Papers, Publications, and Major Talks
This page contains links to talks, papers and other articles I've
written over the years.
See also Google scholar profile which is often more up-to-date!
Invited Talks
A sample of invited scientific talks.
Other invited talks have been at QuantumTech and Q2B, Grab Technologies (in
Singapore, Jakarta, and Kuala Lumpur), the University of Washington, Microsoft
Research, and Elsevier.
Journal Papers
AI / NLP and Quantum Computing
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Quantum Natural Language Processing.
Dominic Widdows, Willie Aboumrad, Dohun Kim, Sayonee Ray, Jonathan Mei. Kunstliche Intelligenz, Special issue on Quantum AI, 2024.
-
Near-term advances in quantum natural language processing.
Dominic Widdows, Aaranya Alexander, Daiwei Zhu, Chase Zimmerman & Arunava Majumder. Annals of Mathematics and Artificial Intelligence, 2024.
-
Quantum and Classical Combinatorial Optimizations Applied to Lattice-Based Factorization.
Willie Aboumrad, Dominic Widdows, Ananth Kaushik. Accepted for NPJ Quantum Information, 2024.
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Quantum Financial Modeling on Noisy Intermediate-Scale Quantum Hardware: Random Walks Using Approximate Quantum Counting.
Dominic Widdows, Amit Bhattacharyya. Quantum Economics and Finance, 2024, 1(1).
- Mod2VQLS: A Variational Quantum Algorithm for Solving Systems of Linear Equations Modulo 2.
Willie Aboumrad and Dominic Widdows.
Applied Sciences 2024, 14(2).
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Actionable conversational quality indicators for improving task-oriented dialog systems.
Higgins M, Widdows D, Hockey BA, et al. Journal of Natural Language Engineering. 2024:1-26. doi:10.1017/S1351324923000372
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Quantum Circuit Components for Cognitive Decision-Making
by Dominic Widdows 1, Jyoti Rani, Emmanuel M. Pothos.
Entropy 2023, 25(4), 548
- Quantum Mathematics in Artificial Intelligence.
Dominic Widdows, Kirsty Kitto, Trevor Cohen.
Journal of Artifical Intelligence Research.
72 (2021) 1307-1341. December 2021.
(ArXiv preprint)
-
A lot of the mathematical tools using in quantum theory are
already familiar to lots of people who work in AI and machine
learning.
- Embedding of semantic predications.
Trevor Cohen, Dominic Widdows.
Journal of Biomedical Informatics.
68:150-166. doi: 10.1016/j.jbi.2017.03.003. April 2017.
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Deep learning / neural nets / embeddings help with medical reasoning.
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Reasoning with vectors: a continuous model for fast robust inference.
D Widdows, T Cohen.
Logic Jnl IGPL, 10.1093/jigpal/jzu028. 2014.
Preprint version.
-
In this paper we got to tell a full story on continuous
vector reasoning. There's a lot of mathematics, informatics, and
computer science, and several bits of physics, philosophy, medicine,
history, and geography.
Biomedical papers
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Discovering discovery patterns with predication-based Semantic Indexing.
Trevor Cohen, Dominic Widdows, Roger W. Schvaneveldt, Peter Davies, Thomas C. Rindflesch.
Journal of Biomedical Informatics, In Press, Corrected Proof, Available online 26 July 2012
- Reflective
Random Indexing and Indirect Inference: A Scalable Method for the
Discovery of Implicit Connections. Cohen T, Schvaneveldt,
R. Widdows D. Journal of Biomedical Informatics. 2010. Apr;
43(2): 240-256
-
Empirical
Distributional Semantics: Methods and Biomedical Applications.
Trevor Cohen, Dominic Widdows, Journal of Biomedical Informatics,
April 2009, 42(2), pages 390-405.
Papers on language, ontologies, and information extraction (with collaborators in North Africa).
