CURRICULUM VITAE
BRADLEY C. LOVE
(May 15, 2006)
ADDRESS
University Department
of Psychology
The
University of Texas at Austin
1
University Station A8000
Austin,
TX 78712
Office:
(512) 232-5732
Fax:
(512) 471-5935
E-mail brad_love@mail.utexas.edu
Website http://love.psy.utexas.edu/
EDUCATION
1995 – 1999 Ph.D.
in Cognitive Psychology
Northwestern University, Evanston, IL
1991 – 1995 B.S.
Cognitive and Linguistic Sciences
Brown University, Providence, RI
EMPLOYMENT
2005
– Associate
Professor in Psychology
The University of Texas at Austin
1999
– 2005 Assistant Professor in Psychology
The University of Texas at Austin
GRANTS, FELLOWSHIPS, AND HONORS
5/2007 AFOSR
Grant #FA9550-07-1-0178 ($400,000 over three years), Category Learning by
Clustering with Extension to Dynamic Environments.
1/2007 ARL
Grant #W911NF-07-2-0023 Love (Co-PI, $230,191 over one year, renewable),
Sustaining and Enhancing High Optempo Performance of Soldiers in the
Transformed Military.
6/2004 AFOSR
Grant #FA9550-04-1-0226 ($390,206 over three years), Maximizing the Benefits
of Training by Example and Direct Instruction.
4/2004 NSF
CAREER Grant #0349101 ($400,000 over five years), Flexible learning inside and
outside the classroom.
10/2003 Matt
Jones, a postdoctoral researcher sponsored jointly by me and Todd Maddox, had
his NRSA training proposal funded with the top rating for the panel.
2/2003 Awarded
a Research Internship from University of Texas to fund an entering graduate
student.
12/2002 Awarded
$11,500 (along with Ahn, Goldstone, Markman, and Wolff) by the APA to host a
conference honoring Doug Medin.
6/2002 Admitted
and attended the APAs summer institute in fMRI at Harvard-MGH.
5/2002 Levi
Larkey, a graduate student working with me, was awarded a three year fellowship
through the National Defense Science and Engineering Graduate (NDSEG)
fellowship program.
2/2002 J.
S. McDonnell Foundation grant ($310,000) titled Interdisciplinary
Collaborative Consortium on the Cognitive Neuroscience of Category
Learning. I am one of numerous
co-investigators (Mark Gluck is the PI).
12/2001 Liran
Elboym, an honors student working in my lab, was awarded a $1000 Undergraduate
Research Fellowship to fund our project.
5/2001 AFOSR
Grant #F49620-01-1-0295 ($381,637 over three years), Adaptive Learning Across
Task Environments.
10/2000 Awarded
a Research Internship from University of Texas to fund an entering graduate student.
4/2000 Awarded
a Summer Research Assistantship from the University of Texas.
1996 - 1999 Graduate
Fellowship, NDSEG. Funded to
pursue my research.
4/1996 National
Science Foundation Graduate Fellowship.
I received, but declined, an NSF fellowship.
SERVICE
TO FIELD
journals Artificial
Intelligence; Behavioral and Brain Sciences; Cognition; Cognitive Psychology;
Cognitive Science (Editorial Board 2006- ); Current
Directions in Psychological Science; Experimental Psychology; Journal of Experimental
Psychology: General; Journal of Experimental Psychology: Human Perception and
Performance; Journal of Experimental Psychology: Learning, Memory, and
Cognition (Editorial Board 2006- ); Journal of Experimental Social
Psychology; Journal of Mathematical Psychology; Journal of Memory and Language;
Language and Cognitive Processes; Memory & Cognition (Editorial Board
2006-
); Perception & Psychophysics; Proceedings of the National Academy of
Sciences; Psychological Review; Psychological Science; Psychonomic Bulletin and
Review (Editorial Board 2006- ); Trends in Cognitive Sciences; Quarterly
Journal of Experimental Psychology; Visual Cognition.
conferences AAAI
2006 (senior program committee member); Cognitive Science Society; FLAIRS;
ICCM; NIPS; Awards Chair of 2007 Cognitive Science Society annual conference;
Co-Chair of 2008 Cognitive Science Society annual conference.
