Michael Wolf (born June 1, 1967) holds the Chair of
Econometrics
Econometrics is the application of Statistics, statistical methods to economic data in order to give Empirical evidence, empirical content to economic relationships.M. Hashem Pesaran (1987). "Econometrics," ''The New Palgrave: A Dictionary of ...
and Applied
Statistics
Statistics (from German language, German: ''wikt:Statistik#German, Statistik'', "description of a State (polity), state, a country") is the discipline that concerns the collection, organization, analysis, interpretation, and presentation of ...
in the Department of
Economics
Economics () is the social science that studies the Production (economics), production, distribution (economics), distribution, and Consumption (economics), consumption of goods and services.
Economics focuses on the behaviour and intera ...
at the
University of Zurich
The University of Zürich (UZH, german: Universität Zürich) is a public research university located in the city of Zürich, Switzerland. It is the largest university in Switzerland, with its 28,000 enrolled students. It was founded in 1833 f ...
, Switzerland. He was previously Professor at
UCLA
The University of California, Los Angeles (UCLA) is a public land-grant research university in Los Angeles, California. UCLA's academic roots were established in 1881 as a teachers college then known as the southern branch of the California St ...
,
Charles III University of Madrid
University Charles III of Madrid ( es, Universidad Carlos III de Madrid) (UC3M) is a public university in the Community of Madrid, Spain. Established in 1989, UC3M is an institution with a distinctly international profile. It offers a broad rang ...
, and
Pompeu Fabra University
Pompeu Fabra University ( ca, Universitat Pompeu Fabra, UPF, ; es, link=no, Universidad Pompeu Fabra) is a public university located in the city of Barcelona, Catalonia in Spain. The university was created by the Autonomous Government of Catalo ...
.
Biography
Wolf was born in Germany, where he obtained a
bachelor's degree
A bachelor's degree (from Middle Latin ''baccalaureus'') or baccalaureate (from Modern Latin ''baccalaureatus'') is an undergraduate academic degree awarded by colleges and universities upon completion of a course of study lasting three to six ...
in
mathematics
Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
from the
University of Augsburg
The University of Augsburg (german: Universität Augsburg) is a university located in the Universitätsviertel section of Augsburg, Germany. It was founded in 1970 and is organized in 8 Faculties.
The University of Augsburg is a relatively you ...
. From 1991 he studied statistics at Stanford University (
M.Sc.
A Master of Science ( la, Magisterii Scientiae; abbreviated MS, M.S., MSc, M.Sc., SM, S.M., ScM or Sc.M.) is a master's degree in the field of science awarded by universities in many countries or a person holding such a degree. In contrast to ...
1995,
Ph.D.
A Doctor of Philosophy (PhD, Ph.D., or DPhil; Latin: or ') is the most common degree at the highest academic level awarded following a course of study. PhDs are awarded for programs across the whole breadth of academic fields. Because it is a ...
1996).
Wolf is known for his work on
shrinkage estimation of large-dimensional
covariance matrices
In probability theory and statistics, a covariance matrix (also known as auto-covariance matrix, dispersion matrix, variance matrix, or variance–covariance matrix) is a square matrix giving the covariance between each pair of elements of ...
. While originally motivated by
Markowitz portfolio selection, the linear shrinkage estimator he developed in collaboration with Olivier Ledoit has been widely adopted by other researchers in a variety of scientific fields such as
cancer research
Cancer research is research into cancer to identify causes and develop strategies for prevention, diagnosis, treatment, and cure.
Cancer research ranges from epidemiology, molecular bioscience to the performance of clinical trials to evaluate and ...
,
chemistry
Chemistry is the science, scientific study of the properties and behavior of matter. It is a natural science that covers the Chemical element, elements that make up matter to the chemical compound, compounds made of atoms, molecules and ions ...
,
civil engineering
Civil engineering is a professional engineering discipline that deals with the design, construction, and maintenance of the physical and naturally built environment, including public works such as roads, bridges, canals, dams, airports, sewage ...
,
climatology
Climatology (from Greek , ''klima'', "place, zone"; and , '' -logia'') or climate science is the scientific study of Earth's climate, typically defined as weather conditions averaged over a period of at least 30 years. This modern field of stud ...
,
electrical engineering
Electrical engineering is an engineering discipline concerned with the study, design, and application of equipment, devices, and systems which use electricity, electronics, and electromagnetism. It emerged as an identifiable occupation in the l ...
,
genetics
Genetics is the study of genes, genetic variation, and heredity in organisms.Hartl D, Jones E (2005) It is an important branch in biology because heredity is vital to organisms' evolution. Gregor Mendel, a Moravian Augustinian friar wor ...
