Conference Publications

M. Huang and X. Yang.
"Linear quadratic mean field social optimization: asymptotic solvability".
Proc. the 58th IEEE CDC, Nice, France, Dec 2019.

X. Chen and M. Huang. "Linearquadratic mean field control: the Hamiltonian matrix and invariant
subspace method". Proc. the 57th IEEE CDC, Miami Beach, FL, pp. 41174122, Dec 2018.
[pdf here]

M. Huang and M. Zhou. Linear quadratic mean field games  Part I: the asymptotic solvability problem. Proc. 23rd Internat. Symp. Math. Theory Networks and Systems, Hong Kong, China, pp. 489495, July 2018.

X. Chen and M. Huang. Cooperative linearquadratic mean field control and
its Hamiltonian matrix analysis. Proc. 23rd Internat. Symp. Math. Theory Networks and Systems, Hong Kong, China, pp. 500502,
July 2018.

M. Huang and Y. Ma.
Mean field stochastic games with binary actions: stationary
threshold policies. Proc. 56th IEEE CDC, Melbourne, Australia, pp. 2732, Dec 2017.

M. Zhou and M. Huang.
Mean field games with Poisson point processes and impulse control.
Proc. 56th IEEE CDC, Melbourne, Australia, pp. 31523157, Dec 2017.

M. Huang and Y. Ma. Mean field stochastic games: monotone costs and threshold policies.
Proc. the 55th IEEE CDC, Las Vegas, NV, pp. 71057110, Dec. 2016.

M. Huang and S.L. Nguyen. "Linearquadratic mean field teams with a major agent".
Proc. the 55th IEEE CDC, Las Vegas, NV, pp. 69586963, Dec. 2016.

N. Sen, M. Huang, and R.P. Malhame.
"Mean field social control with decentralized
strategies and optimality characterization". Proc. the 55th IEEE CDC, Las Vegas, NV, pp. 60566061, Dec. 2016.

M. Huang and Y. Ma. "Mean field stochastic games: monotone costs and threshold policies".
Proc. the 55th IEEE CDC, Las Vegas, NV, pp. 71057110, Dec. 2016.

M. Huang and S. L. Nguyen. "Mean field games for stochastic growth with
relative consumption". Proc. the 55th IEEE CDC, Las Vegas, NV, pp. 45284533, Dec 2016.

B. Wang and M. Huang.
"Dynamic production output adjustment with sticky prices: a mean
field game approach". Proc. the 54th IEEE CDC, Osaka, Japan, pp. 44384443, Dec 2015.

J. Huang and M. Huang. "A mean field LQG game with softconstrained disturbance as an
adversarial player". Proc. the 54th IEEE CDC, Osaka, Japan, pp. 44244429, Dec 2015.

M. Huang, T. Li, and J.F. Zhang. "Stochastic approximation for consensus over general digraphs with Markovian switches".
Proc. 53rd IEEE CDC, Los Angeles, pp. 22162221, December 2014.

M. Huang and S. L. Nguyen "Mean field capital accumulation with stochastic depreciation". Proc. 53rd IEEE CDC, Los Angeles, pp. 370375, December 2014.

M. Huang and J. H. Manton. "Opinion
dynamics with noisy information".
Proc. 52nd IEEE CDC, Florence, Italy, pp. 34453450, Dec 2013 [pdf].

M. Huang. "Mean field
capital accumulation games: the long time behavior".
Proc. 52nd IEEE CDC, Florence, Italy, pp. 24992504, Dec 2013.

J. Huang and M. Huang. "Mean field
LQG games with model uncertainty".
Proc. 52nd IEEE CDC, Florence, Italy, pp. 31033108, Dec 2013.

S.L. Nguyen and M. Huang. "Mean Field LQG games with mass behavior
responsive to a major player". Proc the 51st IEEE CDC, Maui, Hawaii, pp. 57925797, December 2012 [pdf].