grants AFOSRs
Perception & Cognition Program; Canada Foundation for Innovation; FONDECYT
Sicologia (Chile); NASAs Intelligent Systems (Human-Centered Computing); NIMH
Cognition, Language, and Perception (Fellowship) panel member (2006-2007); National Science
Foundation (Human Cognition and Perception); National Science Foundation
Perception, Action, and Cognition panel member (2005-2007); NSERC (Canada);
Research Council of Leuven (Belgium); University of Texas at Austin Research
Internship (RI) fellowship.
other Air
Force AMBR project expert panel member, program committee member for FLAIRS
2002 Special Track Categorization and Concept Representation: Models and
Implications.
UNIVERSITY
SERVICE
Head of the Cognition &
Perception Area (7/2007- )
Organizer of new interdisciplinary teaching and research
initiative linking cognitive psychology and artificial intelligence named the
Consortium for Cognition and Computation, www.ccc.utexas.edu.
Countless Masters and Ph.D. committees.
Member of subject pool, diversity job search, COLA
research internship, clinical job search, Ann Repp promotion, and commencement
committee.
ADVISING
Postdoctoral Aaron
Hoffman (9/2007- )
Matthew Jones (U. of Colorado
Asst. Prof. 12/07- )
Graduate Tyler
Davis (2005- )
John Dennis (2003-2004)
Todd M. Gureckis (2001-2005, now a postdoc at Indiana,
NYU Asst. Prof. 12/07- )
Levi Larkey
(2002-2003, now at LANL)
Yasuaki Sakamoto (2000-2005, now Research Asst. Prof. at
Stevens Institute of Technology)
Katherine Snyder (2007- )
Marc Tomlinson (2004- )
Anne Warlaumont (2006-2007)
Honors Brian
Gane (2000-2001)
Liran Elboym (2001-2002)
PUBLICATIONS
Peer
Reviewed Articles
Gureckis, T. M.,
& Love, B. C. (invited, special issue). Short Term Gains, Long Term Pains: Reinforcement Learning in
Dynamic Environments. Cognition.
Gureckis, T. M.,
& Love, B. C. (invited, special issue). Solving Partially Observable Markov Decision Processes via
Reinforcement Learning. Journal of Mathematical Psychology.
Love, B. C., & Gureckis, T.
M. (in press). Models in search of a brain. Cognitive, Affective, &
Behavioral Neuroscience.
Jones, M., & Love, B. C. (in
press). Beyond common features: The role of roles in determining similarity. Cognitive
Psychology.
Sakamoto, Y., & Love, B. C.
(2006). Vancouver, Toronto, Montreal, Austin: Enhanced oddball memory through
differentiation, not isolation. Psychonomic
Bulletin & Review,
13, 474-479.
Jones, M., Love, B. C., &
Maddox, W. T. (2006) Recency as a window to generalization:
Separating decisional and perceptual sequential effects in category learning. Journal of Experimental
Psychology: Learning, Memory, and
Cognition, 32, 316-332.
Love, B. C. (2005). Environment
and goals jointly direct category acquisition. Current Directions in
Psychological Science,
14, 195-199.
Sakamoto, Y.,
& Love, B. C. (2004). Schematic influences on category learning and
recognition memory. Journal of Experimental Psychology: General, 133,
534-553.
Love, B. C., Medin, D. L., &
Gureckis, T. M. (2004). SUSTAIN: A network model of category learning. Psychological
Review, 111, 309-332.
Gureckis, T. M.,
& Love, B. C. (2004). Common mechanisms in infant and adult category
learning. Infancy, 5, 173-198.
Larkey, L. B.,
& Love, B. C. (2003). CAB: Connectionist analogy builder. Cognitive
Science, 27, 781-794.
Gureckis, T. M.,
& Love, B. C. (2003). Human unsupervised and supervised learning as a
quantitative distinction. International Journal of Pattern Recognition and
Artificial Intelligence, 17, 885-901.
Love, B. C.,
& Markman, A. B. (2003). The nonindependence of stimulus properties in
human category learning. Memory & Cognition, 31, 790-799.
Love, B. C.
