Harold Hotelling | |
---|---|

Born | Fulda, Minnesota, U.S. | September 29, 1895

Died | December 26, 1973 78) | (aged

Alma mater | Princeton University PhD 1924 University of Washington BA 1919, MA 1921 |

Known for | Hotelling's T-square distribution Canonical correlation analysis Hotelling's law Hotelling's lemma Hotelling's rule Hotelling's location model Working–Hotelling procedure |

Awards | North Carolina Award 1972 |

Scientific career | |

Fields | Statistics Economics |

Institutions | Univ. of North Carolina 1946–1973 Columbia University 1931–1946 Stanford University 1927–31 |

Doctoral advisor | Oswald Veblen |

Doctoral students | Kenneth Arrow Seymour Geisser |

Influenced | Kenneth Arrow, Seymour Geisser, Milton Friedman |

**Harold Hotelling** ( /ˈhoʊtəlɪŋ/ ; September 29, 1895 – December 26, 1973) was an American mathematical statistician and an influential economic theorist, known for Hotelling's law, Hotelling's lemma, and Hotelling's rule in economics, as well as Hotelling's T-squared distribution in statistics.^{ [1] } He also developed and named the principal component analysis method widely used in finance, statistics and computer science.

- Statistics
- Economics
- Spatial economics
- Market socialism and Georgism
- Non-convexities
- Works
- Papers
- See also
- References
- External links

He was Associate Professor of Mathematics at Stanford University from 1927 until 1931, a member of the faculty of Columbia University from 1931 until 1946, and a Professor of Mathematical Statistics at the University of North Carolina at Chapel Hill from 1946 until his death. A street in Chapel Hill bears his name. In 1972, he received the North Carolina Award for contributions to science.

Hotelling is known to statisticians because of Hotelling's T-squared distribution which is a generalization of the Student's t-distribution in multivariate setting, and its use in statistical hypothesis testing and confidence regions. He also introduced canonical correlation analysis.

At the beginning of his statistical career Hotelling came under the influence of R.A. Fisher, whose * Statistical Methods for Research Workers * had "revolutionary importance", according to Hotelling's review. Hotelling was able to maintain professional relations with Fisher, despite the latter's temper tantrums and polemics. Hotelling suggested that Fisher use the English word "cumulants" for Thiele's Danish "semi-invariants". Fisher's emphasis on the sampling distribution of a statistic was extended by Jerzy Neyman and Egon Pearson with greater precision and wider applications, which Hotelling recognized. Hotelling sponsored refugees from European anti-semitism and Nazism, welcoming Henry Mann and Abraham Wald to his research group at Columbia. While at Hotelling's group, Wald developed sequential analysis and statistical decision theory, which Hotelling described as "pragmatism in action".

In the United States, Hotelling is known for his leadership of the statistics profession, in particular for his vision of a statistics department at a university, which convinced many universities to start statistics departments. Hotelling was known for his leadership of departments at Columbia University and the University of North Carolina.

Hotelling has a crucial place in the growth of mathematical economics; several areas of active research were influenced by his economics papers. While at the University of Washington, he was encouraged to switch from pure mathematics toward mathematical economics by the famous mathematician Eric Temple Bell. Later, at Columbia University (where during 1933-34 he taught Milton Friedman statistics) in the '40s, Hotelling in turn encouraged young Kenneth Arrow to switch from mathematics and statistics applied to actuarial studies towards more general applications of mathematics in general economic theory. Hotelling is the eponym of Hotelling's law, Hotelling's lemma, and Hotelling's rule in economics.

Hotelling was influenced by the writing of Henry George and was an editorial adviser for the Georgist journal AJES ^{ [2] } Mason Gaffney claims that Hotelling kept his lifelong beliefs about land and tax reform secret because he feared ridicule.^{ [3] }

One of Hotelling's most important contributions to economics was his conception of “spatial economics” in his 1929 article.^{ [4] } Space was not just a barrier to moving goods around, but rather a field upon which competitors jostled to be nearest to their customers.^{ [5] }

Hotelling considers a situation in which there are two sellers at point A and B in a line segment of size l. The buyers are distributed uniformly in this line segment and carry the merchandise to their home at cost c. Let p_{1} and p_{2} be the prices charged by A and B, and let the line segment be divided in 3 parts of size a, x+y and b, where x+y is the size of the segment between A and B, *a* the portion of segment to the left of A and *b* the portion of segment to the right of B. Therefore, a+x+y+b=l. Since the product being sold is a commodity, the point of indifference to buying is given by p_{1}+cx=p_{2}+cy. Solving for x and y yields:

Let q_{1} and q_{2} indicate the quantities sold by A and B. The sellers profit are:

By imposing profit maximization:

Hotelling obtains the economic equilibrium. Hotelling argues this equilibrium is stable even though the sellers may try to establish a price cartel.

