Albert-László Barabási
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Albert-László Barabási (born March 30, 1967) is a Romanian-born Hungarian-American physicist, best known for his discoveries in
network science Network science is an academic field which studies complex networks such as telecommunication networks, computer networks, biological networks, cognitive and semantic networks, and social networks, considering distinct elements or actors repre ...
and
network medicine Network medicine is the application of network science towards identifying, preventing, and treating diseases. This field focuses on using network topology and network dynamics towards identifying diseases and developing medical drugs. Biologica ...
. He is Distinguished University Professor and Robert Gray Professor of Network Science at
Northeastern University Northeastern University (NU) is a private university, private research university with its main campus in Boston. Established in 1898, the university offers undergraduate and graduate programs on its main campus as well as satellite campuses in ...
, and holds appointments at the Department of Medicine,
Harvard Medical School Harvard Medical School (HMS) is the graduate medical school of Harvard University and is located in the Longwood Medical Area of Boston, Massachusetts. Founded in 1782, HMS is one of the oldest medical schools in the United States and is consi ...
and th
Department of Network and Data Science
at
Central European University Central European University (CEU) is a private research university accredited in Austria, Hungary, and the United States, with campuses in Vienna and Budapest. The university is known for its highly intensive programs in the social sciences and ...
. He is the former Emil T. Hofmann Professor of Physics at the
University of Notre Dame The University of Notre Dame du Lac, known simply as Notre Dame ( ) or ND, is a private Catholic research university in Notre Dame, Indiana, outside the city of South Bend. French priest Edward Sorin founded the school in 1842. The main campu ...
and former associate member of the
Center of Cancer Systems Biology Center or centre may refer to: Mathematics *Center (geometry), the middle of an object * Center (algebra), used in various contexts ** Center (group theory) ** Center (ring theory) * Graph center, the set of all vertices of minimum eccentricity ...
(CCSB) at the
Dana–Farber Cancer Institute Dana–Farber Cancer Institute is a comprehensive cancer treatment and research institution in Boston, Massachusetts. Dana–Farber is the founding member of Dana–Farber/Harvard Cancer Center, Harvard's Comprehensive Cancer Center designated b ...
,
Harvard University Harvard University is a private Ivy League research university in Cambridge, Massachusetts. Founded in 1636 as Harvard College and named for its first benefactor, the Puritan clergyman John Harvard, it is the oldest institution of higher le ...
. He discovered in 1999 the concept of
scale-free networks A scale-free network is a network whose degree distribution follows a power law, at least asymptotically. That is, the fraction ''P''(''k'') of nodes in the network having ''k'' connections to other nodes goes for large values of ''k'' as : P(k ...
and proposed the
Barabási–Albert model The Barabási–Albert (BA) model is an algorithm for generating random scale-free network, scale-free complex network, networks using a preferential attachment mechanism. Several natural and human-made systems, including the Internet, the World ...
to explain their widespread emergence in natural, technological and social systems, from the cellular telephone to the
World Wide Web The World Wide Web (WWW), commonly known as the Web, is an information system enabling documents and other web resources to be accessed over the Internet. Documents and downloadable media are made available to the network through web se ...
or online communities. He is the Founding President of the Network Science Society, which sponsors the flagship
NetSci conference The International School and Conference on Network Science, also called NetSci, is an annual conference focusing on Network science, networks. It is organized yearly since 2006 by thNetwork Science Society Physicists are especially prominently repr ...
held yearly since 2006.


