal N, Ali H, Makhlouf M, Farooq F, Boughorbel S. Analysis of risk factors progression of preterm delivery using electronic health records. BioData Min 2022;15:17. [PMID: 35978434 PMCID: PMC9386949 DOI: 10.1186/s13040-022-00298-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Accepted: 06/21/2022] [Indexed: 11/24/2022]  Open
30
Luo S, Jiang X, He Y, Li J, Jiao W, Zhang S, Xu F, Han Z, Sun J, Yang J, Wang X, Ma X, Lin Z. Multi-dimensional variables and feature parameter selection for aboveground biomass estimation of potato based on UAV multispectral imagery. FRONTIERS IN PLANT SCIENCE 2022;13:948249. [PMID: 35968116 PMCID: PMC9372391 DOI: 10.3389/fpls.2022.948249] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Accepted: 07/07/2022] [Indexed: 06/15/2023]
31
Hornung R, Boulesteix AL. Interaction forests: Identifying and exploiting interpretable quantitative and qualitative interaction effects. Comput Stat Data Anal 2022. [DOI: 10.1016/j.csda.2022.107460] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
32
Loef B, Wong A, Janssen NAH, Strak M, Hoekstra J, Picavet HSJ, Boshuizen HCH, Verschuren WMM, Herber GCM. Using random forest to identify longitudinal predictors of health in a 30-year cohort study. Sci Rep 2022;12:10372. [PMID: 35725920 PMCID: PMC9209521 DOI: 10.1038/s41598-022-14632-w] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 06/09/2022] [Indexed: 11/09/2022]  Open
33
Oishi K, Soldan A, Pettigrew C, Hsu J, Mori S, Albert M, Oishi K. Changes in pairwise functional connectivity associated with changes in cognitive performance in cognitively normal older individuals: A two-year observational study. Neurosci Lett 2022;781:136618. [PMID: 35398188 PMCID: PMC9990522 DOI: 10.1016/j.neulet.2022.136618] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 03/15/2022] [Accepted: 04/03/2022] [Indexed: 10/18/2022]
34
Lösel H, Shakiba N, Wenck S, Le Tan P, Arndt M, Seifert S, Hackl T, Fischer M. Impact of Freeze-Drying on the Determination of the Geographical Origin of Almonds (Prunus dulcis Mill.) by Near-Infrared (NIR) Spectroscopy. FOOD ANAL METHOD 2022. [DOI: 10.1007/s12161-022-02329-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
35
Gholamnezhad P, Broumandnia A, Seydi V. An inverse model‐based multiobjective estimation of distribution algorithm using Random‐Forest variable importance methods. Comput Intell 2022. [DOI: 10.1111/coin.12315] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
36
Thums M, C. Ferreira L, Jenner C, Jenner M, Harris D, Davenport A, Andrews-Goff V, Double M, Möller L, Attard CR, Bilgmann K, G. Thomson P, McCauley R. Pygmy blue whale movement, distribution and important areas in the Eastern Indian Ocean. Glob Ecol Conserv 2022. [DOI: 10.1016/j.gecco.2022.e02054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]  Open
37
Oishi K, Soldan A, Pettigrew C, Hsu J, Mori S, Albert M, Oishi K, The BIOCARD Research Team. Dataset of relationship between longitudinal change in cognitive performance and functional connectivity in cognitively normal older individuals. Data Brief 2022;42:108302. [PMID: 35669007 PMCID: PMC9163691 DOI: 10.1016/j.dib.2022.108302] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Revised: 05/05/2022] [Accepted: 05/17/2022] [Indexed: 11/30/2022]  Open
38
Provable Boolean interaction recovery from tree ensemble obtained via random forests. Proc Natl Acad Sci U S A 2022;119:e2118636119. [PMID: 35609192 PMCID: PMC9295780 DOI: 10.1073/pnas.2118636119] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]  Open
39
Khataeipour SJ, Anaraki JR, Bozorgi A, Rayner M, A Basset F, Fuller D. Predicting lying, sitting and walking at different intensities using smartphone accelerometers at three different wear locations: hands, pant pockets, backpack. BMJ Open Sport Exerc Med 2022;8:e001242. [PMID: 35601137 PMCID: PMC9086604 DOI: 10.1136/bmjsem-2021-001242] [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] [Accepted: 04/02/2022] [Indexed: 12/12/2022]  Open
