http://arxiv.org/abs/1007.0571
Publications in Journals: (Published and Accepted papers)
(This list is in reverse chronological order)
Stochastic Control, Social Learning and Game Theory
-
V. Krishnamurthy,
Bayesian Sequential Detection with Phase Distributed Change time and Nonlinear Penalty -- A Lattice Optimization POMDP Approach , IEEE Transactions Information Theory, 2011 to appear (This paper also considers social learning for detection, dynamic scheduling in decision making, risk sensitive quickest detection, achievable costs in quickest time detection -- i.e. how to order phase- distributed change times in terms of achievable cost.)
- J. Huang, H. Mansour, V. Krishnamurthy,
A Dynamical Games Approach to Transmission Rate Adaptation in Multimedia WLAN ,
IEEE Transactions Signal Processing, 2011.
- O. Namvar and V. Krishnamurthy, Coalition Formation for Bearings-Only Localization
in Sensor Networks -- A Cooperative Game Approach ,
IEEE Transactions Signal Processing, 2011.
- J. Huang and V. Krishnamurthy, Game Theoretic Issues in Cognitive Radio Systems , Journal of Communications,
Vol.4, No.10, Nov.2009.
-
V. Krishnamurthy, D. Djonin, Optimal Threshold Policies for Multivariate POMDPs in Radar Resource Management, IEEE Transactions Signal Processing, Vol.57. No.10, Oct 2009.
V. Krishnamurthy, "Decentralized Spectrum Access amongst Cognitive
Agents -- An Interacting Multivariate Global Games Approach", IEEE
Transactions Signal Processing, Vol.57, No.10, October 2009.
-
V. Krishnamurthy, B. Wahlberg,
Partially Observed Markov Decision Process Multi-
armed Bandits -- Structural Results , Mathematics of Operations Research, May 2009.
-
M. Ngo and V. Krishnamurthy, Monotonicity of Constrained Optimal
Transmission Policies in Correlated Fading
Channels with ARQ , IEEE Transactions Signal Processing,
2009.
M. Maskery, V. Krishnamurthy and Q. Zhao,
Decentralized Dynamic Spectrum Access for Cognitive Radios: Cooperative Design of a Non-cooperative Game ,
IEEE Transactions Communications, Vol.57, No.2, pp.459--469,
Feb 2009.
-
R. Elliott, V. Krishnamurthy, J. Sass, Moment based regression algorithms
for drift and volatility estimation
in continuous-time Markov switching models , Econometrics Journal, 2008.
(We develop a novel variance estimation method for Markovian diffusions
based on the moments of the diffusion. We apply the method
to estimate the drift and volatility for the daily returns of
the Dow Jones Industrial Average Index using data for 75 years
up to 2006.).
-
M. Ngoc, V. Krishnamurthy, L. Tong, Optimal Transmission Policies
in Aloha Networks with Multipacket Reception Capability and Decentralized
Channel State Information, IEEE Transactions Signal Processing,
Vol.56, No.6, pp.2575--2588, June 2008.
- V. Krishnamurthy, D. Djonin, Structured Threshold
Policies for Dynamic Sensor Scheduling--A Partially Observed Markov Decision
Process Approach, IEEE Transactions Signal Processing, 2007, Vol.55, No.10, pp.5069--5083, Oct.2007.
-
D. Djonin and V. Krishnamurthy,, Transmission Control
in Fading Channels -- A Constrained Markov Decision Process Formulation
with Monotone Randomized Policies , IEEE Transactions Signal Processing,
Vol.55, No.10, pp. 5069--5083, October 2007.
(We show that in many cases the optimal policy is a randomized mixture
of threshold policies. We also use some interesting ideas such
as multimodularity to characterize convexity of the value function).
- F. Yu, V. Krishnamurthy, Optimal Joint Session Admission
Control in Integrated WLAN and CDMA Cellular Network,
IEEE Transactions Mobile Computing, Vol6. No.1, pp.126--139,
January 2007.
- S. Jang, X. Wang, V. Krishnamurthy, Discrete Stochastic
Approximation Algorithms for Design of Optimal Sensor Fusion Rule,
International Journal of Security and Networks, Special Issue on
Theoretical and Algorithmic Aspects in Sensor Networks, Vol.2, No.3/4, 2007.
- M. Ngo, V. Krishnamurthy,
Game Theoretic Cross Layer Transmission
Policies in Multipacket Reception Wireless Networks, IEEE Trans Signal Processing, Vol.55, No.5, pp.1911-1927, May
2007.