Birth and education

Barabási was born to an ethnic Hungarian family in Cârța,
Harghita County Harghita (, hu, Hargita megye, ) is a county (județ) in the center of Romania, in eastern Transylvania, with the county seat at Miercurea Ciuc. Demographics 2002 census In 2002, Harghita County had a population of 326,222 and a populatio ...
, Romania. His father, László Barabási, was a historian, museum director and writer, while his mother, Katalin Keresztes, taught literature, and later became director of a children's theater.Dale Keiger
"Looking for the next big thing"
Notre Dame Magazine, vol. 36 (Spring 2007), no. 1, 49–53
He attended a high school specializing in science and mathematics; in the tenth grade, he won a local
physics olympiad The International Physics Olympiad (IPhO) is an annual physics competition for high school students. It is one of the International Science Olympiads. The first IPhO was held in Warsaw, Poland in 1967. Each national delegation is made up of at ...
. Between 1986 and 1989, he studied
physics Physics is the natural science that studies matter, its fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge which r ...
and engineering at the
University of Bucharest The University of Bucharest ( ro, Universitatea din București), commonly known after its abbreviation UB in Romania, is a public university founded in its current form on by a decree of Prince Alexandru Ioan Cuza to convert the former Princel ...
; during that time, he began doing research on
chaos theory Chaos theory is an interdisciplinary area of scientific study and branch of mathematics focused on underlying patterns and deterministic laws of dynamical systems that are highly sensitive to initial conditions, and were once thought to have co ...
, publishing three papers. In 1989, Barabási emigrated to Hungary, together with his father. In 1991, he received a master's degree at
Eötvös Loránd University Eötvös Loránd University ( hu, Eötvös Loránd Tudományegyetem, ELTE) is a Hungarian public research university based in Budapest. Founded in 1635, ELTE is one of the largest and most prestigious public higher education institutions in Hung ...
in
Budapest Budapest (, ; ) is the capital and most populous city of Hungary. It is the ninth-largest city in the European Union by population within city limits and the second-largest city on the Danube river; the city has an estimated population ...
, under
Tamás Vicsek Tamás Vicsek (, born 10 May 1948, Budapest) is a Hungarian scientist with research interests in numerical studies of dense liquids, percolation theory, Monte Carlo simulation of cluster models, aggregation phenomena, fractal growth, pattern fo ...
, before enrolling in the Physics program at
Boston University Boston University (BU) is a private research university in Boston, Massachusetts. The university is nonsectarian, but has a historical affiliation with the United Methodist Church. It was founded in 1839 by Methodists with its original campu ...
, where he earned a PhD in 1994. His thesis, written under the direction of
H. Eugene Stanley Harry Eugene Stanley (born March 28, 1941) is an American physicist and University Professor at Boston University. He has made seminal contributions to statistical physics and is one of the pioneers of interdisciplinary science. His current r ...
, was published by Cambridge University Press under the title ''Fractal Concepts in Surface Growth''.


Academic career

After a one-year postdoc at the IBM
Thomas J. Watson Research Center The Thomas J. Watson Research Center is the headquarters for IBM Research. The center comprises three sites, with its main laboratory in Yorktown Heights, New York, U.S., 38 miles (61 km) north of New York City, Albany, New York and with ...
, Barabási joined the faculty at the University of Notre Dame in 1995. In 2000, at the age of 32, he was named the Emil T. Hofman Professor of Physics, becoming the youngest endowed professor. In 2004 he founded the Center for Complex Network Research. In 2005–06 he was a Visiting Professor at Harvard University. In Fall, 2007, Barabási left Notre Dame to become the Distinguished Professor and Director of the Center for Network Science at Northeastern University and to take up an appointment in the Department of Medicine at Harvard Medical School. As of 2008, Barabási holds Hungarian, Romanian and U.S. citizenship.


Research and achievements

Barabási has been a major contributor to the development of
network science Network science is an academic field which studies complex networks such as telecommunication networks, computer networks, biological networks, cognitive and semantic networks, and social networks, considering distinct elements or actors repre ...
, the statistical physics of complex systems and
network medicine Network medicine is the application of network science towards identifying, preventing, and treating diseases. This field focuses on using network topology and network dynamics towards identifying diseases and developing medical drugs. Biologica ...
.