Hotelling extrapolates from his findings about spatial economics and links it to not just physical distance, but also similarity in products. He describes how, for example, some factories might make shoes for the poor and others for the rich, but they end up alike. He also quips that, "Methodists and Presbyterian churches are too much alike; cider too homogenous."^{ [4] }

As an extension of his research in spatial economics, Hotelling realized that it would be possible and socially optimal to finance investment in public goods through a Georgist land value tax and then provide such goods and services to the public at marginal cost (in many cases for free). This is an early expression of the Henry George theorem that Joseph Stiglitz and others expanded upon. Hotelling pointed out that when local public goods like roads and trains become congested, users create an additional marginal cost of excluding others. Hotelling became an early advocate of Georgist congestion pricing and stated that the purpose of this unique type of toll fee was in no way to recoup investment costs, but was instead a way of changing behavior and compensating those who are excluded. Hotelling describes how human attention is also in limited supply at any given time and place, which produces a rental value; he concludes that billboards could be regulated or taxed on similar grounds as other scarcity rents. Hotelling reasoned that rent and taxation were analogous, the public and private versions of a similar thing. Therefore, the social optimum would be to put taxes directly on rent.^{ [6] } Kenneth Arrow described this as market socialism, but Mason Gaffney points out that it is actually Georgism.^{ [7] } Hotelling added the following comment about the ethics of Georgist value capture: "The proposition that there is no ethical objection to the confiscation of the site value of land by taxation, if and when the nonlandowning classes can get the power to do so, has been ably defended by [the Georgist] H. G. Brown."^{ [6] }

Hotelling made pioneering studies of non-convexity in economics. In economics, *non-convexity* refers to violations of the convexity assumptions of elementary economics. Basic economics textbooks concentrate on consumers with convex preferences and convex budget sets and on producers with convex production sets; for convex models, the predicted economic behavior is well understood.^{ [8] }^{ [9] } When convexity assumptions are violated, then many of the good properties of competitive markets need not hold: Thus, non-convexity is associated with market failures,^{ [10] }^{ [11] } where supply and demand differ or where market equilibria can be inefficient.^{ [8] }^{ [11] }^{ [12] }^{ [13] }^{ [14] }^{ [15] }

In "oligopolies" (markets dominated by a few producers), especially in "monopolies" (markets dominated by one producer), non-convexities remain important.^{ [15] } Concerns with large producers exploiting market power initiated the literature on non-convex sets, when Piero Sraffa wrote about firms with increasing returns to scale in 1926,^{ [16] } after which Hotelling wrote about marginal cost pricing in 1938.^{ [17] } Both Sraffa and Hotelling illuminated the market power of producers without competitors, clearly stimulating a literature on the supply-side of the economy.^{ [18] }

When the consumer's preference set is non-convex, then (for some prices) the consumer's demand is not connected. A disconnected demand implies some discontinuous behavior by the consumer as discussed by Hotelling:

If indifference curves for purchases be thought of as possessing a wavy character, convex to the origin in some regions and concave in others, we are forced to the conclusion that it is only the portions convex to the origin that can be regarded as possessing any importance, since the others are essentially unobservable. They can be detected only by the discontinuities that may occur in demand with variation in price-ratios, leading to an abrupt jumping of a point of tangency across a chasm when the straight line is rotated. But, while such discontinuities may reveal the existence of chasms, they can never measure their depth. The concave portions of the indifference curves and their many-dimensional generalizations, if they exist, must forever remain in unmeasurable obscurity.

