Eric Horvitz
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Eric Joel Horvitz () is an American computer scientist, and Technical Fellow at
Microsoft Microsoft Corporation is an American multinational technology corporation producing computer software, consumer electronics, personal computers, and related services headquartered at the Microsoft Redmond campus located in Redmond, Washi ...
, where he serves as the company's first Chief Scientific Officer. He was previously the director of
Microsoft Research Microsoft Research (MSR) is the research subsidiary of Microsoft. It was created in 1991 by Richard Rashid, Bill Gates and Nathan Myhrvold with the intent to advance state-of-the-art computing and solve difficult world problems through technolog ...
Labs, including research centers in Redmond, WA, Cambridge, MA, New York, NY, Montreal, Canada, Cambridge, UK, and Bangalore, India. Horvitz was elected a member of the
National Academy of Engineering The National Academy of Engineering (NAE) is an American nonprofit, non-governmental organization. The National Academy of Engineering is part of the National Academies of Sciences, Engineering, and Medicine, along with the National Academy of ...
in 2013 for computational mechanisms for decision making under uncertainty and with bounded resources.


Biography

Horvitz received his Ph.D and M.D. from
Stanford University Stanford University, officially Leland Stanford Junior University, is a private research university in Stanford, California. The campus occupies , among the largest in the United States, and enrolls over 17,000 students. Stanford is conside ...
. His doctoral dissertation
Computation and Action Under Bounded Resources
and follow-on research introduced models of bounded rationality founded in probability and decision theory. He did his doctoral work under advisors
Ronald A. Howard Ronald Arthur Howard (born August 27, 1934) is an emeritus professor in the Department of Engineering-Economic Systems (now the Department of Management Science and Engineering) in the School of Engineering at Stanford University. Howard directs te ...
,
George B. Dantzig George Bernard Dantzig (; November 8, 1914 – May 13, 2005) was an American mathematical scientist who made contributions to industrial engineering, operations research, computer science, economics, and statistics. Dantzig is known for his ...
, Edward H. Shortliffe, and
Patrick Suppes Patrick Colonel Suppes (; March 17, 1922 – November 17, 2014) was an American philosopher who made significant contributions to philosophy of science, the theory of measurement, the foundations of quantum mechanics, decision theory, psychology ...
. He is currently the Chief Scientific Officer of
Microsoft Microsoft Corporation is an American multinational technology corporation producing computer software, consumer electronics, personal computers, and related services headquartered at the Microsoft Redmond campus located in Redmond, Washi ...
. He has been elected Fellow of the
Association for the Advancement of Artificial Intelligence The Association for the Advancement of Artificial Intelligence (AAAI) is an international scientific society devoted to promote research in, and responsible use of, artificial intelligence. AAAI also aims to increase public understanding of artif ...
(AAAI), the
National Academy of Engineering The National Academy of Engineering (NAE) is an American nonprofit, non-governmental organization. The National Academy of Engineering is part of the National Academies of Sciences, Engineering, and Medicine, along with the National Academy of ...
(NAE), the
American Academy of Arts and Sciences The American Academy of Arts and Sciences (abbreviation: AAA&S) is one of the oldest learned societies in the United States. It was founded in 1780 during the American Revolution by John Adams, John Hancock, James Bowdoin, Andrew Oliver, a ...
, and of the
American Association for the Advancement of Science The American Association for the Advancement of Science (AAAS) is an American international non-profit organization with the stated goals of promoting cooperation among scientists, defending scientific freedom, encouraging scientific respons ...
(AAAS). He was elected as an ACM Fellow in 2014 for "contributions to artificial intelligence, and human-computer interaction." He was elected to the ACM CHI Academy in 2013 for “research at the intersection of human-computer interaction and artificial intelligence.” He was elected to the
American Philosophical Society The American Philosophical Society (APS), founded in 1743 in Philadelphia, is a scholarly organization that promotes knowledge in the sciences and humanities through research, professional meetings, publications, library resources, and communit ...
in 2018. In 2015, he was awarded the AAAI Feigenbaum Prize, a biennial award for sustained and high-impact contributions to the field of artificial intelligence through the development of computational models of perception, reflection and action, and their application in time-critical decision making, and intelligent information, traffic, and healthcare systems. In 2015, he was also awarded the ACM - AAAI Allen Newell Award, for "contributions to artificial intelligence and human-computer interaction spanning the computing and decision sciences through developing principles and models of sensing, reflection, and rational action." He serves on the President's Council of Advisors on Science and Technology (PCAST), the Scientific Advisory Committee of the Allen Institute for Artificial Intelligence (AI2), and th
Computer Science and Telecommunications Board
(CSTB) of the
US National Academies The United States of America (U.S.A. or USA), commonly known as the United States (U.S. or US) or America, is a country primarily located in North America. It consists of 50 states, a federal district, five major unincorporated territorie ...
. He has served as president of the Association for the Advancement of AI (AAAI), on the NS
Computer & Information Science & Engineering
(CISE) Advisory Board, on the council of the
Computing Community Consortium The Computing Community Consortium (CCC) is a programmatic committee of the Computing Research Association. Its stated mission is "...to catalyze the computing research community and enable the pursuit of innovative, high-impact research". The CC ...
(CCC), chair of the Section on Information, Computing, and Communications of the
American Association for the Advancement of Science The American Association for the Advancement of Science (AAAS) is an American international non-profit organization with the stated goals of promoting cooperation among scientists, defending scientific freedom, encouraging scientific respons ...
(AAAS), on the Board of Regents of the
US National Library of Medicine The United States National Library of Medicine (NLM), operated by the United States federal government, is the world's largest medical library. Located in Bethesda, Maryland, the NLM is an institute within the National Institutes of Health. Its ...
(NLM), and th
U.S. National Security Commission on AI