Scale-Free Networks

His biggest role has been the discovery of the ''
scale-free network A scale-free network is a network whose degree distribution follows a power law, at least asymptotically. That is, the fraction ''P''(''k'') of nodes in the network having ''k'' connections to other nodes goes for large values of ''k'' as : P(k) ...
s''. He reported the scale-free nature of the WWW in 1999 and the same year, in a Science paper with Réka
Albert Albert may refer to: Companies * Albert (supermarket), a supermarket chain in the Czech Republic * Albert Heijn, a supermarket chain in the Netherlands * Albert Market, a street market in The Gambia * Albert Productions, a record label * Albert ...
, he proposed the
Barabási–Albert model The Barabási–Albert (BA) model is an algorithm for generating random scale-free network, scale-free complex network, networks using a preferential attachment mechanism. Several natural and human-made systems, including the Internet, the World ...
, predicting that growth and
preferential attachment A preferential attachment process is any of a class of processes in which some quantity, typically some form of wealth or credit, is distributed among a number of individuals or objects according to how much they already have, so that those who ...
are jointly responsible for the emergence of the scale-free property in real networks. According to the review of one of Barabási's books, preferential attachment can be described as follows:
"Barabási has found that the websites that form the network (of the WWW) have certain mathematical properties. The conditions for these properties to occur are threefold. The first is that the network has to be expanding, growing. This precondition of growth is very important as the idea of emergence comes with it. It is constantly evolving and adapting. That condition exists markedly with the world wide web. The second is the condition of preferential attachment, that is, nodes (websites) will wish to link themselves to hubs (websites) with the most connections. The third condition is what is termed competitive fitness which in network terms means its rate of attraction."
He subsequently showed that the scale-free property emerges in biological systems, namely in
metabolic networks A metabolic network is the complete set of metabolic and physical processes that determine the physiological and biochemical properties of a cell. As such, these networks comprise the chemical reactions of metabolism, the metabolic pathways, as w ...
and
protein–protein interaction Protein–protein interactions (PPIs) are physical contacts of high specificity established between two or more protein molecules as a result of biochemical events steered by interactions that include electrostatic forces, hydrogen bonding and th ...
networks. ''Science'' celebrated the ten-year anniversary of Barabási’s 1999 discovery by devoting a special issue to Complex Systems and Networks in 2009.


Network Robustness

In a 2001 paper with
Réka Albert Réka Albert (born 2 March 1972) is a Romanian- Hungarian scientist. She is a distinguished professor of physics and adjunct professor of biology at Pennsylvania State University and is noted for the Barabási–Albert model and research into sca ...
and Hawoong Jeong he demonstrated the
Achilles' heel An Achilles' heel (or Achilles heel) is a weakness in spite of overall strength, which can lead to downfall. While the mythological origin refers to a physical vulnerability, idiomatic references to other attributes or qualities that can lead to ...
property of scale-free networks, showing that such networks are robust to random failures but fragile to attacks. Specifically, they showed that networks can easily survive the random failure of a very large number of nodes. At the same time, networks collapse under attack, achieved by removing the biggest hubs. The threshold characterizing the breakdown of a network under random failures was linked it to the second moment of the
degree distribution In the study of graphs and networks, the degree of a node in a network is the number of connections it has to other nodes and the degree distribution is the probability distribution of these degrees over the whole network. Definition The degree o ...
, finding that the threshold converges to zero for large networks, indicating that networks can survive the failure of a large fraction of their nodes. The calculations also showed that robustness to random failures is not limited to scale-free networks, but it is a general property of most real networks with a wide range of node degrees.


Network Medicine

Barabási is one of the founders of
network medicine Network medicine is the application of network science towards identifying, preventing, and treating diseases. This field focuses on using network topology and network dynamics towards identifying diseases and developing medical drugs. Biologica ...
, a term he coined in a scientific article entitled "Network Medicine – From Obesity to the "Diseasome", published in The New England Journal of Medicine, in 2007. His work introduced the concept of diseasome, or disease network, showing how diseases are connected through shared genes, capturing their common genetic roots. He subsequently pioneered the use of large patient data, linking the roots of disease comorbidity to molecular networks. A key concept of network medicine is his discovery that genes associated with the same disease are located in the same network neighborhood. This discovery lead to the concept of disease module, currently used to aid
drug discovery In the fields of medicine, biotechnology and pharmacology, drug discovery is the process by which new candidate medications are discovered. Historically, drugs were discovered by identifying the active ingredient from traditional remedies or by ...
,
drug design Drug design, often referred to as rational drug design or simply rational design, is the inventive process of finding new medications based on the knowledge of a biological target. The drug is most commonly an organic small molecule that acti ...
, and the development of
biomarker In biomedical contexts, a biomarker, or biological marker, is a measurable indicator of some biological state or condition. Biomarkers are often measured and evaluated using blood, urine, or soft tissues to examine normal biological processes, ...
s, as he outlined in 2012 in a
TEDMED TEDMED is an annual conference focusing on health and medicine, with a year-round web-based community. TEDMED is an independent event operating under license from the nonprofit TED conference. Background , TEDMED staff operates from Stamfor ...
talk. Barabási's work inspired the founding of the Channing Division of Network Medicine at Harvard Medical School and the Network Medicine Institute and Global Alliance, representing 33 universities and institutions around the world committed to advancing the field. Barabási's work in network medicine has led to multiple experimentally falsifiable predictions, helping identify experimentally validated novel pathways in asthma, predicting novel mechanism of action for rosmarinic acid, and novel therapeutic functions of existing drugs (drug repurposing). The products of network medicine are in the clinic, helping doctors decide if rheumatoid arthritis patients respond to anti-TNF therapy. During COVID  Barabási led a major collaboration involving researchers from 
Harvard University Harvard University is a private Ivy League research university in Cambridge, Massachusetts. Founded in 1636 as Harvard College and named for its first benefactor, the Puritan clergyman John Harvard, it is the oldest institution of higher le ...
,
Boston University Boston University (BU) is a private research university in Boston, Massachusetts. The university is nonsectarian, but has a historical affiliation with the United Methodist Church. It was founded in 1839 by Methodists with its original campu ...
and The Broad Institute, to predict and experimentally test the efficacy for COVID patients of 6,000 approved drugs.


Human Dynamics

Barabási's work on human dynamics resulted in the discovery of the fat tailed nature of the inter event times in human activity patterns. The pattern showed that human activity is bursty - short periods of intensive activity are followed by long periods that lack detectable activity. He proposed the Barabási model of human dynamics, demonstrating that a queuing model can explain the bursty nature of human activity, a topic is covered by his book Bursts.


Network Control

His work on
network controllability Network controllability concerns the structural controllability of a Graph (discrete mathematics), network. Controllability describes our ability to guide a dynamical system from any initial state to any desired final state in finite time, with a ...
and
observability Observability is a measure of how well internal states of a system can be inferred from knowledge of its external outputs. In control theory, the observability and controllability of a linear system are mathematical duals. The concept of observa ...
brought the tools of
control theory Control theory is a field of mathematics that deals with the control of dynamical systems in engineered processes and machines. The objective is to develop a model or algorithm governing the application of system inputs to drive the system to a ...
to network science. Barabási asked how to identify the nodes through which one can control a complex network, just like a car is controlled through three control points, the steering wheel, gas pedal and the brake. He developed the analytical formalism of network controllability by mapping the control problem, widely studied in physics and engineering since Maxwell, into
graph matching Graph matching is the problem of finding a similarity between graphs.Endika Bengoetxea"Inexact Graph Matching Using Estimation of Distribution Algorithms" Ph. D., 2002Chapter 2:The graph matching problem(retrieved June 28, 2017) Graphs are comm ...
, a graph theoretic problem, merging statistical mechanics and control theory. The exact mapping allowed him to develop tools to identify the system's control nodes. He used network control to predict the function of  individual neurons in the
Caenorhabditis elegans ''Caenorhabditis elegans'' () is a free-living transparent nematode about 1 mm in length that lives in temperate soil environments. It is the type species of its genus. The name is a blend of the Greek ''caeno-'' (recent), ''rhabditis'' (ro ...
connectome A connectome () is a comprehensive map of neural connections in the brain, and may be thought of as its "wiring diagram". An organism's nervous system is made up of neurons which communicate through synapses. A connectome is constructed by tr ...
, leading to the discovery of new neurons involved in the control of locomotion, and offering direct falsifiable experimental confirmation of network control principles.