- D. Djonin and V. Krishnamurthy,
Q-Learning Algorithms for Constrained Markov Decision
Processes with Randomized Monotone Policies: Applications
to MIMO Transmission Control
IEEE Transactions Signal Processing, Vol.55, No.5,
pp.2170--2181, 2007
- Y. Chen, Q, Zhao, V. Krishnamurthy, D. Djonin,
Transmission Scheduling for
Optimizing Sensor Network Lifetime: A Stochastic Shortest Path Approach,
IEEE Transactions Signal Processing, Vol.55, No.5, pp.2294--2309,
2007.
Meta-level Tracking and Intent Inference
-
A. Wang, V. Krishnamurthy, B. Bhashyam, Intent Inference and Syntactic Tracking with GMTI Measurements
,
IEEE Transactions Aerospace and Electronic Systems, 2011.
- A. Wang, V. Krishnamurthy, Signal Interpretation of Multifunction
Radars: Modeling and Statistical Signal Processing with
Stochastic Context Free Grammar , IEEE Transactions Signal Processing, Vol.56, No.3, pp.1106--1119, March 2008.
Stochastic Optimization and Stochastic Filtering Theory
- G. Yin, C. Ion, V. Krishnamurthy, How does a stochastic approximation
algorithm adapt to a randomly evolving optimum with Jump Markov Sample paths
, Mathematical Programming B (special issue dedicated to B.T. Polyak's
70th Birthday).
-
V. Krishnamurthy, K Topley, G. Yin, Consensus Formation in two-time scale Markovian system ,
SIAM Journal Multiscale Modeling and Simulation, 2009 to appear.
- G. Yin and Vikram Krishnamurthy, Least Mean Squares Algorithms
with Markov Regime Switching Limit, IEEE Transactions Automatic Control,
Vol.50, No.5, pp.577--593, May 2005.
-
G. Yin and Vikram Krishnamurthy
Analysis of LMS Algorithm for Slowly Varying Markovian Parameters --
Tracking Slow Hidden Markov Models and Adaptive Multiuser Detection in DS/CDMA,
IEEE Trans Information Theory, 2005, Vol.51, No.7, pp.2475--2490, July 2005.
- G. Yin, Vikram Krishnamurthy and C. Ion,
Regime Switching Stochastic Approximation Algorithms with
Application to Adaptive Discrete Stochastic Optimization,
SIAM Journal on Optimization, Vol.14, No.4, pp.1187--1215, 2004.
-
G. Yin, Vikram Krishnamurthy and C.Ion
Iterate Averaging Sign Algorithms for Adaptive Filtering with Applications
to Blind Multiuser Detection.,
IEEE Trans Information Theory, Vol.49, No.3, pp.657--671, March 2003.
- Vikram Krishnamurthy, X. Wang and G.Yin,
Spreading Code Optimization and Adaptation in CDMA via Discrete
Stochastic Approximation, IEEE Transactions on Information Theory, pp.1927--1949,
Vol.50,
No.9, Sept.2004.
-
C.D. Charalambous, R.J. Elliott and Vikram Krishnamurthy
Conditional Moment Generating Functions for Integrals and Stochastic
Integrals , SIAM Journal Control and Optimization, Vol.42, No.5, pp.1578-1603.
- Vikram Krishnamurthy and G. Yin,
Recursive Algorithms for
Estimation of Hidden Markov Models and Autoregressive Models with
Markov Regime, IEEE Transactions on Information Theory, Vol.48,
No.2, pp.458-476, Feb 2002.
Protein Dynamics and Biosensors
-
V. Krishnamurthy, S. Monfared and B. Cornell,
Ion-Channel Biosensors -- Part 1: Construction, operation
and clinical studies , Special issue of IEEE Transactions on Nanotechnology on Nanoelectronic interface to Biomeolecules and Cells, to appear 2010.
-
V. Krishnamurthy, S. Monfared and B. Cornell,
Ion-Channel Biosensors -- Part 2: Dynamic
Modeling , Analysis and Statistical Signal
Processing, Special issue of IEEE Transactions on Nanotechnology,
Nanoelectronic interface to Biomeolecules and Cells,
to appear 2010
-
D. Gordon, V. Krishnamurthy, S-H. Chung,
Generalized Langevin models of molecular dynamics simulations
with applications to ion channels , Journal of Chemical Physics, Vol 131, 2009.
(This paper is in the list of Top 20 Most Downloaded Articles in October 2009 for the journal).
V. Krishnamurthy and K. Luk,
Semi-Markov Models for Brownian Dynamics Simulation Algorithms in Biological Ion Channels , IEEE/ACM Transactions Computational Biology,
2008.