M. Huang and S.L. Nguyen. "LQG optimal control arising in mean field decision problems". Proc. the 20th MTNS, Melbourne, Australia, July 2012.

M. Huang. "Mean field stochastic
games with discrete states and mixed players". Proc. GameNets, Vancouver, pp. 138151, May 2012.

S.L. Nguyen and M. Huang. "Mean field LQG games with a major player: continuumparameters for minor players".
Proc. 50th IEEE CDC Conference, Orlando, FL, pp. 10121017, Dec. 2011 [pdf].

M. Huang. "Stochastic approximation for consensus with
general timevarying weight matrices".
Proc. the 49th IEEE CDC, Atlanta, GA, pp. 74497454, December 2010 [pdf].

M. Huang and S.L. Nguyen. "Stochastic control of mean field models with mixed players".
Proc. 18th IFAC World Congress, Milan, Italy, Aug. 2011.

M. Nourian, R.P. Malhame, M. Huang, and P.E. Caines.
"Optimality of adaption based mean field (NCE) control laws in leaderfollower stochastic dynamic games". Proc. the 49th IEEE CDC, Atlanta, GA, pp. 22702275, December 2010.

M. Huang, P.E. Caines, and R.P. Malhame. "Social dynamics in mean field LQG control: egoistic and altruistic agents".
Proc. the 49th IEEE CDC, Atlanta, GA, pp. 31403145, December 2010.

M. Nourian, P.E. Caines, R.P. Malhame, and M. Huang,
"A solution to the consensus problem via stochastic mean field
control". Presented at the 2nd IFAC Workshop on Distributed Estimation and Control in Networked Systems (NecSys'10), Annecy, France, September 2010.

M. Huang, P.E. Caines, and R.P. Malhame. "Social certainty equivalence in mean field LQG control: social, Nash and centralized strategies". Proc. the 19th MTNS, Budapest, Hungary, pp. 15251532, July 2010 [pdf].

M. Huang. "An algebraic approach for
the NCE principle with massive subpopulations". Proc. the 48th IEEE CDC, Shanghai, China, pp. 47044709, December 2009 [pdf].

F.R. Yu, H. Tang, M. Huang, Z Li, and P.C. Mason. "Defense against spectrum sensing data falsification attacks in mobile Ad Hoc networks with cognitive radios".
Proc. IEEE Milcom09, Boston, MA, Oct. 2009.

M. Nourian, P.E. Caines, R.P. Malhame, and M. Huang. "Derivation of consensus algorithm dynamics from mean field stochastic control NCE equations". Proc. the 1st IFAC Workshop on
Estimation and Control of Networked Systems (NecSys'09) , Venice, Italy, September 2009 (6 pages).
 M. Huang, P.E. Caines and R.P. Malhame. "Social optima in meanfield LQG control:
centralized and decentralized strategies". Proc. the 47th Allerton Conference on Communication, Control and Computing (in invited session "New results in
decentralized and distributed decision making"), Monticello, Illinois, pp. 322329, Sept. 2009.
 Z. Li, F.R. Yu, and M. Huang. "A cooperative spectrum sensing consensus
scheme in cognitive radios". Proc. IEEE INFOCOM'09 MiniConference, Rio de Janeiro, Brazil, pp. 25462550, April 2009.
 Z. Li, F.R. Yu, and M. Huang. "Distributed spectrum sensing
in cognitive radio networks". Proc. IEEE WCNC'09, Budapest, Hungary, April 2009.
 M. Huang. "Convergence rate for stochastic consensus algorithms with timevarying noise statistics: asymptotic normality". Proc. 47th IEEE CDC, Cancun, Mexico, pp. 35533558, December 2008 [pdf].
 M. Huang, P.E. Caines and, R.P. Malhame. "A locality generalization of the NCE (mean field) principle: agent specific cost interactions". Proc. 47th IEEE CDC, Cancun, Mexico, pp. 55395544, December 2008 [pdf].
 M. Huang and J.H. Manton. "Stochastic consensus seeking with measurement noise: convergence and asymptotic normality". Proc. American Control Conference, Seattle, WA, pp. 13371342, June 2008 [pdf] (Related talk at Wayne State University, April 16, 2008 [pdf]).