^{ [19] }^{ [20] }

Following Hotelling's pioneering research on non-convexities in economics, research in economics has recognized non-convexity in new areas of economics. In these areas, non-convexity is associated with market failures, where any equilibrium need not be efficient or where no equilibrium exists because supply and demand differ.^{ [8] }^{ [11] }^{ [12] }^{ [13] }^{ [14] }^{ [15] } Non-convex sets arise also with environmental goods and other externalities,^{ [13] }^{ [14] } and with market failures,^{ [10] } and public economics.^{ [12] }^{ [21] } Non-convexities occur also with information economics,^{ [22] } and with stock markets ^{ [15] } (and other incomplete markets).^{ [23] }^{ [24] } Such applications continued to motivate economists to study non-convex sets.^{ [8] }

- Hotelling, Harold (September 1925). "A general mathematical theory of depreciation".
*Journal of the American Statistical Association*.**20**(151): 340–353. doi:10.1080/01621459.1925.10503499. - Hotelling, Harold (September 1927). "Differential equations subject to error, and population estimates".
*Journal of the American Statistical Association*.**22**(159): 283–314. doi:10.1080/01621459.1927.10502963. - Hotelling, Harold (September 1927). "
*Statistical methods for research workers*by R. A. Fisher".*Journal of the American Statistical Association*.**22**(159): 411–412. doi:10.2307/2276824. JSTOR 2276824. PMC 1708459 . Harold Hotelling's review of Fishers'*Statistical methods for research workers*. - Hotelling, Harold; Working, Holbrook (March 1929). "Applications of the theory of error to the interpretation of trends".
*Journal of the American Statistical Association*.**24**(165A): 73–85. doi:10.1080/01621459.1929.10506274. - Hotelling, Harold (March 1929). "Stability in competition".
*The Economic Journal*.**39**(153): 41–57. doi:10.2307/2224214. JSTOR 2224214. - Hotelling, Harold (April 1931). "The economics of exhaustible resources".
*Journal of Political Economy*.**39**(2): 137–175. doi:10.1086/254195. JSTOR 1822328. S2CID 222432341. - Hotelling, Harold (1931). "The generalization of student's ratio".
*Annals of Mathematical Statistics*.**2**(3): 360–378. doi: 10.1214/aoms/1177732979 . - Hotelling, Harold (October 1932). "Edgeworth's taxation paradox and the nature of demand and supply functions".
*Journal of Political Economy*.**40**(5): 577–616. doi:10.1086/254387. JSTOR 1822600. S2CID 199140593. - Hotelling, Harold (September 1933). "Analysis of a complex of statistical variables into principal components".
*Journal of Educational Psychology*.**24**(6): 417–441. doi:10.1037/h0071325. hdl: 2027/wu.89097139406 . - Hotelling, Harold (October 1933). "Note on Edgeworth's taxation phenomenon and Professor Garver's additional condition on demand functions".
*Econometrica*.**1**(4): 408–409. doi:10.2307/1907332. JSTOR 1907332. - Hotelling, Harold (January 1935). "Demand functions with limited budgets".
*Econometrica*.**3**(1): 66–78. doi:10.2307/1907346. JSTOR 1907346. - Hotelling, Harold (February 1935). "The most predictable criterion".
*Journal of Educational Psychology*.**26**(2): 139–142. doi:10.1037/h0058165. - Hotelling, Harold (December 1936). "Relation between two sets of variates".
*Biometrika*.**28**(3–4): 321–377. doi:10.1093/biomet/28.3-4.321. - Hotelling, Harold; Pabst, Margaret R. (March 1936). "Rank correlation and tests of significance involving no assumption of normality".
*Annals of Mathematical Statistics*.**7**(1): 29–43. doi: 10.1214/aoms/1177732543 . JSTOR 2957508. - Hotelling, Harold (July 1938). "The general welfare in relation to problems of taxation and of railway and utility rates".
*Econometrica*.**6**(3): 242–269. doi:10.2307/1907054. JSTOR 1907054. - Hotelling, Harold (December 1940). "The teaching of statistics".
*Annals of Mathematical Statistics*.**11**(4): 457–470. doi: 10.1214/aoms/1177731833 . - Hotelling, Harold (1951). "A generalized T-Test and measure of multivariate dispersion".
*Proceedings of the Second Berkeley Symposium on Mathematical Statistics and Probability*. University of California Press.**2**: 23–41. Bibcode:1951bsms.conf...23H. - Hotelling, Harold (March 1951). "The impact of R. A. Fisher on statistics".
*Journal of the American Statistical Association*.**46**(253): 35–46. doi:10.1080/01621459.1951.10500765. - Hotelling, Harold (1988). "Golden oldies: classic articles from the world of statistics and probability: 'the teaching of statistics'".
*Annals of Mathematical Statistics*.**3**(1): 63–71. doi: 10.1214/ss/1177013001 . - Hotelling, Harold (1988). "Golden oldies: classic articles from the world of statistics and probability: 'the place of statistics in the university'".
*Annals of Mathematical Statistics*.**3**(1): 72–83. doi: 10.1214/ss/1177013002 .