(2003). The multifaceted nature of unsupervised category learning. Psychonomic
Bulletin & Review, 10, 190-197.
Gureckis, T. M.,
& Love, B. C. (2003). Towards a unified account of supervised and
unsupervised category learning. Journal
of Experimental and Theoretical Artificial Intelligence, 15,
1-24.
Love, B. C.
(2002). Comparing supervised and unsupervised category learning. Psychonomic
Bulletin & Review, 9, 829-835.
Yamauchi, T.,
Love, B. C., & Markman, A. B. (2002). Learning non-linearly separable
categories by inference and classification. Journal of Experimental
Psychology: Learning, Memory, and Cognition,
28, 585-593.
Love, B. C.,
Rouder, J. N., & Wisniewski, E. J. (1999). A structural account of global
and local processing. Cognitive Psychology,
38, 291-316.
Sloman, S. A., Love, B. C., &
Ahn, W. (1998). Feature centrality and conceptual coherence. Cognitive
Science, 22, 189-228.
Wisniewski, E. J. & Love, B.
C. (1998). Relations versus properties in conceptual combination. Journal of
Memory and Language,
38, 177-202.
Peer Reviewed Proceedings – Published
Gureckis, T. M., & Love, B. C. (2007). Behaviorism Reborn? Statistical Learning as Simple Conditioning. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Davis, T., Love, B. C., & Maddox, W.T. (2007). Translating From Perceptual to Cognitive Coding. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Tomlinson, M., & Love, B. C. (2007). Relation-Based Categories are Easier to Learn than Feature-Based Categories. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Rein, J. R., Love, B. C., & Markman, A. B. (2007). Feature Relations and Feature Salience in Natural Categories. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Gureckis, T. M.,
& Love, B. C. (2006). Bridging levels: Using a cognitive model to connect
brain and behavior in category learning. Proceedings of the Cognitive Science
Society. Mahwah, NJ: Lawrence Erlbaum
Associates.
Love, B. C., & Jones, M. (2006). The emergence of multiple learning systems. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Sakamoto, Y., & Love, B. C. (2006). Sizable sharks swim swiftly: Learning correlations through inference in a classroom setting. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Sakamoto, Y., Love, B. C., & Jones, M. (2006). Tracking variability in learning: Contrasting statistical and similarity-based accounts. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Jones, M.,
Maddox, W. T., & Love, B. C.
(2006). The role of similarity in generalization. Proceedings of the
Cognitive Science Society. Mahwah, NJ:
Lawrence Erlbaum Associates.
Tomlinson, M., & Love, B. C. (2006). Learning abstract relations through analogy to concrete exemplars. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Tomlinson, M.,
& Love, B. C. (2006). From pigeons to humans: Grounding relational learning
in concrete examples. Twenty-First National Conference on Artificial
Intelligence (AAAI-2000), USA, 17,
136-141.
Gureckis, T. M., & Love, B. C. (2005). A critical look at the mechanisms underlying implicit sequence learning. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Jones, M.,
Maddox, W. T., & Love, B. C. (2005). Stimulus generalization in category
learning. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Sakamoto, Y., & Love, B. C. (2005). A novel approach to understanding novelty effects in memory. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Jones, M., &
Love, B. C. (2004). Beyond common features: The role of roles in determining
similarity. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Sakamoto, Y.,
& Love, B. C. (2004). Type/token information in category learning and
recognition. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Love, B. C.,
& Gureckis, T. M. (2004). The hippocampus: Where a cognitive model meets
cognitive neuroscience. Proceedings of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates.
Sakamoto, Y.,
Matuska, T., & Love, B. C. (2004).
Dimension-wide vs. exemplar-specific attention in category learning and
recognition. In M. Lovett, C.
Schunn, C. Lebiere, and P. Munro (Eds.), Proceedings of the International
Conference of Cognitive Modeling (pp.
261-266). Mahwah, New Jersey: Lawrence Erlbaum.
Sakamoto, Y.,
& Love, B. C. (2003). Category structure and recognition memory. Proceedings
of the Cognitive Science Society. Mahwah,
NJ: Lawrence Erlbaum Associates.
