**Publications (in
reverse chronological order)**

2013

Zhang,
H. and Zhang, J. (2013). Vector-valued Reproducing Kernel Banach Spaces with applications to multi-task learning. *Journal
of Complexity*, **29**: 195-215.

2012

Zhang,
J., Hedden, T and Chai, A. (2012).
Perspective-taking and depth of theory of mind reasoning in sequential-move
games. *Cognitive Science,* **36**: 560-573.

Zhang,
H. and Zhang, J. (2012). Regularized learning in Banach
space as an optimization problem: Representer
theorems. *Journal of
Global Optimization,* **54**: 235-250
(e-print published 11 July 2010).

2011

Zhang,
H. and Zhang, J. (2011). Frames, Riesz
bases, and sampling expansions in Banach spaces via
semi-inner products. *Applied and
Computational Harmonic Analysis,* **31**:
1-25.

Yin, G. and Zhang J. (2011). On
decomposing stimulus and response waveforms in event-related potentials (ERP)
recordings. *IEEE Transactions on
Biomedical Research, ***58**:
1534-1545.

2010

Park,
J and Zhang, J. (2010). Sensorimotor locus of the buildup
activity in monkey LIP neurons. *Journal of Neurophysiology*. **103**: 2664-2674.

Stern,
E., Liu, Y., Gehring, W., Lister, J., Yin, G., Zhang,
J., Fitzgerald, K., Himle, J., Abelson, J., and
Taylor, S. (2010). Chronic medication does not affect hyperactive error
responses in obsessive-compulsive disorder. *Psychophysiology*,
**47**: 913-920.

Zhang, H. and Zhang,
J. (2010). Generalized semi-inner products with application to regularized
learning. *Journal of Mathematical
Analysis and Application,* **372**:
181-196.

2009

Calin, O., Matsuzoe, H., and Zhang, J. (2009). Generalization of conjugate connections. *Proceedings of 9 ^{th} International
Workshop on Complex Structures, Integrability, and Vector
Fields.*

He, L., Zhang, J., Zhou, T. and Chen, L. (2009).
Connectedness affects dot numerosity judgment:
implications for configural processing. *Psychonomic** Bulletin and Review,* **16**: 509-517.

Stevens, G.
and Zhang, J (2009). A dynamic systems model of infant
attachment. *IEEE
Transaction of Autonomous Mental Development*. **1**: 196-207.

Yin, G., Zhang, J., Tian, Y. and Yao,
D-Z. (2009). A
multi-component decomposition algorithm for event-related potentials. *Journal of Neuroscience Methods,*** 178**: 219-227.

Zhang, H., Xu, Y., and Zhang, J. (2009). Reproducing kernel Banach spaces for machine learning. *Journal of Machine Learning Research,* **10**: 2741-2775.

Zhang, H.,
Xu, Y, and Zhang, J. (2009). Reproducing
kernel Banach spaces for machine learning. *Proceedings of the 2009
International Joint Conference on Neural Networks, IJCNN2009, Atlanta, Georgia,
USA* (pp.3520-3527).

Zhang, J. (2009). Adaptive learning via selectionism and Bayesianism. Part I: A connection. *Neural Networks,*** 22**:* *220-228*.*

Zhang, J. (2009). Adaptive
learning via selectionism and Bayesianism
Part II: The sequential case. *Neural
Networks,*** 22**: 229-236.

Zhang, J. Tindell, A.J., Berridge, K.C., Zhang, J., and Aldridge,
J.W. (2009). A neural computational model of incentive
salience. *PLoS** Computational Biology,*** 5**:*
1-14.*

2008

Berridge, K., Zhang, J., and Aldridge, W. (2008).
Computing motivation: Incentive salience boosts of drug or appetite states. *Behavioral Brain Science,* **31**: 440-441.

Chavez,
A. and Zhang, J. (2008). Metagame strategies of nation-states, with application to Cross-Strait relations.
In Liu, H., *Social Computing,
Behavioral Modeling, and Prediction.* Springer (pp.
229-238).