Work

Horvitz's research interests span theoretical and practical challenges with developing systems that perceive, learn, and reason. His contributions include advances in principles and applications of
machine learning Machine learning (ML) is a field of inquiry devoted to understanding and building methods that 'learn', that is, methods that leverage data to improve performance on some set of tasks. It is seen as a part of artificial intelligence. Machine ...
and inference,
information retrieval Information retrieval (IR) in computing and information science is the process of obtaining information system resources that are relevant to an information need from a collection of those resources. Searches can be based on full-text or other c ...
, human-computer interaction,
bioinformatics Bioinformatics () is an interdisciplinary field that develops methods and software tools for understanding biological data, in particular when the data sets are large and complex. As an interdisciplinary field of science, bioinformatics combi ...
, and
e-commerce E-commerce (electronic commerce) is the activity of electronically buying or selling of products on online services or over the Internet. E-commerce draws on technologies such as mobile commerce, electronic funds transfer, supply chain manag ...
. Horvitz played a significant role in the use of probability and decision theory in
artificial intelligence Artificial intelligence (AI) is intelligence—perceiving, synthesizing, and inferring information—demonstrated by machines, as opposed to intelligence displayed by animals and humans. Example tasks in which this is done include speech ...
. His work raised the credibility of artificial intelligence in other areas of
computer science Computer science is the study of computation, automation, and information. Computer science spans theoretical disciplines (such as algorithms, theory of computation, information theory, and automation) to Applied science, practical discipli ...
and
computer engineering Computer engineering (CoE or CpE) is a branch of electrical engineering and computer science that integrates several fields of computer science and electronic engineering required to develop computer hardware and software. Computer engineers n ...
, influencing fields ranging from human-computer interaction to
operating systems An operating system (OS) is system software that manages computer hardware, software resources, and provides common services for computer programs. Time-sharing operating systems schedule tasks for efficient use of the system and may also in ...
. His research helped establish the link between artificial intelligence and
decision science Decision theory (or the theory of choice; not to be confused with choice theory) is a branch of applied probability theory concerned with the theory of making decisions based on assigning probabilities to various factors and assigning numerical ...
. As an example, he coined the concept of bounded optimality, a decision-theoretic approach to
bounded rationality Bounded rationality is the idea that rationality is limited when individuals make decisions, and under these limitations, rational individuals will select a decision that is satisfactory rather than optimal. Limitations include the difficulty o ...
. The influences of bounded optimality extend beyond computer science into cognitive science and psychology. He studied the use of probability and utility to guide automated reasoning for decision making. The methods include consideration of the solving of streams of problems in environments over time. In related work, he applied probability and machine learning to solve combinatorial problems and to guide theorem proving. He introduced the anytime algorithm paradigm in AI, where partial results, probabilities, or utilities of outcomes are refined with computation under different availabilities or costs of time, guided by the expected value of computation. He has issued long-term challenge problems for AI—and has espoused a vision of open-world AI, where machine intelligences have the ability to understand and perform well in the larger world where they encounter situations they have not seen before. He has explored synergies between human and machine intelligence. He introduced principles for using machine learning and decision theory to guide machine versus human initiative, methods that provide AI systems with understandings of when to transfer problem solving to humans, and the use of machine learning and planning techniques to identify and merge the complementary abilities of people and AI systems. In work on human-centered AI, he introduced measures and models of the expected value of displayed information to guide the display of information to human decision makers in time-critical settings and methods for making statistical AI inferences more understandable. He introduced models of human attention in computing systems, and studied the use of machine learning to infer the cost of interruptions to computer users. His use of machine learning to build models of human surprise was featured as a technology breakthrough by ''
MIT Technology Review ''MIT Technology Review'' is a bimonthly magazine wholly owned by the Massachusetts Institute of Technology, and editorially independent of the university. It was founded in 1899 as ''The Technology Review'', and was re-launched without "The" in ...