Gureckis, T. M.,
& Love, B. C. (2002). Modeling unsupervised learning with SUSTAIN. In S.
Haller & G. Simmons (Eds.), Proceedings of the 15th international
Florida artificial intelligence research society conference (pp. 163-167). Menlo Park, California: AAAI Press.
Gureckis, T. M.,
& Love, B. C. (2002). Who says models can only do what you tell them?
Unsupervised category learning data, fits, and predictions. Proceedings of
the Cognitive Science Society, USA, 24, 399-404.
Love, B. C.,
Markman, A. B., & Yamauchi, T. (2000). Modeling classification and
inference learning. Seventeenth National Conference on Artificial
Intelligence (AAAI-2000), USA, 17,
136-141.
Love, B. C.
(2000). A computational level theory of similarity. Proceedings of the
Cognitive Science Society, USA, 22, 316-321.
Love, B. C.
(2000). Learning at different levels of abstraction. Proceedings of the
Cognitive Science Society, USA, 22, 800-805.
Love, B. C. (1999). Utilizing
time: Asynchronous binding. Advances in Neural Information Processing
Systems, 11, 38-44.
Love, B. C.,
& Medin, D. L. (1998). SUSTAIN: A model of human category learning. Proceedings
of the Fifteenth National Conference on Artificial Intelligence (AAAI-98), USA, 15, 671-676.
Love, B. C.,
& Medin, D. L. (1998). Modeling item and category learning. Proceedings
of the Twentieth Annual Conference of the Cognitive Science Society, USA, 20,
639-644.
Love, B. C.
(1996). Mutability, conceptual transformation, and context. Proceedings of
the Eighteenth Annual Conference of the Cognitive Science Society, USA, 18, 459-463.
Love, B. C.,
& Sloman, S. A. (1995). Mutability and the determinants of conceptual
transformability. Proceedings of the Seventeenth Annual Conference of the
Cognitive Science Society, USA, 17, 654-659.
Publications
- Other
Love, B. C.
(2005). In vivo or in vitro: Cognitive architectures and task specific models.
In R. W. Pew and K. A. Gluck, Modeling Human Behavior with Integrated
Cognitive Architectures: Comparison, Evaluation, and Validation. 351-364. Mahwah, NJ: Lawrence Erlbaum.
Love, B. C.,
& Gureckis, T. M. (2005). Modeling learning under the influence of culture.
In W. Ahn, R. L., Goldstone, B. C., Love, A. B., Markman, & P. Wolff
(Eds.), Categorization inside and outside of the lab: Festschrift in Honor
of Douglas L. Medin. 229-248. Washington,
DC: American Psychological Association.
Ahn, W.,
Goldstone, R. L., Love, B. C., Markman, A. B., & Wolff, P. (Eds.). (2005). Categorization
inside and outside of the lab: Festschrift in Honor of Douglas L. Medin. Washington, DC: American Psychological Association.
Love, B. C. (2003). Concept
learning. In L. Nadel (Ed.), Encyclopedia of cognitive science (Vol. 1, pp. 646-652). London:
Nature Publishing Group.
Love, B. C.
(2002). Similarity and Categorization: A review [Review of the book Similarity
and Cognition]. AI Magazine, 23,
103-105.
Love, B. C.
(2002). Three deadly sins of category learning modelers. Behavioral and
Brain Sciences, 24, 687-688.
Love, B. C. (2001).
Uncovering analogy [Review of the book The Analogical Mind]. Trends in Cognitive Sciences, 5,
454-455.
Love, B. C.
(2005). Method and apparatus for incorporating decision making into classifiers.
US Patent #6,920,439.
INVITED
TALKS (OUTSIDE THE DEPARTMENT)
9/2007 Human
Inference Mechanisms, Cowles Foundation for Research in Economics, Yale
University, workshop on "Analogies, Rules, and Probabilities."
3/2007 Learning
by Example with Extension to Dynamic Environments, AFOSR Cognition &
Decision Program Workshop, Dayton, OH.
2/2007 The
Emergence of Multiple Learning Systems, University of Arizona.
2/2007 Putting
the Psychology Back Into Psychological Models, AFOSR sponsored workshop in
Dynamic Decision Making, Dayton, OH.
