American biostatistician
Daniela M. Witten is an Americanbiostatistician . She is a professor and theDorothy Gilford Endowed Chair of Mathematical Statistics at theUniversity of Washington .[ 4] [ 5] Her research investigates the use ofmachine learning to understandhigh-dimensional data .[ 1]
Early life and education [ edit ] Witten studied mathematics and biology atStanford University , graduating in 2005. She remained there for her postgraduate research, earning a master's degree in statistics in 2006.[ 6] [ 7] She was awarded theAmerican Statistical Association Gertrude Mary Cox Scholarship in 2008.[ 8] Her doctoral thesis,A penalized matrix decomposition, and its applications was supervised byRobert Tibshirani .[ 2] [ 9] [ 10] She worked withTrevor Hastie on canonical correlation analysis.[ 11] She co-authoredAn Introduction to Statistical Learning in 2013.[ 3]
Research and career [ edit ] Witten applies statistical machine learning to personalised medical treatments and decoding the genome.[ 12] She uses machine learning to analyse data sets inneuroscience andgenomics .[ 13] She is worried about increasing amounts of data in biomedical sciences.[ 14]
She was appointed to theUniversity of Washington as Genentech Endowed Professor in 2010.[ 15] Witten contributed to the 2012 reportEvolution of Translational Omics , which provided best practise in translatingomics research into a clinic.[ 16] [ 17]
She is an associate editor for theJournal of the American Statistical Association .[ 18]
She was elected as aFellow of the American Statistical Association in 2020.[ 19] She was named to the 2022 class of Fellows of theInstitute of Mathematical Statistics , for "substantial contributions to the field of statistical machine learning, with applications to biology; and for communicating the fundamental ideas in the field to a broad audience".[ 20]
She was awarded an NIH Director's Early Independence Award in 2011.[ 21] She was awarded theAmerican Statistical Association David P. Byar Young Investigator Award for her workPenalized Classification Using Fisher’s Linear Discriminant in 2011.[ 22] Her bookAn Introduction to Statistical Learning won aTechnometrics Ziegel Award in 2014.[ 23] She won anElle magazineGenius Award in 2012.[ 24] In 2013 she won anAlfred P. Sloan Foundation Fellowship.[ 25] She was named in theForbes 30 Under 30 Science & Healthcare category in 2012, 2013 and 2014.[ 26] [ 27] [ 28] In 2015 Witten was awarded theTexas A&M University Raymond J. Carroll Young Investigator Award.[ 29] In 2018, she was named aSimons Foundation Investigator,[ 30] and in 2022, she received theCOPSS Presidents' Award .
Daniela is the younger sister ofIlana B. Witten , the older sister of Rafael Witten, and the daughter of the physicistsChiara Nappi andEdward Witten .[ 31] She is married to software engineer Ari Steinberg.[ 32] [ 33]
^a b Daniela Witten publications indexed byGoogle Scholar ^a b Daniela Witten at theMathematics Genealogy Project ^a b James, Gareth ; Witten, Daniela;Hastie, Trevor ;Tibshirani, Robert (2013).An Introduction to Statistical Learning: with Applications in R (1st ed.). Springer.ISBN 978-1-4614-7137-0 .^ "Daniela Witten" .faculty.washington.edu .^ "UW Biostatistics People Page" .UW Biostatistics People Page .^ UWTV (September 12, 2013),UW Four Peaks - Daniela Witten , retrievedAugust 28, 2018 ^ "Interview With Daniela Witten · Simply Statistics" .simplystatistics.org . Archived fromthe original on January 29, 2013. RetrievedAugust 28, 2018 .^ "Gertrude M. Cox Scholarship" .amstat.org .American Statistical Association . Archived fromthe original on August 29, 2018. RetrievedAugust 28, 2018 .