40
Ho L, Jerves-Cobo R, Barthel M, Six J, Bode S, Boeckx P, Goethals P. Greenhouse gas dynamics in an urbanized river system: influence of water quality and land use. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022;29:37277-37290. [PMID: 35048344 DOI: 10.1007/s11356-021-18081-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Accepted: 12/08/2021] [Indexed: 06/14/2023]
41
Agarwal N, Aabedi AA, Torres-Espin A, Chou A, Wozny TA, Mummaneni PV, Burke JF, Ferguson AR, Kyritsis N, Dhall SS, Weinstein PR, Duong-Fernandez X, Pan J, Singh V, Hemmerle DD, Talbott JF, Whetstone WD, Bresnahan JC, Manley GT, Beattie MS, DiGiorgio AM. Decision tree–based machine learning analysis of intraoperative vasopressor use to optimize neurological improvement in acute spinal cord injury. Neurosurg Focus 2022;52:E9. [DOI: 10.3171/2022.1.focus21743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 01/20/2022] [Indexed: 11/06/2022]
42
Lau M, Wigmann C, Kress S, Schikowski T, Schwender H. Evaluation of tree-based statistical learning methods for constructing genetic risk scores. BMC Bioinformatics 2022;23:97. [PMID: 35313824 PMCID: PMC8935722 DOI: 10.1186/s12859-022-04634-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Accepted: 03/14/2022] [Indexed: 04/11/2024]  Open
43
Yin D, Chen D, Tang Y, Dong H, Li X. Adaptive feature selection with shapley and hypothetical testing: Case study of EEG feature engineering. Inf Sci (N Y) 2022. [DOI: 10.1016/j.ins.2021.11.063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
44
Reproducible neuroimaging features for diagnosis of autism spectrum disorder with machine learning. Sci Rep 2022;12:3057. [PMID: 35197468 PMCID: PMC8866395 DOI: 10.1038/s41598-022-06459-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 01/25/2022] [Indexed: 12/31/2022]  Open
45
Hediger S, Michel L, Näf J. On the use of random forest for two-sample testing. Comput Stat Data Anal 2022. [DOI: 10.1016/j.csda.2022.107435] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
46
Functional random forests for curve response. Sci Rep 2021;11:24159. [PMID: 34921167 PMCID: PMC8683425 DOI: 10.1038/s41598-021-02265-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Accepted: 08/20/2021] [Indexed: 11/22/2022]  Open
47
Musolf AM, Holzinger ER, Malley JD, Bailey-Wilson JE. What makes a good prediction? Feature importance and beginning to open the black box of machine learning in genetics. Hum Genet 2021;141:1515-1528. [PMID: 34862561 PMCID: PMC9360120 DOI: 10.1007/s00439-021-02402-z] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 11/08/2021] [Indexed: 01/26/2023]
48
Cerina R, Duch R. Polling India via regression and post-stratification of non-probability online samples. PLoS One 2021;16:e0260092. [PMID: 34843519 PMCID: PMC8629219 DOI: 10.1371/journal.pone.0260092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Accepted: 11/02/2021] [Indexed: 11/19/2022]  Open
49
Explainable artificial intelligence: a comprehensive review. Artif Intell Rev 2021. [DOI: 10.1007/s10462-021-10088-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
50
Noro F, Marotta A, Bonaccio M, Costanzo S, Santonastaso F, Orlandi S, Tirozzi A, Parisi R, De Curtis A, Persichillo M, Gianfagna F, Di Castelnuovo A, Donati MB, Cerletti C, de Gaetano G, Iacoviello L, Gialluisi A, Izzi B. Fine-grained investigation of the relationship between human nutrition and global DNA methylation patterns. Eur J Nutr 2021;61:1231-1243. [PMID: 34741648 DOI: 10.1007/s00394-021-02716-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Accepted: 10/18/2021] [Indexed: 10/19/2022]
PrevPage 1 of 2 12Next
© 2004-2025 Baishideng Publishing Group Inc. All rights reserved. 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA