Evgeniy Gabrilovich

Last updated
Evgeniy Gabrilovich
Born
Minsk, Belarus
NationalityIsraeli
Alma mater Technion – Israel Institute of Technology
Known for IDN homograph attack, explicit semantic analysis
Scientific career
Fields Computational Linguistics
Information retrieval
Institutions Google Research
Yahoo! Research

Evgeniy Gabrilovich is a research director at Facebook Reality Labs where he conducts research on neuromotor interfaces. Prior to that he was a Principal Scientist/Director at Google, specializing in Information Retrieval, Machine Learning, and Computational Linguistics, and a Fellow of the Institute of Electrical and Electronics Engineers (IEEE), [1] and an ACM Fellow. [2] In 2010, he received the Karen Spärck Jones Award from the British Computer Society Information Retrieval Specialist Group. [3]

Contents

Career

In 2002, Gabrilovich published a research paper documenting the possibility of an IDN homograph attack, with fellow researcher Alex Gontmakher. In 2005, Gabrilovich earned his PhD degree in Computer Science from the Technion – Israel Institute of Technology. In his Ph.D. thesis, he developed a methodology for using large scale repositories of world knowledge, such as Wikipedia, as a basis for improvement of text representations.

Publications

Related Research Articles

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 content-based indexing. Information retrieval is the science of searching for information in a document, searching for documents themselves, and also searching for the metadata that describes data, and for databases of texts, images or sounds.

Gerard A. "Gerry" Salton was a professor of Computer Science at Cornell University. Salton was perhaps the leading computer scientist working in the field of information retrieval during his time, and "the father of Information Retrieval". His group at Cornell developed the SMART Information Retrieval System, which he initiated when he was at Harvard. It was the very first system to use the now popular vector space model for Information Retrieval.

An annotation is extra information associated with a particular point in a document or other piece of information. It can be a note that includes a comment or explanation. Annotations are sometimes presented in the margin of book pages. For annotations of different digital media, see web annotation and text annotation.

Semantic similarity is a metric defined over a set of documents or terms, where the idea of distance between items is based on the likeness of their meaning or semantic content as opposed to lexicographical similarity. These are mathematical tools used to estimate the strength of the semantic relationship between units of language, concepts or instances, through a numerical description obtained according to the comparison of information supporting their meaning or describing their nature. The term semantic similarity is often confused with semantic relatedness. Semantic relatedness includes any relation between two terms, while semantic similarity only includes "is a" relations. For example, "car" is similar to "bus", but is also related to "road" and "driving".

<span class="mw-page-title-main">Ricardo Baeza-Yates</span>

Ricardo A. Baeza-Yates is a Chilean-Catalan computer scientist that currently is a research professor at the Institute for Experiential AI of Northeastern University in the Silicon Valley campus. He is also part-time professor at Universitat Pompeu Fabra in Barcelona and Universidad de Chile in Santiago. He is an expert member of the Global Partnership on Artificial Intelligence, a member of Spain's Advisory Council on AI, and a member of the Association for Computing Machinery's US Technology Policy Subcommittee on AI and Algorithms.

<span class="mw-page-title-main">Tim Finin</span> American computer scientist

Timothy Wilking Finin is the Willard and Lillian Hackerman Chair in Engineering and is a Professor of Computer Science and Electrical Engineering at the University of Maryland, Baltimore County (UMBC). His research has focused on the applications of artificial intelligence to problems in information systems and has included contributions to natural language processing, expert systems, the theory and applications of multiagent systems, the semantic web, and mobile computing.

Semantic analytics, also termed semantic relatedness, is the use of ontologies to analyze content in web resources. This field of research combines text analytics and Semantic Web technologies like RDF. Semantic analytics measures the relatedness of different ontological concepts.

James Frederick Allen is a computational linguist recognized for his contributions to temporal logic, in particular Allen's interval algebra. He is interested in knowledge representation, commonsense reasoning, and natural language understanding, believing that "deep language understanding can only currently be achieved by significant hand-engineering of semantically-rich formalisms coupled with statistical preferences". He is the John H. Dessaurer Professor of Computer Science at the University of Rochester

<span class="mw-page-title-main">Karen Spärck Jones</span>

Karen Spärck Jones was a self-taught programmer and a pioneering British computer scientist responsible for the concept of inverse document frequency (IDF), a technology that underlies most modern search engines. She was an advocate for women in the field of computer science. She even came up with a slogan: “Computing is too important to be left to men.” In 2019, The New York Times published her belated obituary in its series Overlooked, calling her "a pioneer of computer science for work combining statistics and linguistics, and an advocate for women in the field." From 2008, to recognize her achievements in the fields of information retrieval (IR) and natural language processing (NLP), the Karen Spärck Jones Award is awarded to a new recipient with outstanding research in one or both of her fields.

<span class="mw-page-title-main">Roger Needham</span> British computer scientist

Roger Michael Needham was a British computer scientist.

Jaime Teevan is an American computer scientist known for her research in human-computer interaction and information retrieval. She is particularly known for the work she has done on personalized search. According to the Technology Review, Teevan "is a leader in using data about people's knowledge, preferences, and habits to help them manage information."

In natural language processing and information retrieval, explicit semantic analysis (ESA) is a vectoral representation of text that uses a document corpus as a knowledge base. Specifically, in ESA, a word is represented as a column vector in the tf–idf matrix of the text corpus and a document is represented as the centroid of the vectors representing its words. Typically, the text corpus is English Wikipedia, though other corpora including the Open Directory Project have been used.

Semantic folding theory describes a procedure for encoding the semantics of natural language text in a semantically grounded binary representation. This approach provides a framework for modelling how language data is processed by the neocortex.

Semantic spaces in the natural language domain aim to create representations of natural language that are capable of capturing meaning. The original motivation for semantic spaces stems from two core challenges of natural language: Vocabulary mismatch and ambiguity of natural language.

Gregory Grefenstette is a French and American researcher and professor in computer science, in particular artificial intelligence and natural language processing. As of 2020, he is the chief scientific officer at Biggerpan, a company developing a predictive contextual engine for the mobile web. Grefenstette is also a senior associate researcher at the Florida Institute for Human and Machine Cognition (IHMC).

Rada Mihalcea is a professor of computer science and engineering at the University of Michigan. Her research focuses on natural language processing, multimodal processing, and computational social science.

Mirella Lapata FRSE is a computer scientist and Professor in the School of Informatics at the University of Edinburgh. Working on the general problem of extracting semantic information from large bodies of text, Lapata develops computer algorithms and models in the field of natural language processing (NLP).

To commemorate the achievements of Karen Spärck Jones, the Karen Spärck Jones Award was created in 2008 by the British Computer Society (BCS) and its Information Retrieval Specialist Group, which is sponsored by Microsoft Research.

Jiebo Luo is a Chinese-American computer scientist, the Albert Arendt Hopeman Professor of Engineering and Professor of Computer Science at the University of Rochester. He is interested in artificial intelligence, data science and computer vision.

References

  1. Gabrilovich, Evgeniy. "Homepage of Evgeniy Gabrilovich" . Retrieved 7 December 2021.
  2. "ACM Names 71 Fellows for Computing Advances That Are Driving Innovation". HPCWire. Tabor Communications, Inc. 19 January 2022. Retrieved 25 March 2022.
  3. "Evgeniy Gabrilovich Honored with Prestigious Karen Spärck Jones Award" . Retrieved 7 August 2012.