Awards

Barabási was the recipient of the 2023
Julius Edgar Lilienfeld Prize The Julius Edgar Lilienfeld Prize of the American Physical Society, to remember Julius Edgar Lilienfeld, has been awarded annually, since 1989. (It was not awarded in 2002). The purpose of the Prize is to recognize outstanding contributions to phy ...
, one of the top prizes of the American Physical Society, "for pioneering work on the statistical physics of networks that transformed the study of complex systems, and for lasting contributions in communicating the significance of this rapidly developing field to a broad range of audiences." In 2021 Barabási received the EPS Statistical and Nonlinear Physics Prize, for "his pioneering contributions to the development of complex network science, in particular for his seminal work on scale-free networks, the preferential attachment model, error and attack tolerance in complex networks, controllability of complex networks, the physics of social ties, communities, and human mobility patterns, genetic, metabolic, and biochemical networks, as well as applications in network biology and network medicine." In 2021 Barabási was ranked 2nd in the world in the field of Engineering and Technology. In 2019 he received The
Bolyai Prize The International János Bolyai Prize of Mathematics is an international prize founded by the Hungarian Academy of Sciences. The prize is named after János Bolyai and is awarded every five years to mathematicians for monographs with important new r ...
from the
Hungarian Academy of Sciences The Hungarian Academy of Sciences ( hu, Magyar Tudományos Akadémia, MTA) is the most important and prestigious learned society of Hungary. Its seat is at the bank of the Danube in Budapest, between Széchenyi rakpart and Akadémia utca. Its ma ...
. In 2017 he received the Senior scientific award of the Complex Systems Society for "setting the basis of what is now modern Network Science". In 2011 he received the Lagrange Prize-Crt Foundation Prize. In 2008 he received the 2008
C&C Prize The NEC C&C Prize ( ja, C&C賞) is an award given by the NEC Corporation "in recognition of outstanding contributions to research and development and/or pioneering work in the fields of semiconductors, computers, telecommunications and their integr ...
, Japan "for stimulating innovative research on networks and discovering that the scale-free property is a common feature of various real-world complex networks" and the Cozzarelli Prize,
National Academies of Sciences National may refer to: Common uses * Nation or country ** Nationality – a ''national'' is a person who is subject to a nation, regardless of whether the person has full rights as a citizen Places in the United States * National, Maryland, ce ...
(USA) In 2006 he was awarded the
John von Neumann John von Neumann (; hu, Neumann János Lajos, ; December 28, 1903 – February 8, 1957) was a Hungarian-American mathematician, physicist, computer scientist, engineer and polymath. He was regarded as having perhaps the widest cove ...
Medal by the John von Neumann Computer Society from Hungary, for outstanding achievements in computer-related science and technology. In 2005, he was awarded the FEBS Anniversary Prize for Systems Biology. He was elected
Fellow of the American Physical Society The American Physical Society honors members with the designation ''Fellow'' for having made significant accomplishments to the field of physics. The following lists are divided chronologically by the year of designation. * List of American Physic ...
in 2003, fellow of AAAS in 2011, Fellow of the Network Science Society in 2021. In 2004, he was elected as an external member of the
Hungarian Academy of Sciences The Hungarian Academy of Sciences ( hu, Magyar Tudományos Akadémia, MTA) is the most important and prestigious learned society of Hungary. Its seat is at the bank of the Danube in Budapest, between Széchenyi rakpart and Akadémia utca. Its ma ...
, in 2007, he was inducted into the
Academia Europaea The Academia Europaea is a pan-European Academy of Humanities, Letters, Law, and Sciences. The Academia was founded in 1988 as a functioning Europe-wide Academy that encompasses all fields of scholarly inquiry. It acts as co-ordinator of Europea ...
, in 2013 he was elected as fellow of the Massachusetts Academy of Sciences, in 2018 he was elected into the European Academy of Arts and Sciences, and in 2018 was elected member of the
Romanian Academy of Sciences The Romanian Academy of Sciences was an institution established in Romania by a group of 26 scientists, dissatisfied with the imperfect organization of the Scientific Section of the Romanian Academy, which was left in the background, with only 12 ...
. In 2011 he was awarded Honorary degree Doctor Honoris Causa by
Technical University of Madrid The Technical University of Madrid or sometimes called Polytechnic University of Madrid ( es, Universidad Politécnica de Madrid, UPM) is a public university, located in Madrid, Spain. It was founded in 1971 as the result of merging different Te ...
, in 2018 received an honorary doctorate from
Utrecht University Utrecht University (UU; nl, Universiteit Utrecht, formerly ''Rijksuniversiteit Utrecht'') is a public research university in Utrecht, Netherlands. Established , it is one of the oldest universities in the Netherlands. In 2018, it had an enrollme ...
and from the University of West Timisoara.