- D. Gordon, V. Krishnamurthy, S. H. Chung,
Generalized Langevin Equation Model for Permeation
in Ion Channels, Molecular Physics, 2008.
- M. Hoyles, V. Krishnamurthy, M Siksik, S.H Chung,
Brownian Dynamics
Theory for Predicting Internal and External Blockages of Tetraethylamonium in
the KcsA Potassium Channel , Biophysical Journal,
pp.366-378, January 2008. (This paper shows how large scale
Brownian dynamics stochastic simulation can successfully model the binding and blocking of the potassium ion channel
by the drug called TEA at the molecular level.)
- T.Vora, V. Krishnamurthy, S.H Chung,
Estimating the dielectric constant of the channel protein
and pore
, European Biophysics Journal, Vol.37, pp.213--222, 2008.
Wireless Communications and Scalable Video
- A. Attar and V. Krishnamurthy, Interference Diversity Gain and its application
in UMTS LTE: Capacity Maximization and
QoS Guarantee Strategies , IEEE Transactions Communications, 2011.
- H. Mansour, P. Nasipolous and V. Krishnamurthy, Rate and Distortion Modeling of CGS/MGS Coded Scalable Video Content , IEEE Trans Multimedia, 2010.
- F. Yu, B. Sun, V. Krishnamurthy, S. Ali, Application layer QoS optimization for multimedia transmission over cognitive radio networks,
Wireless Networks, 2010.
- A. Attar, V. Krishnamurthy, O Namvar, Interference Management Using Cognitive
Base-Stations for UMTS LTE , IEEE Communications Magazine, 2010.
-
T. Issariyakul, L. Pillutla and V. Krishnamurthy, Tuning Radio Resource in an Overlay Cognitive Radio Network
for TCP: Greed Isn't Good , IEEE Communications Magazine, 2008.
(We describe a new type of loss in TCP for cognitive
radio systems called "service loss". This results in interesting
behavior in that it is not optimal for a secondary user to grab all
available channels.)
-
Y Fallah, H. Mansour, P. Nasiopoulos, V. Krishnamurthy,
Dynamic Resource Allocation for MGS H.264/AVC Video Transmission over Link-Adaptive Networks , IEEE Transactions Multimedia, 2009
-
H. Mansour, V, Krishnamurthy, P. Nasiopoulos,
Channel Aware Multiuser Scalable Video Streaming over Lossy Under-Provisioned
Channels: Modelling and Analysis , IEEE Transactions Multimedia, 2008.
(This papers deals with scalable MPEG4 video coding. We show in this paper the surprising result
that the problem is inherently non-convex in structure)
-
T. Issariyakul, V. Krishnamurthy,
Amplify-and-Forward Cooperative Diversity
Wireless Networks: Model, Analysis, and
Monotonicity Properties , IEEE/ACM Transactions Networking,
Vol.17, No.1, pp.225--238, Feb. 2009.
-
A. Wang, V. Krishnamurthy, Mobility Enhanced Smart Antenna Adaptive Sectoring
for Uplink Capacity Maximization in CDMA Cellular Networks , IEEE Transactions Communications,
Vol.56, No.5, May 2008, pp.743--753.
- A. Farrokh, V. Krishnamurthy and R. Schober,
Optimal Adaptive
Modulation and Coding with Switching Costs , IEEE Transactions
Communications, 2008.
2007
- S Ali, V. Krishnamurthy, V. Leung, Mobility Assisted Opportunistic Scheduling in
Cellular Data Networks, IEEE Transactions Mobile Computing,
vol.6, No.6, pp.633-648, June 2007 (featured article in June 2007 issue).
- V. Krishnamurthy, K. Luk, B. Cornell, D. Martin,
Gramicidin Ion Channel
based Nano-Biosensors: Construction, Stochastic Dynamical Models
and Statistical Detection Algorithms , IEEE Sensors Journal, Vol.7, No.9, September 2007.
- V. Krishnamurthy, T. Vora, S.H. Chung, Adaptive Brownian Dynamics Algorithms
for Estimating the Shape of Sodium Ion Channels, Journal of Nanoscience and Nanotechnology, Vol.7, pp.2273--2282,
2007 (invited -- special issue on Bio-nanotubes). [download abstract -- full paper available later.]
- V. Renugopalakrishnan, V. Krishnamurthy,
Preface: A Special Section on Bionanotubes, Journal of Nanoscience
and Nanotechnology, Vol.7, pp.i-iii, July 2007.
-
V. Krishnamurthy and S.H. Chung, Large-scale Dynamical Models and Estimation for Permeation
in Biological Membrane Ion Channels, Proceedings of the
IEEE, Special Issue on
Estimation and Control of Large Scale Systems, May 2007.