''. He investigated the use of AI methods to provide assistance to users including help with software and in the daily life. He made contributions to
multimodal interaction Multimodal interaction provides the user with multiple modes of interacting with a system. A multimodal interface provides several distinct tools for input and output of data. Introduction Multimodal human-computer interaction refers to the ...
. In 2015, he received the ACM ICMI Sustained Accomplishment Award for contributions to multimodal interaction. His work on multimodal interaction includes studies of situated interaction, where systems consider physical details of open-world settings and can perform dialog with multiple people. He co-authored probability-based methods to enhance privacy, including a model of altruistic sharing of data called community sensing and risk-sensitive approaches including stochastic privacy. He is Microsoft's top inventor. He led efforts in applying AI methods to computing systems, including machine learning for memory management in Windows, web prefetching, graphics rendering, and web crawling. He did early work on AI for debugging software. Horvitz speaks on the topic of
artificial intelligence Artificial intelligence (AI) is intelligence—perceiving, synthesizing, and inferring information—demonstrated by machines, as opposed to intelligence displayed by animals and humans. Example tasks in which this is done include speech ...
, including on
NPR National Public Radio (NPR, stylized in all lowercase) is an American privately and state funded nonprofit media organization headquartered in Washington, D.C., with its NPR West headquarters in Culver City, California. It differs from other ...
and the
Charlie Rose show ''Charlie Rose'' (also known as ''The Charlie Rose Show'') is an American television interview and talk show, with Charlie Rose as executive producer, executive editor, and host. The show was syndicated on PBS from 1991 until 2017 and is owned ...
. Online talks include both technical lectures and presentations for general audiences (
TEDx Austin: Making Friends with Artificial Intelligence
'). His research has been featured in ''
The New York Times ''The New York Times'' (''the Times'', ''NYT'', or the Gray Lady) is a daily newspaper based in New York City with a worldwide readership reported in 2020 to comprise a declining 840,000 paid print subscribers, and a growing 6 million paid ...
'' and ''
MIT Technology Review ''MIT Technology Review'' is a bimonthly magazine wholly owned by the Massachusetts Institute of Technology, and editorially independent of the university. It was founded in 1899 as ''The Technology Review'', and was re-launched without "The" in ...
''. He has testified before the US Senate on pro gress, opportunities, and challenges with AI.


AI and Society

He has addressed technical and societal challenges and opportunities with the fielding of AI technologies in the open world, including beneficial uses of AI, AI safety and robustness, and where AI systems and capabilities can have inadvertent effects, pose dangers, or be misused. He has presented on caveats with applications of AI in military settings. He and Thomas G. Dietterich called for work on AI alignment, saying that AI systems "must reason about what people intend rather than carrying out commands literally." He has called for action on potential risks to civil liberties posed by government uses of data in AI systems. He and privacy scholar Deirdre Mulligan stated that society must balance privacy concerns with benefits of data for social benefit. He has presented on the risks of AI-enabled deepfakes and contributed to media provenance technologies that cryptographically certify the source and history of edits of digital content.


Asilomar AI Study

He served as President of the
AAAI The Association for the Advancement of Artificial Intelligence (AAAI) is an international scientific society devoted to promote research in, and responsible use of, artificial intelligence. AAAI also aims to increase public understanding of artif ...
from 2007–2009. As AAAI President, he called together and co-chaired th
Asilomar AI study
which culminated in a meeting of AI scientists at Asilomar in February 2009. The study considered the nature and timing of AI successes and reviewed concerns about directions with AI developments, including the potential loss of control over computer-based intelligences, and also efforts that could reduce concerns and enhance long-term societal outcomes. The study was the first meeting of AI scientists to address concerns about superintelligence and loss of control of AI and attracted interest by the public. In coverage of the Asilomar study, he said that scientists must study and respond to notions of superintelligent machines and concerns about artificial intelligence systems escaping from human control. In a later NPR interview, he said that investments in scientific studies of superintelligences would be valuable to guide proactive efforts even if people believed that the probability of losing of control of AI was low because of the cost of such outcomes.


