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John Ashworth Nelder (8 October 1924 – 7 August 2010) was a British statistician known for his contributions to
experimental design The design of experiments (DOE, DOX, or experimental design) is the design of any task that aims to describe and explain the variation of information under conditions that are hypothesized to reflect the variation. The term is generally associ ...
,
analysis of variance Analysis of variance (ANOVA) is a collection of statistical models and their associated estimation procedures (such as the "variation" among and between groups) used to analyze the differences among means. ANOVA was developed by the statisticia ...
,
computational statistics Computational statistics, or statistical computing, is the bond between statistics and computer science. It means statistical methods that are enabled by using computational methods. It is the area of computational science (or scientific computi ...
, and
statistical theory The theory of statistics provides a basis for the whole range of techniques, in both study design and data analysis, that are used within applications of statistics. The theory covers approaches to statistical-decision problems and to statistical ...
.


Contributions

Nelder's work was influential in statistics. While leading research at
Rothamsted Experimental Station Rothamsted Research, previously known as the Rothamsted Experimental Station and then the Institute of Arable Crops Research, is one of the oldest agricultural research institutions in the world, having been founded in 1843. It is located at Harp ...
, Nelder developed and supervised the updating of the
statistical software Statistical software are specialized computer programs for analysis in statistics and econometrics. Open-source * ADaMSoft – a generalized statistical software with data mining algorithms and methods for data management * ADMB – a software ...
packages GLIM and
GenStat Genstat (General Statistics) is a statistical software package with data analysis capabilities, particularly in the field of agriculture. It was developed in 1968 by the Rothamsted Research in the United Kingdom and was designed to provide modul ...
: Both packages are flexible
high-level programming language In computer science, a high-level programming language is a programming language with strong Abstraction (computer science), abstraction from the details of the computer. In contrast to low-level programming languages, it may use natural language ...
s that allow statisticians to formulate
linear models In statistics, the term linear model is used in different ways according to the context. The most common occurrence is in connection with regression models and the term is often taken as synonymous with linear regression model. However, the ter ...
concisely. GLIM influenced later environments for
statistical computing Computational statistics, or statistical computing, is the bond between statistics and computer science. It means statistical methods that are enabled by using computational methods. It is the area of computational science (or scientific computin ...
such as
S-PLUS S-PLUS is a commercial implementation of the S programming language sold by TIBCO Software Inc. It features object-oriented programming capabilities and advanced analytical algorithms. Due to the increasing popularity of the open source S succ ...
and R. Both GLIM and GenStat have powerful facilities for the
analysis of variance Analysis of variance (ANOVA) is a collection of statistical models and their associated estimation procedures (such as the "variation" among and between groups) used to analyze the differences among means. ANOVA was developed by the statisticia ...
for
block Block or blocked may refer to: Arts, entertainment and media Broadcasting * Block programming, the result of a programming strategy in broadcasting * W242BX, a radio station licensed to Greenville, South Carolina, United States known as ''96.3 ...
experiments An experiment is a procedure carried out to support or refute a hypothesis, or determine the efficacy or likelihood of something previously untried. Experiments provide insight into cause-and-effect by demonstrating what outcome occurs when ...
, an area where Nelder made many contributions. In
statistical theory The theory of statistics provides a basis for the whole range of techniques, in both study design and data analysis, that are used within applications of statistics. The theory covers approaches to statistical-decision problems and to statistical ...
, Nelder and Wedderburn proposed the
generalized linear model In statistics, a generalized linear model (GLM) is a flexible generalization of ordinary linear regression. The GLM generalizes linear regression by allowing the linear model to be related to the response variable via a ''link function'' and b ...
. Generalized linear models were formulated by John Nelder and Robert Wedderburn as a way of unifying various other statistical models, including
linear regression In statistics, linear regression is a linear approach for modelling the relationship between a scalar response and one or more explanatory variables (also known as dependent and independent variables). The case of one explanatory variable is call ...
,
logistic regression In statistics, the logistic model (or logit model) is a statistical model that models the probability of an event taking place by having the log-odds for the event be a linear function (calculus), linear combination of one or more independent var ...
and
Poisson regression In statistics, Poisson regression is a generalized linear model form of regression analysis used to model count data and contingency tables. Poisson regression assumes the response variable ''Y'' has a Poisson distribution, and assumes the logari ...
. They proposed an
iteratively reweighted least squares The method of iteratively reweighted least squares (IRLS) is used to solve certain optimization problems with objective functions of the form of a ''p''-norm: :\underset \sum_^n \big, y_i - f_i (\boldsymbol\beta) \big, ^p, by an iterative met ...
method Method ( grc, μέθοδος, methodos) literally means a pursuit of knowledge, investigation, mode of prosecuting such inquiry, or system. In recent centuries it more often means a prescribed process for completing a task. It may refer to: *Scien ...
for
maximum likelihood In statistics, maximum likelihood estimation (MLE) is a method of estimation theory, estimating the Statistical parameter, parameters of an assumed probability distribution, given some observed data. This is achieved by Mathematical optimization, ...
estimation of the model parameters. In
statistical inference Statistical inference is the process of using data analysis to infer properties of an underlying probability distribution, distribution of probability.Upton, G., Cook, I. (2008) ''Oxford Dictionary of Statistics'', OUP. . Inferential statistical ...
, Nelder (along with George Barnard and
A. W. F. Edwards Anthony William Fairbank Edwards, FRS (born 1935) is a British statistician, geneticist and evolutionary biologist. He is the son of the surgeon Harold C. Edwards, and brother of medical geneticist John H. Edwards. He has sometimes been called ...
) emphasized the importance of the
likelihood The likelihood function (often simply called the likelihood) represents the probability of random variable realizations conditional on particular values of the statistical parameters. Thus, when evaluated on a given sample, the likelihood funct ...
in
data analysis Data analysis is a process of inspecting, cleansing, transforming, and modeling data with the goal of discovering useful information, informing conclusions, and supporting decision-making. Data analysis has multiple facets and approaches, enco ...
, promoting this "likelihood approach" as an alternative to
frequentist Frequentist inference is a type of statistical inference based in frequentist probability, which treats “probability” in equivalent terms to “frequency” and draws conclusions from sample-data by means of emphasizing the frequency or pr ...
and
Bayesian Thomas Bayes (/beɪz/; c. 1701 – 1761) was an English statistician, philosopher, and Presbyterian minister. Bayesian () refers either to a range of concepts and approaches that relate to statistical methods based on Bayes' theorem, or a followe ...
statistics. In response-surface
optimization Mathematical optimization (alternatively spelled ''optimisation'') or mathematical programming is the selection of a best element, with regard to some criterion, from some set of available alternatives. It is generally divided into two subfi ...
, Nelder and
Roger Mead Roger Mead (1938 – 10 August 2015) was an English statistician and Emeritus Professor of Applied Statistics at the University of Reading. He is known for his paper with John Nelder on the widely-used Nelder–Mead method and for his work on stat ...
proposed the Nelder–Mead_method_.html" ;"title="Michael_J._D._Powell.html" ;"title="Nelder–Mead method ">Nelder–Mead_simplex_heuristic,_widely_used_in_engineering_and_statistics.