- M. Maskery and V. Krishnamurthy,
Cooperative Engagement against Anti-Ship Missiles:
A Correlated Equilibrium Game Theoretic
Approach to Netcentric Force Protection, IEEE Trans.\ Aerospace \&
Electronic Systems, 2007
- N. Visnevski, V Krishnamurthy, A. Wang and S. Haykin, Syntatic Modeling
ad Signal Processing of Multifunction Radars: A Stochastic Context Free Grammar
Approach , Proceedings of the IEEE, Special Issue on
Estimation and Control of Large Scale Systems, May 2007.
- M. Maskery, V. Krishnamurthy and C. O'Regan,
Decentralized Algorithms for Netcentric Force Protection against
Anti-Ship Missiles , IEEE Transactions Aerospace and Electronic Systems, 2007.
2006
- L. Johnston and Vikram Krishnamurthy,
Opportunistic File
Transfer over a Fading Channel - A POMDP Search Theory Formulation
with Optimal Threshold Policies , IEEE Transactions Wireless Communications,
Vol.5, No.2, pp.394--405, Feb. 2006.
- F. Yu, Vikram Krishnamurthy, V. Leung, Cross-Layer Optimal Connection Admission Control for Variable Bit Rate Multimedia Traffic in Packet Wireless CDMA Networks, IEEE Transactions Signal Processing, Vol.54, No.2, pp.542--555, Feb. 2006.
- F. Yu, Vikram Krishnamurthy, Effective Bandwidth of Multimedia
Traffic in Packet Wireless CDMA Networks with LMMSE Receivers -- a Cross
Layer Perspective, IEEE Transactions Wireless Communications, Vol.5, No.2, pp.542--555,
March 2006.
- X. Wang, Vikram Krishnamurthy, J. Wang,
Stochastic Gradient Algorithms for Design of Minimum Error-rate Linear Dispersion Codes in MIMO
Wireless Systems, IEEE Transactions Signal Processing, Vol.54, No.4, pp.1242-1255,
April 2006.
- J. Wintenby, Vikram Krishnamurthy, Hierarchical Resource Management in Adaptive Airborne Surveillance Radars , IEEE Transactions Aerospace Electronic Systems, Vol.42., No.2, pp.401--420, April 2006.
- Vikram Krishnamurthy, G Yin, Controlled Hidden Markov Models for Dynamically Adapting Patch Clamp Experiment to Estimate Nernst Potential of Single-Ion Channels , IEEE Transactions Nanobioscience , Vol.5, No.2, pp.115--125, June 2006.
- Vikram Krishnamurthy, S.H. Chung, Adaptive Brownian
Dynamics for Estimation Potential of Mean Force in Ion Channel Permeation
, IEEE Transactions Nanobioscience , Vol.5. Np.2, pp.126--138, June 2006.
- A Farrokh, V. Krishnamurthy, Opportunistic Scheduling for Streaming
Users in HSDPA Multimedia Systems , IEEE Transactions Multimedia Systems,
Vol.8, No.4, pp.844--855, August 2006.
- V. Krishnamurthy, M. Hoyles, R. Saab, S.H. Chung,
Permeation in Gramicidin Ion Channels by Directly Estimating the Potential
of Mean Force using Brownian Dynamics Simulation ,
Journal of Computational and Theoretical Nanoscience,
Vol.3, pp.702--711, 2006.
- F. Yu and V. Krishnamurthy, Cross-Layer Radio Resource Allocation
in Packet CDMA Wireless Mobile Networks, ACM/Baltzer Wireless Networks,
October 2006, (16 pages).
2005
- N.T. Bui, Vikram Krishnamurthy and H.V. Poor, On-line Bayesian
Based
Activity Detection in DS/CDMA Networks,
IEEE Transactions Signal Processing,
pp.371--375, Vol.53, No.1,
Jan 2005.
-
Vikram Krishnamurthy, Decentralized
Emission Management for Low Probability of Intercept
Sensor Platforms
in Network Centric Warfare -- A Multi-armed Bandit Approach,
IEEE Trans Aerospace & Electronic Systems, pp.133--152, Vol.41, No.1,
Jan 2005.
-
Vikram Krishnamurthy and S.H. Chung,
Ion channels - estimation and control at macroscopic and nano
scales,
Australian Journal of Electrical
& Electronics Engineering, Vol.2, No.1, pp.59--68, 2005.
-
Vikram Krishnamurthy and S.H. Chung,
Brownian Dynamics Simulation for Modeling Ion
Permeation Across Bio-Nanotubes, IEEE Transactions NanoBioScience,
Vol.4, pp. 102--111, March 2005.