M. Huang and J.H. Manton. "Stochastic approximation
for consensus seeking: mean square and almost
sure convergence". Proc. 46th IEEE Conference on Decision and
Control, New Orleans, LA, pp. 306311, December
2007 [pdf] .

M. Huang, P.E. Caines, and R.P. Malhame.
"The Nash certainty equivalence principle and McKeanVlasov systems: an invariance
principle and entry adaptation". Proc. 46th IEEE Conference on Decision and
Control, New Orleans, LA, pp. 121126, December 2007 [pdf] .

M. Huang and J.H. Manton. "Stochastic double array
analysis and convergence
of consensus algorithms
with noisy measurements". Proc. American Control Conference, New York, pp.
705710,
July 2007 [pdf] .
 M. Huang and J.H. Manton. "Stochastic Lyapunov
analysis for
consensus algorithms
with noisy measurements". Proc. American Control Conference, New York, pp. 14191424,
July 2007 [pdf] .
 M. Huang and S. Dey. "Kalman filtering with Markovian
packet losses
and stability criteria" .
(Extended from an Automatica paper), Proc. the 45th
IEEE Conference on Decision and Control , San Diego, CA, pp. 56215626, December
2006 [pdf] .
 M. Huang, R.P. Malhame and P.E. Caines.
"Nash
certainty equivalence in large population stochastic dynamic
games:
connections with the physics of interacting particle
systems" , Proc. the 45th IEEE
Conference on Decision and Control , San Diego, CA, pp. 49214926, December
2006 [pdf] . Long version (CDC_Plus_Appendix)
[pdf:cdcplusappndx] .
 H. Ji, M. Huang, J.B. Moore, and J.H. Manton. A globally convergent conjugate gradient
method for minimizing selfconcordant functions with application to constrained optimisation
problems. Proc. American Control Conference, New York, pp. 540545, July 2007.
 M. Huang, P.E. Caines, and R.P. Malhame.
"Distributed
multiagent decisionmaking
with partial observations:
asymptotic Nash equilibria" .
Proc. the 17th
Internat. Symposium on Math. Theory on Networks and Systems
(MTNS'06),
Kyoto, Japan, pp. 27252730,
July 2006 [pdf] .

M. Huang and S. Dey. Joint rate/power adaptation and dynamic buffer management in
wireless data relay networks.
Proc. American Control Conference , Minneapolis, MN, pp. 60976102, June 2006.

M. Huang and S. Dey. Dynamic quantization
for multisensor estimation over bandlimited fading channels with fusion center feedback.
Proc. IFAC Sysid'06, Newcastle, Australia, Apr. 2006.

G. N. Nair, M. Huang and R. J. Evans. Optimal infinite
horizon LQR via a low datarate channel.
Proc. IFAC Sysid'06, Newcastle, Australia, Apr. 2006.

M. Huang, R.P. Malhame, and P.E. Caines. Nash strategies and adaptation for decentralized
games involving weaklycoupled agents.
Proc. the 44th IEEE CDCECC Conf., Seville, Spain, pp. 10501055, December 2005 [pdf] .

M. Huang, G.N. Nair, and R.J. Evans. Finite horizon LQ
optimal control and computation with data rate constraints.
Proc. the 44th IEEE CDCECC Conf., Seville, Spain, pp. 179184, December 2005.

M. Huang, R.P. Malhame, and P.E. Caines. Decentralized Nash equilibria
for largescale stochastic systems of weakly coupled agents.
Presented at the 6th SIAM Conference on Control and its Applications (abstract),
New Orleans, LA, July 2005.