- "Harold Hotelling papers, 1910-1975".
*Columbia University Libraries Archival Collections*. Retrieved 5 December 2013.

In economics, **general equilibrium theory** attempts to explain the behavior of supply, demand, and prices in a whole economy with several or many interacting markets, by seeking to prove that the interaction of demand and supply will result in an overall general equilibrium. General equilibrium theory contrasts to the theory of *partial* equilibrium, which analyzes a specific part of an economy while its other factors are held constant. In general equilibrium, constant influences are considered to be noneconomic, therefore, resulting beyond the natural scope of economic analysis. The noneconomic influences is possible to be non-constant when the economic variables change, and the prediction accuracy may depend on the independence of the economic factors.

**Gérard Debreu** was a French-born economist and mathematician. Best known as a professor of economics at the University of California, Berkeley, where he began work in 1962, he won the 1983 Nobel Memorial Prize in Economic Sciences.

In mathematical economics, the **Arrow–Debreu model** suggests that under certain economic assumptions there must be a set of prices such that aggregate supplies will equal aggregate demands for every commodity in the economy.

**William Jack Baumol** was an American economist. He was a professor of economics at New York University, Academic Director of the Berkley Center for Entrepreneurship and Innovation, and Professor Emeritus at Princeton University. He was a prolific author of more than eighty books and several hundred journal articles.

**Hirofumi Uzawa** was a Japanese economist.

**Arnold Carl Harberger** is an American economist. His approach to the teaching and practice of economics is to emphasize the use of analytical tools that are directly applicable to real-world issues. His influence on academic economics is reflected in part by the widespread use of the term "Harberger triangle" to refer to the standard graphical depiction of the efficiency cost of distortions of competitive equilibrium. His influence on the practice of economic policy is manifested by the high positions attained by his followers in national agencies such as central banks and ministries of finance, and in international agencies such as the World Bank.

In mathematics, a **vector measure** is a function defined on a family of sets and taking vector values satisfying certain properties. It is a generalization of the concept of finite measure, which takes nonnegative real values only.

In probability theory, statistics and econometrics, the **Burr Type XII distribution** or simply the **Burr distribution** is a continuous probability distribution for a non-negative random variable. It is also known as the **Singh–Maddala distribution** and is one of a number of different distributions sometimes called the "generalized log-logistic distribution". It is most commonly used to model household income, see for example: Household income in the U.S. and compare to magenta graph at right.

In mathematics, the **modulus of convexity** and the **characteristic of convexity** are measures of "how convex" the unit ball in a Banach space is. In some sense, the modulus of convexity has the same relationship to the *ε*-*δ* definition of uniform convexity as the modulus of continuity does to the *ε*-*δ* definition of continuity.

**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 and differential equations, matrix algebra, mathematical programming, or other computational methods. Proponents of this approach claim that it allows the formulation of theoretical relationships with rigor, generality, and simplicity.

**Griffith Conrad Evans** was a mathematician working for much of his career at the University of California, Berkeley. He is largely credited with elevating Berkeley's mathematics department to a top-tier research department, having recruited many notable mathematicians in the 1930s and 1940s.

**Roy Radner** was Leonard N. Stern School Professor of Business at New York University. He was a micro-economic theorist. Radner's research interests included strategic analysis of climate change, bounded rationality, game-theoretic models of corruption, pricing of information goods and statistical theory of data mining. Previously he was a faculty member at the University of California, Berkeley, and a Distinguished Member of Technical Staff at AT&T Bell Laboratories.

**Jacques H. Drèze** was a Belgian economist noted for his contributions to economic theory, econometrics, and economic policy as well as for his leadership in the economics profession. Drèze was the first President of the European Economic Association in 1986 and was the President of the Econometric Society in 1970.

The **Shapley–Folkman lemma** is a result in convex geometry that describes the Minkowski addition of sets in a vector space. It is named after mathematicians Lloyd Shapley and Jon Folkman, but was first published by the economist Ross M. Starr.

**Roger Guesnerie** is an economist born in France in 1943. He is currently the Chaired Professor of Economic Theory and Social Organization of the *Collège de France*, Director of Studies at the École des hautes études en sciences sociales, and the chairman of the board of directors of the Paris School of Economics.

