Big data: Some statistical issues.
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TLDR
A broad review is given of the impact of big data on various aspects of investigation and there is some but not total emphasis on issues in epidemiological research.About:
This article is published in Statistics & Probability Letters.The article was published on 2018-05-01 and is currently open access. It has received 48 citations till now.read more
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Journal ArticleDOI
A Structure-Based Drug Discovery Paradigm.
TL;DR: This review focuses on the currently available methods and algorithms for structure-based drug design including virtual screening and de novo drug design, with a special emphasis on AI- and deep-learning-based methods used for drug discovery.
Journal ArticleDOI
A Brief Review of Random Forests for Water Scientists and Practitioners and Their Recent History in Water Resources
TL;DR: This work popularizes RF and their variants for the practicing water scientist, and discusses related concepts and techniques, which have received less attention from the water science and hydrologic communities.
Book ChapterDOI
Computational Drug Design Methods—Current and Future Perspectives
Fernando D. Prieto-Martínez,Edgar López-López,K. Eurídice Juárez-Mercado,José L. Medina-Franco +3 more
TL;DR: This chapter discusses the authors’ point of view of the challenges of traditional and novel CADD methods to increase their positive impact in drug discovery and presents emerging concepts and technologies in molecular modeling and chemoinformatics.
Journal ArticleDOI
Big spatial data for urban and environmental sustainability
Bo Huang,Jionghua Wang +1 more
TL;DR: This paper introduces four case studies and provides evidence that integrated methods can harness the advantages of both traditional data and BSD and improve the effectiveness of big data itself.
Journal ArticleDOI
The exposome - a new approach for risk assessment.
Fenna C.M. Sillé,Spyros Karakitsios,Andre Kleensang,Kirsten Koehler,Alexandra Maertens,Gary W. Miller,Carsten Prasse,Lesliam Quirós-Alcalá,Gurumurthy Ramachandran,Stephen M. Rappaport,Ana M. Rule,Denis Sarigiannis,Lena Smirnova,Thomas Hartung,Thomas Hartung +14 more
TL;DR: With a better exposure element in the risk equation, exposomics - new kid on the block of risk assessment - promises to identify novel exposure and health/environment effect associations and may also create opportunities to prioritize the more relevant chemicals for risk assessment, thereby lowering the burden on hazard assessment in an expo-sure-driven approach.
References
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Regression Shrinkage and Selection via the Lasso
TL;DR: A new method for estimation in linear models called the lasso, which minimizes the residual sum of squares subject to the sum of the absolute value of the coefficients being less than a constant, is proposed.
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Stahlman,Rainer Stamen,Ewa Stanecka,Robert Stanek,Cristian Stanescu,M. Stanescu-Bellu,Marcel Michael Stanitzki,Steinar Stapnes,Evgeny Starchenko,Jan Stark,Pavel Staroba,Pavel Starovoitov,Rafal Staszewski,A. Staude,P. Stavina,Genevieve Steele,P. Steinbach,Peter Steinberg,I. Stekl,Bernd Stelzer,Harald Joerg Stelzer,Oliver Stelzer-Chilton,Hasko Stenzel,S. Stern,Graeme Stewart,Jan Andre Stillings,Mark Stockton,K. Stoerig,Gabriel Stoicea,Stefan Stonjek,P. Strachota,Alden Stradling,Arno Straessner,Jonas Strandberg,Sara Strandberg,Are Strandlie,M. Strang,E. Strauss,Michael A. Strauss,Pavol Strizenec,Raimund Ströhmer,D. M. Strom,J. A. Strong,Ryszard Stroynowski,Bjarne Stugu,I. Stumer,John Stupak,Peter Sturm,Nicholas Adam Styles,Dart-yin Soh,Dart-yin Soh,D. Su,Hs. Subramania,R. Subramaniam,Antonella Succurro,Yorihito Sugaya,C. Suhr,Michal Suk,Vladimir Sulin,Saleh Sultansoy,Toshi Sumida,Xiaohu Sun,J. E. Sundermann,Kerim Suruliz,G. Susinno,Mark Sutton,Y. Suzuki,Michal Svatos,S. Swedish,Ivan Sykora,Tomas Sykora,Javier Sánchez,Duc Ta,Kerstin Tackmann,Anyes Taffard,Reda Tafirout,Nimrod