Zhou, T., Zhang, J. and Chen, L. (2008). Neural
correlation of “global-first” topological perception: Anterior temporal lobe. *Brain Imaging and Behavior,* **2**: 309-317.

2007

Wei, H., Zhang, J., Cousseau, F., Ozeki, T., and Amari, S. (2007).
Dynamics of learning near singularities in layered network. *Neural Computation,*** 20**: 813-843.

Zhang J. (2007). A note on curvature of a-connections
of a statistical manifold. *Annals of the Institute of Statistical Mathematics.** ***59**: 161-170.

2006

Mueller,
S. and Zhang, J. (2006). Upper
and lower bounds of area under ROC curves and index of discriminability of
classifier performance. *Proceedings
of ICML2006 - Workshop on ROC Analysis in Machine Learning,* Pittsburgh,

Zhang, J. (2006).
Referential duality and representational duality in the
scaling of multi-dimensional and infinite-dimensional stimulus space. In
Dzhafarov, E. and Colonius,
H. (Eds.) *Measurement and Representation
of Sensations: Recent Progress in Psychological Theory. *Lawrence Erlbaum
Associates, Mahwah, NJ (pp.131-157).

Zhang,
J. and Hasto, P. (2006). Statistical manifold as
an affine space: A functional equation approach. *Journal of Mathematical Psychology, ***50:*** *60-65*.*

2005

Tindell,
A.J., Berridge, K.C., Zhang, J., Peciña,
S., and Aldridge, J.W. (2005). Ventral pallidal
neurons code incentive motivation: effects of mesolimbic activation. *European Journal of Neuroscience,*** ****22**: 2617-2634.

Zhang, J. (2005).
Object oneness: the essence of the topological approach to perception. *Visual Cognition, ***12**: 683-690.

Zhang, J. (2005). A method to unconfound orientation and direction tunings in neuronal
response to moving bars and gratings. *Journal
of Optical Society of *

Zhang, J. (2005).
Referential duality and representational duality on
statistical manifolds. *Proceedings of the Second International Symposium on Information
Geometry and Its Applications*,

Zhang, J.
and Mueller, S. (2005). A note on ROC analysis and
non-parametric estimation of sensitivity. *Psychometrika, 70*: 203-212.

2004

Jones, M. and
Zhang, J. (2004). Rationality and bounded information in repeated games,
with application to the Iterated Prisoner’s Dilemma. *Journal of Mathematical Psychology, ***48**: 334-354.

Zhang, J. (2004). Binary choice, subset choice, random
utility, and ranking: A unified perspective using the permutahedron.
*Journal of Mathematical Psychology*, **48**: 107-134.

Zhang, J. (2004). Divergence function, duality, and convex analysis. *Neural Computation*, **16**: 159-195.

Zhang, J. (2004).
Dual scaling between comparison and reference stimuli in
multidimensional psychological space. *Journal of Mathematical Psychology, ***48**: 409-424.

2003

Jones, M. and
Zhang, J. (2003). Which is to blame: Instrumental rationality or common
knowledge? Comments to “Cooperation, psychological games
theory, and limitations of rationality in social interaction” by A. Colman.
*Brain and Behavioral Science*, **26**: 166-167.

Jones, M., Zhang, J. and Simpson, G. (2003). Aggregation of utility and social
choice: A topological characterization. *Journal
of Mathematical Psychology*, **47**:
545-556.

Zhang, J. and Hedden, T. (2003). Two paradigms for depth of strategic
reasoning in games: Response to Colman. *Trends in
Cognitive Sciences*, **7**: 4-5.

2002

Hedden, T. and Zhang, J. (2002). What do you
think I think you think? Theory of mind and strategic
reasoning in matrix games. *Cognition*, **85**: 1-36.

2001

Zhang, J. (2001).
Dimension overlap and S-S and S-R compatibility: A structural model. In L. Chen
and Y. Zhuo (Eds.) *Proceedings of the Third
International Conference on Cognitive Science (ICCS2001)*, Heifei, China: Press of University of Science and
Technology of China (pp 377-381).