_Biography

Born_in_Brushford,_Somerset.html" ;"title="Michael J. D. Powell">Nelder–Mead method ">Nelder–Mead simplex heuristic, widely used in engineering and statistics.


Biography

Born in Brushford, Somerset">Brushford, near Dulverton, Somerset, Nelder was educated at Blundell's School and Sidney Sussex College, Cambridge, where he read Mathematics. Nelder's appointments included Head of the Statistics Section at the Horticulture Research International, National Vegetable Research Station,
Wellesbourne Wellesbourne is a large village in the civil parish of Wellesbourne and Walton, in the county of Warwickshire, in the West Midlands region of the UK. In the 2021 census the parish, which also includes the hamlet of Walton, had a population o ...
, from 1951 to 1968 and head of the Statistics Department at
Rothamsted Experimental Station Rothamsted Research, previously known as the Rothamsted Experimental Station and then the Institute of Arable Crops Research, is one of the oldest agricultural research institutions in the world, having been founded in 1843. It is located at Harp ...
from 1968 to 1984. During his time at Wellesbourne he spent a year (1965–1966) at the Waite Institute in Adelaide, South Australia, where he worked with Graham Wilkinson on Genstat. He held an appointment as Visiting Professor at
Imperial College London Imperial College London (legally Imperial College of Science, Technology and Medicine) is a public research university in London, United Kingdom. Its history began with Prince Albert, consort of Queen Victoria, who developed his vision for a cu ...
from 1972 onwards. He was responsible, with
Max Nicholson Edward Max Nicholson (12 July 1904 – 26 April 2003) was a pioneering environmentalist, ornithologist and internationalist, and a founder of the World Wildlife Fund. Early life Max Nicholson, as he was known to all, was born in Kilternan, Ir ...
and
James Ferguson-Lees Ian James Ferguson-Lees (8 January 1929 in Italy – 11 January 2017) was a British ornithologist. He became known as a member of the British Birds Rarities Committee who was responsible, with John Nelder and Max Nicholson, for publicly debunking t ...
, for debunking the
Hastings Rarities The Hastings Rarities affair is a case of statistically demonstrated ornithological fraud that misled the bird world for decades in the 20th century. The discovery of the long-running hoax shocked ornithologists. The Hastings Rarities were a se ...
– sightings of a series of rare birds, preserved by a
taxidermist Taxidermy is the art of preserving an animal's body via mounting (over an armature) or stuffing, for the purpose of display or study. Animals are often, but not always, portrayed in a lifelike state. The word ''taxidermy'' describes the proce ...
and provided with bogus histories.Nelder, J.A. (1962). A statistical examination of the Hastings Rarities. '' British Birds'', August 1962. Nelder died on 7 August 2010 in Luton and Dunstable Hospital, taken there after a fall at home, which was incidental to the cause of death.


