Hermann Wold
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Herman Ole Andreas Wold (25 December 1908 – 16 February 1992) was a Norwegian-born econometrician and
statistician A statistician is a person who works with theoretical or applied statistics. The profession exists in both the private and public sectors. It is common to combine statistical knowledge with expertise in other subjects, and statisticians may wor ...
who had a long career in
Sweden Sweden, formally the Kingdom of Sweden,The United Nations Group of Experts on Geographical Names states that the country's formal name is the Kingdom of SwedenUNGEGN World Geographical Names, Sweden./ref> is a Nordic country located on ...
. Wold was known for his work in
mathematical economics Mathematical economics is the application of mathematical methods to represent theories and analyze problems in economics. Often, these applied methods are beyond simple geometry, and may include differential and integral calculus, difference an ...
, in
time series In mathematics, a time series is a series of data points indexed (or listed or graphed) in time order. Most commonly, a time series is a sequence taken at successive equally spaced points in time. Thus it is a sequence of discrete-time data. Exa ...
analysis, and in econometric statistics. In mathematical statistics, Wold contributed the
Cramér–Wold theorem In mathematics, the Cramér–Wold theorem in measure theory states that a Borel measure, Borel probability measure on \mathbb^k is uniquely determined by the totality of its one-dimensional projections. It is used as a method for proving joint conv ...
characterizing the
normal distribution In statistics, a normal distribution or Gaussian distribution is a type of continuous probability distribution for a real-valued random variable. The general form of its probability density function is : f(x) = \frac e^ The parameter \mu ...
and developed the Wold decomposition in time series analysis. In microeconomics, Wold advanced utility theory and the theory of consumer demand. In multivariate statistics, Wold contributed the methods of partial least squares regression, partial least squares (PLS) and graphical models. Wold's work on causality, causal statistical inference, inference from observational studies was decades ahead of its time, according to Judea Pearl.


Early life

Herman Wold was born in Skien, Southern Norway. He was the youngest in a family of six brothers and sisters. In 1912 the family moved to
Sweden Sweden, formally the Kingdom of Sweden,The United Nations Group of Experts on Geographical Names states that the country's formal name is the Kingdom of SwedenUNGEGN World Geographical Names, Sweden./ref> is a Nordic country located on ...
and became Swedish citizens. Herman's father had a small fur and hide business.


Scientific achievements

Herman Wold had a long and productive career, spanning six decades.


Studying with Harald Cramér

In 1927 Wold enrolled at the University of Stockholm to study mathematics. It was an opportune time, for Harald Cramér had been appointed Professor of Actuarial Mathematics and Mathematical Statistics. Wold would later write, "To belong to Cramér's first group of students was good luck, an advantage that simply cannot be exaggerated." After graduating in 1930 Wold worked for an insurance company; he also did work on mortality data with Cramér and later designed a tariff for the insurance companies. He started work on a PhD on stochastic processes with Cramér as supervisor. Away from the thesis Wold and Cramér did some joint work, their best known result being the
Cramér–Wold theorem In mathematics, the Cramér–Wold theorem in measure theory states that a Borel measure, Borel probability measure on \mathbb^k is uniquely determined by the totality of its one-dimensional projections. It is used as a method for proving joint conv ...
(1936).


Time series and the Wold decomposition

Wold's thesis, ''A Study in the analysis of stationary time series,'' was an important contribution. The main result was the "Wold decomposition" by which a stationary process, stationary series is expressed as a sum of a deterministic component and a stochastic component which can itself be expressed as an infinite moving average. Beyond this, the work brought together for the first time the work on individual processes by English statisticians, principally Udny Yule, and the theory of stationary stochastic processes created by Russian mathematicians, principally Aleksandr Yakovlevich Khinchin, A. Ya. Khinchin. Wold's results on univariate time series were generalized to multivariate time series by his student Peter Whittle (mathematician), Peter Whittle. The Wold decomposition and the related Wold's theorem inspired Arne Beurling, Beurling's Hardy space#Factorization, factorization theorem in Harmonic analysis#Abstract harmonic analysis, harmonic analysis and related work on invariant subspaces of linear operators.