M. Huang and G. Nair. Detection of random targets in sensor networks with applications.
Proc. the 16th IFAC World Congress, Prague, Czech, July 2005.

M. Huang and S. Dey. Distributed state estimation for hidden Markov models
with dynamic quantization and rate alloction. Proc. the 16th IFAC World
Congress, Prague, Czech, July 2005.

M. Huang and S. Dey. Distributed state estimation for hidden Markov models
by sensors networks with dynamic quantization. Proc. the International
Conference on Sensors, Sensor networks and Information Processing,
Melbourne, Australia, pp. 355360, Dec. 2004.

M. Huang and V. Krishnamurthy. Risk sensitive quickest time detection.
Proc. the 43rd IEEE Conference on Decision and Control, Atlantis,
Paradise Island, Bahamas, pp. 17481753,
December 2004.

M. Huang, P.E. Caines, and R.P. Malhame. Largepopulation costcoupled
LQG problems: generalizations to nonuniform individuals.
Proc. the 43rd IEEE Conference on Decision and Control, Atlantis,
Paradise Island, Bahamas, pp. 34533458, December 2004 [pdf] .

M. Huang, R.P. Malhame, and P.E. Caines. On a class of largescale costcoupled
Markov games with applications to decentralized power control.
Proc. the 43rd IEEE Conference on Decision and Control, Atlantis,
Paradise Island, Bahamas, pp. 28302835, December 2004.

M. Huang, P.E. Caines, and R.P. Malhame. Individual and mass behaviour
in large population stochastic wireless power control problems: centralized
and Nash equilibrium solutions. Proc. the 42nd
IEEE Conference on Decision and Control,
Maui, Hawaii, pp. 98103, December 2003 [pdf] .

M. Huang, R.P. Malhame, and Peter E. Caines. Stochastic power control
in wireless communication systems: analysis, approximate control algorithms
and state aggregation.
Proc. the 42nd IEEE Conference on
Decision and Control, Maui, Hawaii, pp. 42314236, December 2003.

M. Huang, R.P. Malhame, and P.E. Caines. Stochastic power control in
wireless communication systems with an infinite horizon discounted cost.
Proceedings of the American Control Conference, Denver, Colorado,
June 2003, pp. 962968.

M. Huang, P.E. Caines, and R.P. Malhame. Stochastic power control for
wireless systems: centralized dynamic solutions and aspects of decentralized
control. Proceedings of the 15th IFAC World Congress on Automatic Control,
Barcelona, Spain, July 2002.

M. Huang, R.P. Malhame, and P.E. Caines. Quality of service control for
wireless systems: minimum power and minimum energy solutions. Proceedings
of the American Control Conference, Anchorage, Alaska, May 2002, pp. 24242429.

M. Huang, P.E. Caines, C.D. Charalambous, and R.P. Malhame. Stochastic
power control for wireless systems: classical and viscosity solutions.
Proceedings of 40th IEEE Conference on Decision and Control, Orlando,
Florida, Dec. 2001, pp. 10371042.

M. Huang, P.E. Caines, and R.P. Malhame. On a class of singular stochastic
control problems arising in communications and their viscosity solutions.
Proceedings of 40th IEEE Conference on Decision and Control, Orlando,
Florida, Dec. 2001, pp. 10311036.

M. Huang, P.E. Caines, C.D.
Charalambous, and R.P. Malhame. Power control in wireless systems:
a stochastic optimal control formulation. Proceedings of the American
Control Conference, Arlington, Virginia, June 2001, pp. 750755.

M. Huang, P.E. Caines, C.D. Charalambous, and R.P. Malhame. Stochastic
optimal control formulations of wireless power control problems. Optimization
Days 2000, Montreal, Abstract Volume pp. 64, May 2000.

M. Huang and L.
Guo. Adaptive LQ control of discretetime systems with jump Markovian
parameters, Proceedings of the Chinese Control Conference, Ningbo, China,
August 1998.
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Last updated: 2007.Sept.