11/2006 The
Emergence of Multiple Learning Systems, University of Louisiana.
7/2006 The
Emergence of Multiple Learning Systems, ICOM, Sydney, Australia.
7/2006 Models
in Search of a Brain, workshop, Margaret River, Australia.
6/2006 The
Emergence of Multiple Learning Systems, UWA, Australia.
4/2006 The
Emergence of Multiple Learning Systems, AFOSR Cognition & Decision Program
Workshop, Dayton, OH.
10/2005 Speaker/Symposium
Organizer, The Cognitive Neuroscience of Category Learning, at the
Computational Cognitive Neuroscience Conference, Washington, D.C.
9/2005 Acquiring
Knowledge One Cluster at a Time, Department of Psychology, New York
University, NYC.
7/2005 Exemplar-based
relational category learning, Annual Summer Interdisciplinary Conference (ASIC)
2005, Brianon, France.
6/2005 Workshop
Participant, NSF sponsored Dynamical and Connectionist Accounts of
Development, University of Iowa, organized by John Spencer and Jay McClelland.
5/2005 A
Clustering Account of Human Categorization, Department of Psychology,
University of Sydney, Australia.
4/2005 Cluster-based
Modeling of Human Learning: Joint Influences of Task and Environment, AFOSR
Perception & Cognition Program Workshop, St. Augustine, FL.
4/2005 Environment
and goals jointly direct category acquisition, Department of Psychology, Texas
A&M, College Station, TX.
2/2005 Keynote
speaker for Lake Ontario Visionary Establishment Conference.
2/2005 Beyond
common features: The role of roles in determining similarity. Department of Psychology,
The University of Western Ontario.
1/2005 Clustering
Account of Human Learning Department of Psychology, Stanford University.
1/2005 Clustering
Account of Human Learning Department of Psychology, UCSD.
10/2004 Bridging
Levels: A Cognitive Model of Hippocampal Mediated Learning, J. S. McDonnell
Foundation meeting on the cognitive neuroscience of category learning, New York
City, NY.
9/2004 Bridging
Levels: A Cognitive Model of Hippocampal Mediated Learning Department of
Communication Sciences and Disorders, The University of Texas at Austin.
6/2004 Infants,
amnesiacs, aging, and the MTL, Annual Summer Interdisciplinary Conference
(ASIC) 2004, Dolomiti, Italy.
3/2004 A
Clustering Account of Human Learning, AFOSR Perception & Cognition Program
Workshop, Phoenix, AZ.
2/2004 Human
Learning, Memory, and the Categories in and Imposed on Our World, UT Odyssey
lecture, Austin, TX.
1/2004 A
Clustering Account of Human Category Learning, Caltech, Computation and Neural
Systems, Pasadena, CA.
11/2003 Infants,
Amnesiacs, and the MTL, ARMADILLO, Texas A&M, College Station, TX.
9/2003 Category
Learning in Infants and Amnesiacs, J. S. McDonnell Foundation meeting on the
cognitive neuroscience of category learning, New York City, NY.
6/2003 The
influence of culture on conceptual organization, talk given at a conference to
honor Douglas Medin, Chicago Botanical Gardens, Chicago, IL.
9/2002 Two
systems or just one, J. S. McDonnell Foundation meeting on the cognitive
neuroscience of category learning, New York City, NY.
8/2002 Invited
Discussant, AMBR symposium at the Cognitive Science Society Conference,
Washington, D.C.
11/2001 Aging
effects in category learning, Mind, Brain, & Behavior Forum Series,
Harvard University, Cambridge, MA.
7/2001 Inference
and classification learning: Data and models, ICOM-3: Third International
Conference on Memory. Valencia, Spain.
11/2000 Modeling
Human Category Learning, Forum for Artificial Intelligence, Department of
Computer Science, The University of Texas at Austin, Austin, TX.
10/2000 Inference
and Classification Learning, Association for Research in Memory, Attention,
Decision-making, Intelligence, Language, Learning& Organization
(ARMADILLO), Texas A&M, College Station, TX.
2/1999 SUSTAIN:
A Clustering Account of Category Learning, Psychology Department, Columbia
University, New York City, NY.