Awards and distinctions

Nelder was elected a
Fellow of the Royal Society Fellowship of the Royal Society (FRS, ForMemRS and HonFRS) is an award granted by the judges of the Royal Society of London to individuals who have made a "substantial contribution to the improvement of natural science, natural knowledge, incl ...
in 1976 and received the
Royal Statistical Society The Royal Statistical Society (RSS) is an established statistical society. It has three main roles: a British learned society for statistics, a professional body for statisticians and a charity which promotes statistics for the public good. ...
's
Guy Medal The Guy Medals are awarded by the Royal Statistical Society in three categories; Gold, Silver and Bronze. The Silver and Bronze medals are awarded annually. The Gold Medal was awarded every three years between 1987 and 2011, but is awarded biennia ...
in Gold in 2005. He was also the recipient of the inaugural Karl Pearson Prize of the
International Statistical Institute The International Statistical Institute (ISI) is a professional association of statisticians. It was founded in 1885, although there had been international statistical congresses since 1853. The institute has about 4,000 elected members from gov ...
, with
Peter McCullagh Peter McCullagh (born 8 January 1952) is a Northern Irish-born American statistician and John D. MacArthur Distinguished Service Professor in the Department of Statistics at the University of Chicago. Education McCullagh is from Plumbridge ...
, "for their monograph Generalized Linear Models (1983)". As tribute on his eightieth birthday, a
festschrift In academia, a ''Festschrift'' (; plural, ''Festschriften'' ) is a book honoring a respected person, especially an academic, and presented during their lifetime. It generally takes the form of an edited volume, containing contributions from the h ...
''Methods and Models in Statistics: In Honour of Professor John Nelder, FRS'' was edited by Niall Adams, Martin Crowder, David J Hand & Dave Stephens, Imperial College Press (2004). The first annual John Nelder memorial lecture was held at Imperial College London, on 8 March 2012, as part of the Mathematics department Colloquium series. The lecture was given by John's long term co-author, Prof
Peter McCullagh Peter McCullagh (born 8 January 1952) is a Northern Irish-born American statistician and John D. MacArthur Distinguished Service Professor in the Department of Statistics at the University of Chicago. Education McCullagh is from Plumbridge ...
. An interviewhttp://stats.ma.ic.ac.uk/~nadams/podcast/podcast6.mp3 with Peter McCullagh, about statistical modelling, includes some reminiscences about John.


Selected publications

* JN and R. W. M. Wedderburn, "Generalized Linear Models", ''J. R. Statist. Soc.'' A, 135 (1972) 370–384. * McCullagh, P. and J.A. Nelder. 1989. ''Generalized Linear Models''. 2nd ed. Chapman & Hall/CRC, Boca Raton, Florida. *Lee, Y., J.A. Nelder, and Y. Pawitan. 2006. ''Generalized Linear Models with Random Effects: Unified Analysis via H-likelihood''. Chapman & Hall/CRC, Boca Raton, Florida.


References


External links


A Conversation with John Nelder


{{DEFAULTSORT:Nelder, John Fellows of the Royal Society Presidents of the Royal Statistical Society Rothamsted statisticians English statisticians Academics of Imperial College London 20th-century British mathematicians 21st-century British mathematicians Alumni of Sidney Sussex College, Cambridge People educated at Blundell's School People from Dulverton 1924 births 2010 deaths Rothamsted Experimental Station people