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Exploring Semantic Relatedness in Arabic Corpora using Paradigmatic
and Syntagmatic Models. Adil Toumouh, Dominic Widdows, Ahmed Lehireche. I.J. Information Engineering and Electronic Business, Vol 1, pp. 37-47, 2016.
- Lightweight domain ontology learning from texts: graph theory-based approach using Wikipedia.
Khalida Bensidi Ahmed, Adil Toumouh, Dominic Widdows. International Journal of Metadata, Semantics and Ontologies archive
Volume 9 Issue 2, pages 83-90. April 2014.
- Parallel
corpora and WordSpace models: using a third language as an
interlingua to enrich multilingual resources. Adil Toumouh,
Dominic Widdows, Ahmed Lehireche. International Journal of
Information and Communication Technology (IJICT), 3(4): 299-313
(2011)
Differential geometry papers (I was properly trained in something once upon a time, honest!)
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A Dolbeault-type Double Complex on Quaternionic Manifolds. Dominic Widdows.
Asian Journal of Mathematics, Vol 6, No 2, pp. 253-276, June 2002.
(.ps)
-
Quaternionic Algebra described by Sp(1) representations. Dominic Widdows.
Quarterly Journal of Mathematics, Oxford, 2003.
(.ps)
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Conference Papers, Tech Reports, etc.
Transportation and Geo papers
Excited to still be writing for new fields, with work particularly focussing on Southeast Asia.
- Spatial Entity Resolution between Restaurant Locations and Transportation Destinations in Southeast Asia.
Emily Gao, Dominic Widdows (Grab Technologies).
Presented at 6th International Conference on Geospatial Information Systems Theory, Applications, and Management (GISTAM),
May 7-9, 2020.
- GrabShare: The Construction of a Realtime Ridesharing Service.
Dominic Widdows, Jacob Lucas, Muchen Tang, Weilun Wu (Grab Technologies).
Presented at International Conference on Intelligent Transportation Engineering (ICITE),
Nanyang Technological University, Singapore, Sep. 1-3, 2017.
Semantic Vectors, Quantum Informatics, Learning and Reasoning
My main public research activities in the past few years have been in
the area of Quantum
Informatics
and Semantic
Vectors. I've stopped trying to categorize papers in this area as
being about mathematical models, software, or empirical
experiments, because these have all been
coming together into one encompassing project. Much of this work has
been inspired and carried out
with Trevor
Cohen.
-
Should Semantic Vector Composition be Explicit? Can it be Linear?.
Dominic Widdows, Kristen Howell, Trevor Cohen. SemSpace 2021.
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Graded Vector Representations of Immunoglobulins Produced in Response to West Nile Virus.
Trevor Cohen, Dominic Widdows, Jason A. Vander Heiden, Namita T. Gupta, and Steven H. Kleinstein
Proceedings of the Tenth International Conference on Quantum Interaction,
San Francisco, California, 2016
-
Embedding Probabilities in Predication Space with Hermitian Holographic Reduced Representations.
Trevor Cohen, Dominic Widdows.
Proceedings of the Ninth International Conference on Quantum Interaction,
Filzbach, Switzerland, 2015
-
Graded Semantic Vectors: An Approach to Representing Graded Quantities in Generalized Quantum Models.
Dominic Widdows, Trevor Cohen.
Proceedings of the Ninth International Conference on Quantum Interaction,
Filzbach, Switzerland, 2015
-
Ideologies and their Points of View.
Kirsty Kitto, Dominic Widdows.
Proceedings of the Ninth International Conference on Quantum Interaction,
Filzbach, Switzerland, 2015
-
Real-Orthogonal Projections as Quantum Pseudo-Logic.
Marjan Matvejchuk, Dominic Widdows
Proceedings of the Ninth International Conference on Quantum Interaction,
Filzbach, Switzerland, 2015
-
Predicting High-Throughput Screening Results With Scalable Literature-Based Discovery Methods.
T Cohen, D Widdows, C Stephan, R Zinner, J Kim, T Rindflesch, P Davies.