1999

Zhang, J.
(1999). A game-theoretic analysis of the political
situation across Taiwan Strait. In J. Zhang and Y. Yu (Eds), *Taiwan in the 21 ^{st} Century: the
Mainland Chinese Scholars Looking Ahead*, Global Publishing Co., River Edge,
New Jersey (pp 217-236, in Chinese).

Zhang,
J. (1999). A note on Lefebvre's reflexive function. In V.A. Lefebvre (Ed.) *Proceedings of the Workshop on Multi-Reflexive Models of Agent Behavior*, ARL-SR-64,
U.S. Army Research Lab (pp.109-110).

Zhang, H., Zhang, J. and Kornblum, S.
(1999). An interactive activation model of stimulus-stimulus and
stimulus-response compatibility. *Cognitive Psychology,* **38**:
386-432.

1998

Zhang, J. (1998).
Decomposing stimulus and response component waveforms in ERP. *Journal of
Neuroscience Methods*, **80**: 49-63.

1997

Zhang, J. and Kornblum, S. (1997). Distributional
analysis, and De Jong et al.'s (1994) dual process model of the "Simon
effect". *Journal of Experimental Psychology: Human Perception
and Performance,* **23**: 1543-1551.

Zhang, J., Riehle, A. and Requin, J. (1997).
Locus of a neural process in stimulus-response association
tasks. *Journal of Mathematical Psychology*, **41**: 219-236.

Zhang, J., Riehle, A., Requin, J. and Kornblum, S. (1997). Dynamics of single neuron activity
in primary motor cortex related to sensorimotor transformation. *Journal of
Neuroscience,* **17**: 2227-2246.

1995

Zhang, H.,
Kornblum, S. and Zhang, J. (1995). Utilization of
stimulus-response and stimulus-stimulus compatibility principles in machine
design.
In K. Cox, J. Marsh, and B. Anderson (Eds.) *Proceedings of the First
International Cognitive Technology Conference,* Hong Kong: City University
of Hong Kong (pp. 151-157).

Zhang,
J. (1995). Motion detectors and motion segregation. *Spatial** Vision*, **9**: 261-273.

1994

Skottun, B., Zhang, J. and Grosof,
D. (1994). On the direction selectivity of cortical neurons to
drifting dot patterns. *Visual Neuroscience*, **11**: 885-897.

Zhang, J. (1994) Image representation using affine covariant
coordinates. In O, Y.-L., Toet, A., Foster,
D., Heijmans, H.J.A.M., and Meer, P. (Eds.) *Shape
in Picture: Mathematical Description of Shape in Grey-Level Images*,
Springer-Verlag, Berlin (pp.353-362).

1993

Zhang, J., Yeh, S.-L. and De Valois, K.K.
(1993). Motion contrast and motion integration. *Vision Research,* **33**:
2721-2732.

1991

Zhang, J. (1991).
Dynamics and formation of self-organizing maps. *Neural Computation,* **3**: 54-66.

Zhang, J.
and Miller, J.P. (1991). A mathematical model for hyperacuity in sensory systems. *Biological
Cybernetics*, **64**: 357-364.

1990

Zhang, J. (1990). How to unconfound orientational
and directional information in visual neuron's response. *Biological
Cybernetics,* **63**: 135-142.

Zhang,
J. (1990). Dynamical self-organization and formation of
cortical maps. In *Proceedings of International Joint Conference on
Neural Networks, San Diego, 1990*, Vol. III, pp. 487-492.

Zhang, J. and Wu, S.
(1990). Structure of visual perception. *Proceedings
of National Academy of Sciences, USA.,* **87**:
7819-7823.

1989

Zhang,
J. and Miller, J.P. (1989). A model for resolution
enhancement (hyperacuity) in sensory representation.
In Touretzky, D. (Ed.) *Advances in Neural Network
Information Processing System. I.* pp.444-450. Morgan-Kaufmann Publishers,
San Mateo, CA.