^ Witten, Daniela (2010).A penalized matrix decomposition, and its applications (PDF) .stanford.edu (PhD thesis). Stanford University.OCLC 667187274 . RetrievedAugust 28, 2018 . ^ "Daniela Witten | Department of Statistics" .statistics.stanford.edu . RetrievedAugust 28, 2018 .^ Witten, D. M.; Tibshirani, R.; Hastie, T. (April 17, 2009)."A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis" .Biostatistics .10 (3):515– 534.doi :10.1093/biostatistics/kxp008 .ISSN 1465-4644 .PMC 2697346 .PMID 19377034 . ^ "Daniela Witten" .PopTech . Archived fromthe original on March 8, 2022. RetrievedAugust 28, 2018 .^ Aguiar, Izzy (February 1, 2018)."Getting to Know the Women in Data Science: Daniela Witten" .medium.com . RetrievedAugust 28, 2018 . ^ Stanford University School of Engineering (April 3, 2018),Daniela Witten: The Statistical Challenges of Increased Data , retrievedAugust 28, 2018 ^ "Daniela Witten | Department of Biostatistics" .biostat.washington.edu . RetrievedAugust 28, 2018 .^ IOM (Institute of Medicine) (2012). Micheel, Christine M.; Nass, Sharly J.; Omenn, Gilbert S. (eds.).Evolution of Translational Omics: Lessons Learned and the Path Forward . Washington, DC: The National Academies Press.ISBN 978-0-309-22418-5 . ^ Witten, D. M.; Tibshirani, R. (January 1, 2013)."Scientific research in the age of omics: the good, the bad, and the sloppy" .Journal of the American Medical Informatics Association .20 (1):125– 127.doi :10.1136/amiajnl-2012-000972 .ISSN 1067-5027 .PMC 3555320 .PMID 23037799 . ^ "Editorial Board EOV".Journal of the American Statistical Association .109 (508): ebi. October 2, 2014.doi :10.1080/01621459.2014.980188 .ISSN 0162-1459 .S2CID 219594544 . ^ "ASA Fellows list" . American Statistical Association. RetrievedJune 1, 2020 .^ "2022 IMS Fellows Announced" . Institute of Mathematical Statistics. April 22, 2022. RetrievedMay 8, 2022 .^ "NIH program allows junior investigators to bypass traditional post-doc training" .National Institutes of Health (NIH) . September 18, 2015. RetrievedAugust 28, 2018 .^ Witten, Daniela M.; Tibshirani, Robert (August 9, 2011)."Penalized classification using Fisher's linear discriminant" .Journal of the Royal Statistical Society. Series B (Statistical Methodology) .73 (5):753– 772.doi :10.1111/j.1467-9868.2011.00783.x .ISSN 1369-7412 .PMC 3272679 .PMID 22323898 . ^ "2014 Ziegel Award Announcement".Technometrics .58 (1):152– 153. January 2, 2016.doi :10.1080/00401706.2015.1105697 .ISSN 0040-1706 .S2CID 219594955 . ^ "Faculty Profile: Daniela Witten | Department of Biostatistics" .biostat.washington.edu . Archived fromthe original on April 7, 2017. RetrievedAugust 28, 2018 .^ "2013 Annual Report" (PDF) .Alfred P. Sloan Foundation . 2013. RetrievedAugust 28, 2018 .^ "30 Under 30 - Science & Healthcare - Forbes" .Forbes . RetrievedAugust 28, 2018 .^ Forbes (December 16, 2011),Forbes 30 Under 30 - Success Is In Daniela Witten's DNA , retrievedAugust 28, 2018 ^ "Daniela Witten – NIH Director's Blog" .directorsblog.nih.gov . February 11, 2014. RetrievedAugust 28, 2018 .^ "Raymond J. Carroll Young Investigator Award - Dept. of Statistics, Texas A&M University" .Dept. of Statistics, Texas A&M University . RetrievedAugust 28, 2018 .^ "Daniela Witten named Simons Investigator | Department of Biostatistics" .biostat.washington.edu . Archived fromthe original on August 29, 2018. RetrievedAugust 28, 2018 .^ "10 Scientists Rocking Our World" .HowStuffWorks . April 2, 2012. Archived fromthe original on August 29, 2018. RetrievedAugust 28, 2018 .^ "Which Career Path Will You Follow? | Amstat News" . Magazine.amstat.org. September 1, 2014. RetrievedNovember 4, 2019 .^ Aguiar, Izzy (February 1, 2018)."Getting to Know the Women in Data Science: Daniela Witten" .Medium . RetrievedNovember 4, 2019 .
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