CPT Pharmacometrics Syst. Pharmacol. 3, e140, 2014.
-
Expansion-by-Analogy: A Vector Symbolic Approach to Semantic Search.
Trevor Cohen, Dominic Widdows, Thomas Rindflesch.
Proceedings of the Eighth International Conference on Quantum Interaction,
Filzbach, Switzerland, 2014
-
Purposeful Choice and
Point-of-View: A Generalized Quantum Approach. Dominic Widdows.
Proceedings of the Seventh International Conference on Quantum Interaction, Leicester, UK, 2013
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Orthogonality and Orthography: Introducing Measured Distance into Semantic Space.
Trevor Cohen, Dominic Widdows, Manuel Wahle.
Proceedings of the Seventh International Conference on Quantum Interaction, Leicester, UK, 2013
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Real, Complex, and Binary
Semantic Vectors. Dominic Widdows, Trevor Cohen, Lance De
Vine. Proceedings of the Sixth International Symposium on Quantum
Interaction, Paris, France, 2012
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Many paths lead to discovery: analogical retrieval of cancer therapies.
Cohen, T. Widdows, D. De Vine, L. Schvaneveldt, RW. Rindflesch, T.
Proceedings of the Sixth International Symposium on Quantum
Interaction, Paris, France, 2012
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Deterministic Binary Vectors for Efficient Automated Indexing of MEDLINE/PubMed Abstracts.
Wahle M, Widdows D, Herskovic JR, Bernstam EV, Cohen T. AMIA
Annu Symp Proc. 2012;2012:940-9. Epub 2012 Nov 3.
- Finding Schizophrenia's
Prozac: Emergent Relational Similarity in Predication Space. Cohen,
T. Widdows, D. Schvaneveldt, RW. Rindflesch, T. Proceedings of the
Fifth International Symposium on Quantum Interaction, Aberdeen,
UK, 2011.
-
Logical Leaps and Quantum
Connectives: Forging Paths through Predication Space. Cohen,
T. Widdows, D. Schvaneveldt, R. Rindflesch, T. AAAI Fall 2010
symposium on Quantum Informatics for cognitive, social and semantic
processes (QI-2010).
- Semantic Vector
Products: Some Initial Investigations. Dominic Widdows. Second
AAAI Symposium on Quantum Interaction, Oxford, 26th – 28th March
2008.
In this paper, Trevor Cohen and I applied some semantic vector
techniques to analyzing authorship and people and places mentioned in
the Bible. It was a lot of fun, and hopefully highlights one way that
literary scholars, physicists, and computer scientists might interact.
- Semantic Vector
Combinations and the Synoptic Gospels. Dominic Widdows, Trevor
Cohen,
Third International Symposium on Quantum Interaction,
Saarbruecken, March 2009, pages 215-265.
The following papers describe
the SemanticVectors
package in some detail. The most up-to-date documentation is as
ever on the pacakge home page.
-
The Semantic Vectors Package: New Algorithms and Public Tools for
Distributional Semantics. Dominic Widdows, Trevor Cohen, Fourth IEEE
International Conference on Semantic Computing (IEEE
ICSC2010).
- Semantic Vectors: A
Scalable Open Source Package and Online Technology Management
Application. Dominic Widdows and Kathleen Ferraro.
Sixth International Conference on Language Resources and
Evaluation (LREC 2008).
In recent years, it has become increasingly clear that some of the
mathematical structures responsible for the supposed "weirdness" of
quantum mechanics aren't weird at all. Quantum mechanics is often much
more in line with common sense than the predictions of classical
physics. Peter Bruza and I finally felt confident enough about this to
submit a paper on the subject, trying to encourage people to think
about the goals and opportunities of an
Open World Science approach.
-
Quantum Information Dynamics and Open World Science.
Dominic Widdows and Peter Bruza.
AAAI Spring Symposium on Quantum Interaction,
Stanford, California, March 2007.