Taiblum,Yuta Takahashi,Helio Takai,Ryuichi Takashima,H. Takeda,Tohru Takeshita,Yosuke Takubo,Mossadek Talby,Alexey Talyshev,Alexey Talyshev,M. C. Tamsett,K. G. Tan,Junichi Tanaka,R. Tanaka,Satoshi Tanaka,A. J. Tanasijczuk,K. Tani,N. Tannoury,Stefan Tapprogge,D. Tardif,Shlomit Tarem,F. Tarrade,Giuseppe Francesco Tartarelli,Petr Tas,Marek Tasevsky,Enrico Tassi,M. Tatarkhanov,Yahya Tayalati,Charles Taylor,F. E. Taylor,Geoffrey Taylor,Wendy Taylor,M. Teinturier,F. A. Teischinger,M. Teixeira Dias Castanheira,P. Teixeira-Dias,K. K. Temming,H. Ten Kate,Ping-Kun Teng,Susumu Terada,Koji Terashi,Juan Terron,Marcia A. Testa,Richard Teuscher,J. Therhaag,Timothée Theveneaux-Pelzer,S. Thoma,Juergen Thomas,E. N. Thompson,P. D. Thompson,A. S. Thompson,Lotte Ansgaard Thomsen,Evelyn Thomson,M. A. Thomson,W. M. Thong,R. P. Thun,F. Tian,Mark James Tibbetts,T. Tic,V. O. Tikhomirov,Yu. A. Tikhonov,Yu. 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Tzanakos,Kirika Uchida,Ikuo Ueda,Ryuichi Ueno,M. Ugland,M. Uhlenbrock,M. Uhrmacher,Fumihiko Ukegawa,Guillaume Unal,Alexander Undrus,Gokhan Unel,Yoshinobu Unno,D. Urbaniec,Phillip Urquijo,G. Usai,M. Uslenghi,Laurent Vacavant,Vaclav Vacek,Brigitte Vachon,S. Vahsen,Jan Valenta,Sara Valentinetti,A. Valero,Stefan Valkar,E. Valladolid Gallego,Sofia Vallecorsa,J. A. Valls Ferrer,R. Van Berg,P. C. Van Der Deijl,R. van der Geer,H. van der Graaf,R. Van Der Leeuw,E. van der Poel,D. van der Ster,N. van Eldik,P. van Gemmeren,I. van Vulpen,Marco Vanadia,Wainer Vandelli,Rami Vanguri,Alexandre Vaniachine,Peter Vankov,F. Vannucci,Riccardo Vari,Tulin Varol,Dimitris Varouchas,Armen Vartapetian,Kevin Varvell,V. I. Vassilakopoulos,Francois Vazeille,T. Vazquez Schroeder,G. Vegni,J. J. Veillet,Filipe Veloso,Raymond Veness,Stefano Veneziano,Andrea Ventura,D. Ventura,Manuela Venturi,Nicola Venturi,Valerio Vercesi,Monica Verducci,Wouter Verkerke,J. C. 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Zhong,Bing Zhou,Ning Zhou,You Zhou,Cheng Guang Zhu,Hongbo Zhu,Junjie Zhu,Yingchun Zhu,Xuai Zhuang,V. Zhuravlov,Daria Zieminska,N. I. Zimin,R. Zimmermann,Stephanie Zimmermann,M. Ziolkowski,R. Zitoun,L. Z ivković,V. V. Zmouchko,Georg Zobernig,Antonio Zoccoli,M. zur Nedden,V. Zutshi,Lukasz Zwalinski +2967 more
TL;DR: In this article, a search for the Standard Model Higgs boson in proton-proton collisions with the ATLAS detector at the LHC is presented, which has a significance of 5.9 standard deviations, corresponding to a background fluctuation probability of 1.7×10−9.
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Data Resource Profile: Clinical Practice Research Datalink (CPRD)
Emily Herrett,Arlene M. Gallagher,Krishnan Bhaskaran,Harriet Forbes,Rohini Mathur,Tjeerd van Staa,Liam Smeeth +6 more
TL;DR: The CPRD primary care database is a rich source of health data for research, including data on demographics, symptoms, tests, diagnoses, therapies, health-related behaviours and referrals to secondary care, but researchers must be aware of the complexity of routinely collected electronic health records.
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Using Big Data to Emulate a Target Trial When a Randomized Trial Is Not Available
Miguel A. Hernán,James M. Robins +1 more
TL;DR: This work outlines a framework for comparative effectiveness research using big data that makes the target trial explicit and channels counterfactual theory for comparing the effects of sustained treatment strategies, organizes analytic approaches, provides a structured process for the criticism of observational studies, and helps avoid common methodologic pitfalls.
Journal ArticleDOI
High-dimensional propensity score adjustment in studies of treatment effects using health care claims data
Sebastian Schneeweiss,Jeremy A. Rassen,Robert J. Glynn,Jerry Avorn,Helen Mogun,Maurice Alan Brookhart +5 more
TL;DR: In typical pharmacoepidemiologic studies, the proposed high-dimensional propensity score resulted in improved effect estimates compared with adjustment limited to predefined covariates, when benchmarked against results expected from randomized trials.