Selected publications

* Barabási, Albert-László, ''The Formula: The Universal Laws of Success'', November 6, 2018; (hardcover) * * Barabási, Albert-László, ''Bursts: The Hidden Pattern Behind Everything We Do'', April 29, 2010; (hardcover) * Barabási, Albert-László, '' Linked: The New Science of Networks'', 2002. (pbk) * Barabási, Albert-László and Réka Albert, "Emergence of scaling in random networks", ''Science'', 286:509–512, October 15, 1999 * Barabási, Albert-László and Zoltán Oltvai, "Network Biology", ''
Nature Reviews Genetics ''Nature Reviews Genetics'' is a monthly review journal published by Nature Portfolio. It was established in 2000 and covers the full breadth of modern genetics. The editor-in-chief is Linda Koch. The journal publishes review and perspective arti ...
'' 5, 101–113 (2004) * Barabási, Albert-László,
Mark Newman Mark Newman is an English-American physicist and Anatol Rapoport Distinguished University Professor of Physics at the University of Michigan, as well as an external faculty member of the Santa Fe Institute. He is known for his fundamental contri ...
and
Duncan J. Watts Duncan James Watts (born February 20, 1971) is a sociologist and a professor at the University of Pennsylvania. He was formerly a principal researcher at Microsoft Research in New York City, and is known for his work on small-world networks. E ...
, ''The Structure and Dynamics of Networks'', 2006; * Barabási, Albert-László, Natali Gulbahce, and Joseph Loscalzo, "Network Medicine", ''
Nature Reviews Genetics ''Nature Reviews Genetics'' is a monthly review journal published by Nature Portfolio. It was established in 2000 and covers the full breadth of modern genetics. The editor-in-chief is Linda Koch. The journal publishes review and perspective arti ...
'' 12, 56–68 (2011) * *Y.-Y. Liu, J.-J. Slotine, A.-L. Barabási, "Controllability of complex networks", ''Nature'' 473, 167–173 (2011) *Y.-Y. Liu, J.-J. Slotine, A.-L. Barabási, "Observability of complex systems", ''Proceedings of the National Academy of Sciences'' 110, 1–6 (2013) *
Baruch Barzel Baruch Barzel (March 19, 1976) is an Israeli physicist and applied mathematician at Bar-Ilan University, a member of the Gonda Multidisciplinary Brain Research Center and of the Bar-Ilan Data Science Institute. His main research areas are statist ...
and A.-L. Barabási, "Universality in Network Dynamics", ''Nature Physics'' 9, 673–681 (2013) *
Baruch Barzel Baruch Barzel (March 19, 1976) is an Israeli physicist and applied mathematician at Bar-Ilan University, a member of the Gonda Multidisciplinary Brain Research Center and of the Bar-Ilan Data Science Institute. His main research areas are statist ...
and A.-L. Barabási, "Network link prediction by global silencing of indirect correlations", ''Nature Biotechnology'' 31, 720–725 (2013) *B. Barzel Y.-Y. Liu and A.-L. Barabási, "Constructing minimal models for complex system dynamics", ''Nature Communications'' 6, 7186 (2015)


References


External links


Albert-László Barabási professional websiteResearch PublicationsProfile
Center for Complex Network Research

Northeastern University website
Profile
, Center for Cancer Systems Biology (CCSB) website
Profile
University of Notre Dame website * {{DEFAULTSORT:Barabasi, Albert-Laszlo 1967 births Living people American people of Hungarian-Romanian descent 21st-century American physicists Romanian physicists Members of the Hungarian Academy of Sciences Complex systems scientists Northeastern University faculty University of Notre Dame faculty Boston University alumni University of Bucharest alumni Romanian people of Hungarian descent People from Harghita County Members of Academia Europaea Probability theorists Harvard Medical School faculty Fellows of the American Physical Society Network scientists Statistical physicists