There is also a chapter in the
Handbook of Quantum Logic and Quantum Structures that
describes more of the cognitive and logical motivations for using
"quantum" models to describe intelligent behaviour.
- A Quantum Logic
of Down Below. P.D. Bruza, D. Widdows, John Woods. Appears in
K. Engesser, D. Gabbay and D. Lehmann (eds) Handbook of Quantum
Logic, Quantum Structure and Quantum Computation. Elsevier, 2009. pages 625-660.
There is much preparatory ground for this work in Geometry and
Meaning, and in some of the Information Retrieval papers below. An
increasing number of key researchers have helped us considerably so
far, including John Woods and Keith van Rijsbergen.
Information Extraction
Some of the first work I did at Google.
-
Scalable Attribute-Value Extraction from Semi-Structured Text. Yuk
Wah Wong, Dominic Widdows, Tom Lokovic, Kamal Nigam, ICDM Workshop on
Large-scale Data Mining: Theory and Applications, 2009.
Biomedical Informatics
A survey article.
-
Empirical
Distributional Semantics: Methods and Biomedical Applications
Trevor Cohen, Dominic Widdows, Journal of Biomedical Informatics,
April 2009, 42(2), pages 390-405.
The following two papers are a pair of related works, describing
recent progress that my collaborators in Algeria and Germany and I
have been making in ontology learning and adaptation for the medical domain.
The first paper describes some detailed experiments on ontology
adaptation using purely noun coocurrences, led by Mr Toumouh. The
second paper is more general, and describes some other linguistic
constructions used for clustering and ontology adaptation, and
describes a broad strategy for combining text-mining solutions with
hand-coded language resources, motivated by work in word sense
disambiguation and language acquisition over the past 15 years.
- A. Toumouh, A. Lehireche, D. Widdows, M. Malki Adapting WordNet to the Medical
Domain using Lexicosyntactic Patterns in the Ohsumed Corpus.
Appeared in 4th ACS/IEEE International Conference on Computer
Systems and Applications (AICCSA-06) March 8-11, 2006,
Dubai/Sharjah, UAE.
- Dominic Widdows, Adil Toumouh, Beate Dorow, Ahmed Lehireche
Ongoing Developments in Automatically Adapting Lexical Resources to the Biomedical Domain.
Fifth International Conference on Language Resources and Evaluation (LREC 2006). Genoa, Italy, May 24-26, 2006.
The following paper is an older work, carried out as part of the MUCHMORE project.
- Dominic Widdows, Stanley Peters, Scott Cederberg, Chiu-Ki Chan,
Diana Steffen and Paul Buitelaar.
Unsupervised Monolingual and Bilingual Word-Sense Disambiguation
of Medical Documents using UMLS. Natural
Language Processing in Biomedicine ACL 2003 Workshop, ACL
workshop, Sapporo, Japan, July 11, 2003, pages 9-16.
(.ps)
Quaternionic algebra and geometry
These are very technical ...
-
Dominic Widdows.
A Dolbeault-type Double Complex on Quaternionic Manifolds.
Asian Journal of Mathematics, Vol 6, No 2, pp. 253-276, June 2002.
(.ps)
-
Dominic Widdows.
Quaternionic Algebra described by Sp(1) representations.
Quarterly Journal of Mathematics, Oxford, 2003.
(.ps)
-
Dominic Widdows.
Quaternionic Algebraic Geometry.
D.Phil thesis, University of Oxford, 2000.
(.ps)
Geometric Logic and Inductive Reasoning
- Dominic Widdows, Michael Higgins.
Geometric ordering of concepts, logical disjunction,
and learning by induction. Compositional
Connectionism in Cognitive Science, AAAI Fall
Symposium Series, Washington, DC, October 22-24, 2004.
(.ps)
Information Retrieval
- Dominic Widdows.
Orthogonal Negation in Vector Spaces for Modelling Word-Meanings and
Document Retrieval.