**Ross Marc Starr** is an American economist who specializes in microeconomic theory, monetary economics and mathematical economics. He is a professor at the University of California, San Diego.

In **economics**, **non-convexity** refers to violations of the convexity assumptions of elementary economics. Basic economics textbooks concentrate on consumers with convex preferences and convex budget sets and on producers with convex production sets; for convex models, the predicted economic behavior is well understood. When convexity assumptions are violated, then many of the good properties of competitive markets need not hold: Thus, non-convexity is associated with market failures, where supply and demand differ or where market equilibria can be inefficient. Non-convex economies are studied with nonsmooth analysis, which is a generalization of convex analysis.

**Convexity** is an important topic in **economics**. In the Arrow–Debreu model of general economic equilibrium, agents have convex budget sets and convex preferences: At equilibrium prices, the budget hyperplane supports the best attainable indifference curve. The profit function is the convex conjugate of the cost function. Convex analysis is the standard tool for analyzing textbook economics. Non‑convex phenomena in economics have been studied with nonsmooth analysis, which generalizes convex analysis.

**Hukukane Nikaido** was a Japanese economist.

**Charles Frederick Roos** was an American economist who made contributions to mathematical economics. He was one of the founders of the Econometric Society together with American economist Irving Fisher and Norwegian economist Ragnar Frisch in 1930. He served as Secretary-Treasurer during the first year of the Society and was elected as President in 1948. He was director of research of the Cowles Commission from September 1934 to January 1937.

- ↑ Dodge, Y. (2008). The concise encyclopedia of statistics, Springer
- ↑ Turgeon, Lynn. Bastard Keynesianism : the evolution of economic thinking and policymaking since World War II. Westport, Conn: Praeger, 1997
- ↑ Gaffney, Mason. "Warm Memories of Bill Vickrey". Land & Liberty. http://www.cooperative-individualism.org/gaffney-mason_warm-memories-of-bill-vickrey-1997.htm Archived 2016-11-16 at the Wayback Machine
- 1 2 Hotelling, Harold (1929). "Stability in Competition".
*Economic Journal*.**39**(153): 41–57. doi:10.2307/2224214. JSTOR 2224214. - ↑ Palda, Filip (2013). The Apprentice Economist: Seven Steps to Mastery. Toronto. Cooper-Wolfling Press.
- 1 2 Hotelling, Harold (1938). "The General Welfare in Relation to Problems of Taxation and of Railway and Utility Rates".
*Econometrica*.**6**(3): 242–269. doi:10.2307/1907054. JSTOR 1907054. - ↑ Gaffney, Mason, and Fred Harrison. The corruption of economics. London: Shepheard-Walwyn in association with Centre for Incentive Taxation, 2006
- 1 2 3 4 Mas-Colell, A. (1987). "Non-convexity" (PDF). In Eatwell, John; Milgate, Murray; Newman, Peter (eds.).
*The New Palgrave: A Dictionary of Economics*(new ed.). Palgrave Macmillan. pp. 653–661. doi:10.1057/9780230226203.3173. ISBN 9780333786765. - ↑ Green, Jerry; Heller, Walter P. (1981). "1 Mathematical analysis and convexity with applications to economics". In Arrow, Kenneth Joseph; Intriligator, Michael D (eds.).
*Handbook of mathematical economics, Volume*. Handbooks in economics. Vol. 1. Amsterdam: North-Holland Publishing Co. pp. 15–52. doi:10.1016/S1573-4382(81)01005-9. ISBN 978-0-444-86126-9. MR 0634800.**I** - 1 2 Salanié, Bernard (2000). "7 Nonconvexities".
*Microeconomics of market failures*(English translation of the (1998) French*Microéconomie: Les défaillances du marché*(Economica, Paris) ed.). Cambridge, MA: MIT Press. pp. 107–125. ISBN 978-0-262-19443-3. - 1 2 3 Salanié (2000 , p. 36)
- 1 2 3 Pages 63–65: Laffont, Jean-Jacques (1988). "3 Nonconvexities".
*Fundamentals of public economics*. MIT. ISBN 978-0-262-12127-9. - 1 2 3 Starrett, David A. (1972). "Fundamental nonconvexities in the theory of externalities".
*Journal of Economic Theory*.**4**(2): 180–199. doi:10.1016/0022-0531(72)90148-2. MR 0449575. - 1 2 3 Pages 106, 110–137, 172, and 248: Baumol, William J.; Oates, Wallace E.; with contributions by V. S. Bawa and David F. Bradford (1988). "8 Detrimental externalities and nonconvexities in the production set".
*The Theory of environmental policy*(Second ed.). Cambridge: Cambridge University Press. pp. x+299. ISBN 978-0-521-31112-0. - 1 2 3 4 Page 1: Guesnerie, Roger (1975). "Pareto optimality in non-convex economies".
*Econometrica*.**43**(1): 1–29. doi:10.2307/1913410. JSTOR 1913410. MR 0443877. (Guesnerie, Roger (1975). "Errata".*Econometrica*.**43**(5–6): 1010. doi:10.2307/1911353. JSTOR 1911353. MR 0443878.) - ↑ Sraffa, Piero (1926). "The Laws of returns under competitive conditions".
*Economic Journal*.**36**(144): 535–550. doi:10.2307/2959866. JSTOR 2959866. S2CID 6458099. - ↑ Hotelling, Harold (July 1938). "The General welfare in relation to problems of taxation and of railway and utility rates".
*Econometrica*.**6**(3): 242–269. doi:10.2307/1907054. JSTOR 1907054. - ↑ Pages 5–7: Quinzii, Martine (1992).
*Increasing returns and efficiency*(Revised translation of (1988)*Rendements croissants et efficacité economique*. Paris: Editions du Centre National de la Recherche Scientifique ed.). New York: Oxford University Press. pp. viii+165. ISBN 978-0-19-506553-4. - ↑ Hotelling (1935 , p. 74): Hotelling, Harold (January 1935). "Demand functions with limited budgets".
*Econometrica*.**3**(1): 66–78. doi:10.2307/1907346. JSTOR 1907346. - ↑ Diewert (1982 , pp. 552–553): Diewert, W. E. (1982). "12 Duality approaches to microeconomic theory". In Arrow, Kenneth Joseph; Intriligator, Michael D (eds.).
*Handbook of mathematical economics, Volume*. Handbooks in economics. Vol. 1. Amsterdam: North-Holland Publishing Co. pp. 535–599. doi:10.1016/S1573-4382(82)02007-4. ISBN 978-0-444-86127-6. MR 0648778.**II** - ↑ Starrett discusses non-convexities in his textbook on public economics (pages 33, 43, 48, 56, 70–72, 82, 147, and 234–236): Starrett, David A. (1988).
*Foundations of public economics*. Cambridge economic handbooks. Cambridge: Cambridge University Press. ISBN 978-0-521-34801-0.nonconvex OR nonconvexities.