Theory of consumer demand

In 1938 a government committee appointed Wold to do an econometric study of consumer demand in Sweden. The results were published in 1940. In parallel, he worked on the supply and demand, theory of demand. His book ''Demand Analysis'' (1952) brought together his work on the theory of demand, the theory of stochastic processes, the regression analysis, theory of regression and his work on Swedish data. * * * ) *


Systems of simultaneous equations and causal inference

In 1943 and 1944, Trygve Haavelmo put forward his ideas on the Simultaneous equation methods (econometrics), simultaneous equations model, arguing that simultaneous equation methods (econometrics), systems of simultaneous equations should be central in econometric research. Wold noted some limitation of the maximum-likelihood approach favoured by Haavelmo and the Cowles Commission for Research in Economics, Cowles Commission; Wold cautioned that the literature contained some exaggerated claims for the superiority of maximum-likelihood estimation. In 1945 to 1965, Wold proposed and elaborated on his "recursive causal chain" model, which was more appropriate for many applications, according to Wold: For such "recursive causal chain" models, the least squares method was computationally efficient and enjoyed superior estimation theory, theoretical properties, which it lacked for general time-series models. Wold's writings on causality and recursive-chain models have been recognized as scientific inventions by recent work on causality and graphical models in statistics, especially by Judea Pearl and Nanny Wermuth.


Multivariate analysis and partial least squares

At the end of his career, Wold turned away from econometric modelling and developed multivariate techniques for what he called "soft" modelling. Some of these methods were developed through interactions with his student Karl Jöreskog, K. G. Jöreskog, although the latter's focus was primarily on maximum likelihood methods.


Appointments

The story of Wold's academic appointments is briefly told. In 1942 he became professor of statistics at Uppsala University and he stayed there until 1970. He then moved to Gothenburg, retiring from there in 1975. In 1960 Wold became a member of the Royal Swedish Academy of Sciences. He was a member of the Prize Committee for the Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel from 1968 to 1980.


Selected writings by H. O. A. Wold

* 1938. ''A Study in the Analysis of Stationary Time Series'', Almqvist & Wiksell * 1949. ''Statistical Estimation of Economic Relationships'', in Econometrica, * 1952. ''Demand Analysis: A Study in Econometrics,'' with Lars Juréen. * 1954. "Causality and Econometrics," ''Econometrica'', 22(2),
p. 162
177. * 1964.''Econometric model building : essays on the causal chain approach'' (edited by Herman O.A. Wold). * 1969. "Econometrics as Pioneering in Nonexperimental Model Building," ''Econometrica'', 37(3),
p. 369
381. * 1980. '' The Fix-Point Approach to Interdependent Systems'' (edited by Herman Wold), North-Holland. * 1982. ''Systems under Indirect Observation: Causality, Structure, Prediction'' (edited by Karl Jöreskog, K. G. Jöreskog and H. Wold), North-Holland. There is an extensive bibliography published with the ''ET'' interview (below).


See also

* Causality * Harald Cramér, Cramér, Harald * Convex preferences *
Cramér–Wold theorem In mathematics, the Cramér–Wold theorem in measure theory states that a Borel measure, Borel probability measure on \mathbb^k is uniquely determined by the totality of its one-dimensional projections. It is used as a method for proving joint conv ...
* Supply and demand, Demand (economics) * Directed acyclic graph * Econometrics * Graphical model * Karl Gustav Jöreskog, Jöreskog, Karl Gustav * Latent variable * Least squares * Moving average * Multivariate analysis * Multivariate statistics * Observational study * Partial least squares regression * Stationary process * Structural equation model * Time series * Uppsala University * Utility theory * Peter Whittle (mathematician), Whittle, Peter * Wold decomposition * Wold's theorem


Notes


References

;Autobiography *J. Gani, ed. (1982). ''The Making of Statisticians,'' New York: Springer-Verlag. This has a chapter in which Wold tells the story of his life. * See the ET interview under External Links. ;Discussion *Svante Wold "Wold, Herman Ole Andreas";, pp. 213–4 in ''Leading Personalities in Statistical Sciences from the Seventeenth Century to the Present,'' (ed. N. L. Johnson and S. Kotz) 1997. New York: Wiley. Originally published in ''Encyclopedia of Statistical Science. ''


External links


ET Interviews: Professor H. O. A. Wold
on th
Econometric Theory
page.

* * ;There is a photograph at
H. O. A. Wold
on th

page. ;See also (external links, again)



{{DEFAULTSORT:Wold, Herman Members of the Royal Swedish Academy of Sciences Swedish statisticians Time series econometricians Mathematical statisticians 20th-century Swedish mathematicians Uppsala University faculty University of Gothenburg faculty 1908 births 1992 deaths Fellows of the Econometric Society Presidents of the Econometric Society 20th-century Swedish economists People from Skien Norwegian emigrants to Sweden