41st Annual Meeting of the Association for Computational
Linguistics, Sapporo, Japan, July 7-12, 2003, pages 136-143.
(.ps)
The following paper fills a (surprising) gap in the vector space
model for information retrieval using quantum logic:
- Dominic Widdows and Stanley Peters.
Word
Vectors and Quantum Logic: Experiments with negation and
disjunction. Eighth Mathematics of Language
Conference, Bloomington,
Indiana, June 20-22, 2003, pages 141-154.
(.ps)
Automatic Concept Learning using Vectors
-
Adil Toumouh, Dominic Widdows, Ahmed
Lehireche: Parallel
corpora and WordSpace models: using a third language as an interlingua
to enrich multilingual resources. International Journal of
Information and Communication Technology (IJICT), Volume 3(4): 299-313
(2011)
-
Dominic Widdows, Beate Dorow, and Chiu-Ki Chan.
Using Parallel Corpora to enrich Multilingual Lexical Resources.
Third International Conference on Language Resources and Evaluation,
Las Palmas, May 2002, pages 240-245.
(.ps)
-
Dominic Widdows.
Unsupervised methods for developing taxonomies by combining
syntactic and statistical information. In Proceedings of
HLT/NAACL 2003, Edmonton, Canada, June 2003, pages 276-283.
(.ps)
- Scott Cederberg and Dominic Widdows.
Using
LSA and Noun Coordination Information to Improve the Precision and
Recall of Automatic Hyponymy Extraction. In Seventh Conference
on Computational Natural Language Learning (CoNLL-2003),
Edmonton, Canada, June 2003, pages 111-118.
(.ps)
- Baldwin, Timothy, Colin Bannard, Takaaki Tanaka and Dominic
Widdows An Empirical
Model of Multiword Expression Decomposability, Proceedings
of the ACL-2003 Workshop on Multiword Expressions: Analysis,
Acquisition and Treatment, Sapporo, Japan, July 2003, pages
89-96.
Automatic Concept Learning using Graph Theory
-
Dominic Widdows and Beate Dorow.
A Graph Model for Unsupervised Lexical Acquisition.
19th International Conference on Computational Linguistics,
Taipei, August 2002, pages 1093-1099.
(.ps)
-
Beate Dorow and Dominic Widdows,
Discovering Corpus-Specific Word Senses.
EACL 2003, Budapest, Hungary.
Conference Companion (research notes and demos) pages 79-82.
(.ps)
-
Beate Dorow, Dominic Widdows, Katerina Ling, Jean-Pierre Eckmann,
Danilo Sergi and Elisha Moses.
Using Curvature and Markov Clustering in Graphs for Lexical
Acquisition and Word Sense Discrimination.
MEANING-2005, 2nd Workshop organized by the
MEANING Project, February 3rd-4th 2005, Trento, Italy. (.ps)
- Dominic Widdows and Beate Dorow.
Automatic Extraction of Idioms using Graph Analysis and Asymmetric
Lexicosyntactic Patterns.
ACL2005 Workshop on Deep Lexical Acquisition
Ann Arbor, Michigan, June 30th, 2005
Information visualisation
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Dominic Widdows, Scott Cederberg and Beate Dorow.
Visualisation Techniques for Analysing Meaning.
Fifth International Conference on Text, Speech and Dialogue,
Brno, Czech Republic, September 2002, pages 107-115.
(.ps)
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Dominic Widdows and Scott Cederberg,
Monolingual and Bilingual Concept Visualization from Corpora.
Demonstration presented at HLT/NAACL 2003, Edmonton,
Canada, June 2003.
(.ps)
Meaning in Context (including applications to Medical Informatics)
- Dominic Widdows.
A
Mathematical Model for Context and Word-Meaning.
Fourth International and Interdisciplinary Conference on Modeling and
Using Context, Stanford, California, June 23-25, 2003, pages 369-382.