,
geology
Geology () is a branch of natural science concerned with Earth and other astronomical objects, the features or rocks of which it is composed, and the processes by which they change over time. Modern geology significantly overlaps all other Ear ...
,
neuroscience
Neuroscience is the scientific study of the nervous system (the brain, spinal cord, and peripheral nervous system), its functions and disorders. It is a multidisciplinary science that combines physiology, anatomy, molecular biology, development ...
,
psychology
Psychology is the scientific study of mind and behavior. Psychology includes the study of conscious and unconscious phenomena, including feelings and thoughts. It is an academic discipline of immense scope, crossing the boundaries betwe ...
,
speech recognition
Speech recognition is an interdisciplinary subfield of computer science and computational linguistics that develops methodologies and technologies that enable the recognition and translation of spoken language into text by computers with the m ...
,
etc. The common feature between these applications is that the dimension of the covariance matrix is not negligible with respect to the size of the
sample
Sample or samples may refer to:
Base meaning
* Sample (statistics), a subset of a population – complete data set
* Sample (signal), a digital discrete sample of a continuous analog signal
* Sample (material), a specimen or small quantity of s ...
. In this case the usual estimator, the
sample covariance
The sample mean (or "empirical mean") and the sample covariance are statistics computed from a sample of data on one or more random variables.
The sample mean is the average value (or mean value) of a sample of numbers taken from a larger po ...
matrix, is inaccurate and
ill-conditioned
In numerical analysis, the condition number of a function measures how much the output value of the function can change for a small change in the input argument. This is used to measure how sensitive a function is to changes or errors in the input ...
. By contrast, the Ledoit-Wolf estimator is more accurate and guaranteed to be well-conditioned, even in the difficult case where matrix dimension exceeds sample size.
Michael Wolf also co-wrote the book on Subsampling, a
resampling method inspired by the
jackknife that constitutes an alternative to the
bootstrap. In the field of
multiple testing
In statistics, the multiple comparisons, multiplicity or multiple testing problem occurs when one considers a set of statistical inferences simultaneously or infers a subset of parameters selected based on the observed values.
The more inferences ...
, he introduced new procedures to control the
family-wise error rate
In statistics, family-wise error rate (FWER) is the probability of making one or more false discoveries, or type I errors when performing multiple hypotheses tests.
Familywise and Experimentwise Error Rates
Tukey (1953) developed the concept of a ...
that are more
powerful than previous methods, by taking into account the
dependence between
test statistic
A test statistic is a statistic (a quantity derived from the sample) used in statistical hypothesis testing.Berger, R. L.; Casella, G. (2001). ''Statistical Inference'', Duxbury Press, Second Edition (p.374) A hypothesis test is typically specif ...
s. He also worked on procedures to control generalized error rates, such as the generalized family-wise error rate, the false discovery proportion and the
false discovery rate
In statistics, the false discovery rate (FDR) is a method of conceptualizing the rate of type I errors in null hypothesis testing when conducting multiple comparisons. FDR-controlling procedures are designed to control the FDR, which is the expe ...
.
Michael Wolf served on the
editorial board
The editorial board is a group of experts, usually at a publication, who dictate the tone and direction the publication's editorial policy will take.
Mass media
At a newspaper, the editorial board usually consists of the editorial page editor, a ...
of the Annals of Statistics and Statistics and Probability Letters. In 2004, he won the Distinguished Researcher award from the
Generalitat of Catalonia
The Generalitat de Catalunya (; oc, label=Aranese, Generalitat de Catalonha; es, Generalidad de Cataluña), or the Government of Catalonia, is the institutional system by which Catalonia politically organizes its self-government. It is formed b ...
. He was invited to give the prestigious
Gumbel Lecture at the Annual Meeting of the German Statistical Society in
Cologne
Cologne ( ; german: Köln ; ksh, Kölle ) is the largest city of the German western States of Germany, state of North Rhine-Westphalia (NRW) and the List of cities in Germany by population, fourth-most populous city of Germany with 1.1 m ...
in 2008.
Selected publications
Books
*
Articles on Shrinkage Estimation of Covariance Matrices
*
*
*
Articles on Subsampling
*
*
Articles on Multiple Testing
*
*
*
References
External links
*Official University of Zuric
webpage
*Google Schola
Citation page
{{DEFAULTSORT:Wolf, Michael
1967 births
Living people
German statisticians
Econometricians
Academic staff of the University of Zurich
Stanford University School of Humanities and Sciences alumni
University of Augsburg alumni
Computational statisticians