One Hundred Year Study on Artificial Intelligence

In 2014, Horvitz defined and funded with his wife th
One Hundred Year Study of Artificial Intelligence
(AI100) at
Stanford University Stanford University, officially Leland Stanford Junior University, is a private research university in Stanford, California. The campus occupies , among the largest in the United States, and enrolls over 17,000 students. Stanford is conside ...
. In 2016, th
AI Index
was launched as a project of the One Hundred Year Study. According to Horvitz, the AI100 gift, which may increase in the future, is sufficient to fund the study for a century. A Stanford press release stated that sets of committees over a century will "study and anticipate how the effects of artificial intelligence will ripple through every aspect of how people work, live and play." A framing memo for the study calls out 18 topics for consideration, including law, ethics, the economy, war, and crime. Topics include abuses of AI that could pose threats to democracy and freedom and addressing possibilities of superintelligences and loss of control of AI. The One Hundred Year Study is overseen by a Standing Committee. The Standing Committee formulates questions and themes and organizes a Study Panel every five years. The Study Panel issues a report that assesses the status and rate of progress of AI technologies, challenges, and opportunities with regard to AI's influences on people and society. The 2015 study panel of the One Hundred Year Study, chaired by Peter Stone, released a report in September 2016, titled ''"
Artificial Intelligence and Life in 2030
" The panel advocated for increased public and private spending on the industry, recommended increased AI expertise at all levels of government, and recommended against blanket government regulation.Peter Stone et al. "Artificial Intelligence and Life in 2030." One Hundred Year Study on Artificial Intelligence: Report of the 2015-2016 Study Panel, Stanford University, Stanford, CA, September 2016. Doc: http://ai100.stanford.edu/2016-report. Accessed: October 1, 2016. Panel chair Peter Stone argues that AI won't automatically replace human workers, but rather, will supplement the workforce and create new jobs in tech maintenance. While mainly focusing on the next 15 years, the report touched on concerns and expectations that had risen in prominence over the last decade about the risks of superintelligent robots, stating "Unlike in the movies, there's no race of superhuman robots on the horizon or probably even possible. Stone stated that "it was a conscious decision not to give credence to this in the report." Th
report of the second cycle of the AI100 study
chaired b
Michael Littman
was published in 2016.


Founding of Partnership on AI

He co-founded and has served as board chair of th
Partnership on AI
a non-profit organization bringing together Apple, Amazon, Facebook, Google, DeepMind, IBM, and Microsoft with representatives from civil society, academia, and non-profit R&D. The organization's website points at initiatives, including studies of risk scores in criminal justice, facial recognition systems, AI and economy, AI safety, AI and media integrity, and documentation of AI systems.


Microsoft Aether Committee

He founded and chairs the Aether Committee at Microsoft, Microsoft's internal committee on the responsible development and fielding of AI technologies. He reported that the Aether Committee had made recommendations on and guided decisions that have influenced Microsoft's commercial AI efforts. In April 2020, Microsoft published content on principles, guidelines, and tools developed by the Aether Committee and its working groups, including teams focused on AI reliability and safety, bias and fairness, intelligibility and explanation, and human-AI collaboration.


Publications


Books

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Selected articles

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Podcasts

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References


External links


Profile page at Microsoft Research

One Hundred Year Study on Artificial Intelligence (AI100)

Audio: Challenge Problems for AI

TEDx Austin: Making Friends with Artificial Intelligence


* ttps://www.bbc.com/news/technology-26147990 BBC: "Artificial intelligence: How to turn Siri into Samantha"
Keynote address, Conference on Knowledge Discovery and Data Mining (SIGKDD), August 2014: Videolectures.net
__FORCETOC__ {{DEFAULTSORT:Horvitz, Eric Living people American computer scientists People in information technology Microsoft employees Fellows of the American Academy of Arts and Sciences Fellows of the Association for the Advancement of Artificial Intelligence Presidents of the Association for the Advancement of Artificial Intelligence Members of the American Philosophical Society Year of birth missing (living people)