(.ps)
- Dominic Widdows, Stanley Peters, Scott Cederberg, Chiu-Ki Chan,
Diana Steffen and Paul Buitelaar.
Unsupervised Monolingual and Bilingual Word-Sense Disambiguation
of Medical Documents using UMLS. Natural
Language Processing in Biomedicine ACL 2003 Workshop, ACL
workshop, Sapporo, Japan, July 11, 2003, pages 9-16.
(.ps)
Distributed Databases, Peer to Peer and Information Commons Research
The main ongoing research I worked on at MAYA was in the area of
peer-to-peer networks and distributed databases, collectively many of
the research goals being towards the idea of creating and maintaining
an Information Commons.
Foundational Papers
- Distributed Knowledge
Representation using Universal Identity and Replication. Peter
Lucas, Jeff Senn and Dominic Widdows. MAYA Design Inc. Technical
Report MAYA-05007.
- Roles in the Universal
Database: Data and Metadata in a Distributed Semantic Network.
Peter Lucas, Dominic Widdows, Joe Hughes and William Lucas. MAYA
Design Inc. Technical Report MAYA-05009.
Peer-to-Peer Technology and Research Supporting the Information Commons
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Shepherdable Indexes and
Persistent Search Services for Mobile Users. Michael Higgins,
Dominic Widdows, Magesh Balasubramanya, Peter Lucas, David Holstius.
8th International Symposium on Distributed Objects and
Applications (DOA). Montpellier, France, Oct 30 - Nov 1, 2006
Managing Distributed Collaboration in a Peer-to-Peer Network.
Michael Higgins, Stuart Roth, Jeff Senn, Peter Lucas, Dominic Widdows.
14th International Conference on Cooperative
Information Systems (CoopIS 2006). Montpellier, France,
Nov. 2006.
The Civium World Model: Spatial and Semantic Issues in Pervasive Computing.
Dominic Widdows, Peter Lucas, David Holstius, Michael Higgins. Tech Report MAYA-07013.
Practical Information Systems using the Information Commons
- The
Universal Genetics Database: Information Sharing in Genetics and
Beyond. Dr D. Widdows and Prof M. Barmada. Byline article for
BioTech International, Vol. 18 No. 3, pp. 11-13, Reed Elsevier, June
2006.
The following paper, a collaboration between the Brookings Institution, 3
Rivers Connect, and MAYA Design, describes some of the ways in which
the Information Commons is being used as a public information space,
combining geographic and socioeconomic data and building interfaces
that practioners in a range of fields can use to access and understand
information in ways the were previously impossible.
- The National
Infrastructure for Community Statistics: Liberating Public GIS and
Statistical Data. Pari Sabety (The Brookings Institution), Chris
Sweeney (3 Rivers Connect), Dominic Widdows, Joshua Knauer, Maryl
Curran Widdows and Peter Lucas (MAYA Design). Proceedings of
the 4th Annual Public Participation GIS (PPGIS) Conference,
Cleveland, Ohio. August, 2005.
- Peter Lucas, Magesh Balasubramanya, Dominic Widdows and Michael Higgins.
The
Information Commons Gazetteer: A Public Resource of Populated
Places and Worldwide Administrative Divisions.
Fifth International Conference on Language Resources and Evaluation (LREC 2006), Genoa, Italy, May 24-26, 2006
The following paper is a much more complete version of the oral
presentation given at the AAACL conference in Ann Arbor in 2005. As
well as describing how peer-to-peer technology will benefit corpus
linguistics and empirical science in general, the paper describes the
Information Commons Publication Model, which uses recognized publisher
indexes to provide quality assurance.
- Magesh Balasubramanya, Michael Higgins, Peter Lucas, Jeff Senn and
Dominic Widdows. Collaborative Annotation
that Lasts Forever: Using Peer-to-Peer Technology for Disseminating
Corpora and Language Resources.
Fifth International Conference on Language Resources and Evaluation (LREC 2006). Genoa, Italy, May 24-26, 2006.
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