- ↑ Radner, Roy (1968). "Competitive equilibrium under uncertainty".
*Econometrica*.**36**(1): 31–53. doi:10.2307/1909602. JSTOR 1909602. - ↑ Page 270: Drèze, Jacques H. (1987). "14 Investment under private ownership: Optimality, equilibrium and stability". In Drèze, J. H. (ed.).
*Essays on economic decisions under uncertainty*. Cambridge: Cambridge University Press. pp. 261–297. doi:10.1017/CBO9780511559464. ISBN 978-0-521-26484-6. MR 0926685. (Originally published as Drèze, Jacques H. (1974). "Investment under private ownership: Optimality, equilibrium and stability". In Drèze, J. H. (ed.).*Allocation under Uncertainty: Equilibrium and Optimality*. New York: Wiley. pp. 129–165.) - ↑ Page 371: Magill, Michael; Quinzii, Martine (1996). "6 Production in a finance economy".
*The Theory of incomplete markets*(31 Partnerships ed.). Cambridge, Massachusetts: MIT Press. pp. 329–425.

- Arrow, Kenneth J. (1987). "Hotelling, Harold".
*The New Palgrave: A Dictionary of Economics*.**2**: 670–71. - I. Olkina and A. R. Sampsonb (2001). "Hotelling, Harold (1895–1973),"
*International Encyclopedia of the Social & Behavioral Sciences*, pp. 6921–6925. Abstract.

- Harold Hotelling at the Mathematics Genealogy Project
- New School: Harold Hotelling
- American Statistical Association: Harold Hotelling
- Harold Hotelling

The following have photographs:

This page is based on this Wikipedia article

Text is available under the CC BY-SA 4.0 license; additional terms may apply.

Images, videos and audio are available under their respective licenses.

Text is available under the CC BY-SA 4.0 license; additional terms may apply.

Images, videos and audio are available under their respective licenses.