- Vikram Krishnamurthy, C. Athaudage, D. Huang,
Adaptive OFDM Synchronization Algorithms Based on
Discrete Stochastic Approximation, IEEE Transactions Signal Processing, Vol.53, No.4,
April 2005, pp.1561--1574.
-
R. Evans, Vikram Krishnamurthy and G. Nair, Networked Sensor
Management and Data Rate
Control for Tracking Maneuvering Targets, IEEE Transactions on Signal
Processing, Vol.53, No.6, pp.1979--1991, June 2005.
- I. Berenguer, X. Wang and Vikram Krishnamurthy, Adaptive MIMO Antenna
Selection via Discrete Stochastic Optimization,
IEEE Transactions Signal Processing, Vol.53, No.11, pp.4315--4329, 2005.
- F. Yu, Vikram Krishnamurthy, Efficient Radio Resource Management in Integrated WLAN/CDMA Mobile
Networks , Telecommunication Systems Journal, pp.177-192, 2005.
Springer Verlag.
2004
- S. Buzzi, Vikram Krishnamurthy, M. Lops, H. Vincent Poor,
Blind Multiuser Detection in Multirate CDMA based on Cyclic LMS Adaptation,
Wireless Personal Communications, pp.293-320, Vol.27, No.4, January 2004.
-
Vikram Krishnamurthy, Dynamic Ion Channel Activation in Patch
Clamp on a Chip , IEEE Trans. NanoBioScience, pp.217--224,
Vol.3, No.3, September 2004.
2003
-
S. Singh and Vikram Krishnamurthy, The optimal search for a Markovian target
when the search space is constrained: the infinite horizon case ,
IEEE Trans Automatic Control, pp.487--492, March 2003.
-
Vikram Krishnamurthy, R.J. Evans,
Correction to Hidden Markov Model Multi-arm Bandits: A Methodology for Beam Scheduling in Multi-Target Tracking, IEEE Trans
Signal Processing, Vol.51, No.6, pp.1662--1663, June 2003.
-
Vikram Krishnamurthy and S. Dey
Reduced Complexity
Spatio-Temporal Image-Based Tracking Filters for Maneuvering
Targets , IEEE Trans Aerospace and Electronic Systems,
Vol.39, No.4,
pp.1277--1291, Oct. 2003.
-
Vikram Krishnamurthy and S.H. Chung, Adaptive Learning Algorithms for Nernst Potential
and Current-Voltage Curves in Nerve Cell Membrane Ion
Channels ,
IEEE Transactions NanoBioscience, Vol.2, No.4, pp.266-278,
December 2003.
2002
- L. Johnston, Vikram Krishnamurthy, Performance Analysis of a Dynamic Programming Track Before Detect Algorithm, IEEE Transactions on Aerospace
and Electronic
Systems, Vol.38, No.1, pp.228-242, January 2002.
- A. Logothetis, Vikram Krishnamurthy and J. Holst, A Bayesian EM
Algorithm for Optimal Tracking of a Maneuvering Target in
Clutter, Signal Processing, Vol.82, No.3, pp.473-490, March 2002.
- S. Singh, Vikram Krishnamurthy and H.V. Poor, Integrated Voice/Data Call Admission Control for Wireless DS-CDMA
Systems with Fading, IEEE Transactions Signal Processing,
Vol.50, No.6, pp.1483--1495 June 2002.
- Vikram Krishnamurthy, Algorithms for Optimal
Scheduling of Hidden Markov Model Sensors, IEEE Trans Signal
Processing, 2002, Vol.50, No.6, pp.1382--1397, June 2002.
- Vikram Krishnamurthy and R.J. Elliott, Robust Continuous-time Smoothers -
without two-sided stochastic integrals, IEEE Trans Automatic Control,
Vol.47, No.11, pp.1824--1841, November 2002.
- N. T. Bui, Vikram Krishnamurthy and R.J. Evans, Detection Aided
Recursive Least Squares Adaptive Multiuser Detection in DS/CDMA, IEEE
Signal Processing Letters, Vol.9, No.8, pp.229--232, October 2002.
2001
- Vikram Krishnamurthy, G. Yin and S.Singh,
Adaptive Step Size Algorithms for Blind Interference
Suppression in DS/CDMA Systems, IEEE
Transactions on Signal Processing, Vol.49, No.1, pp.190-201, January 2001.
- A. Doucet, N.J. Gordon and Vikram Krishnamurthy,
Particle Filters for State Estimation of Jump Markov Linear
Systems, IEEE Transactions Signal Processing, Vol.49, No.3, pp.613-624,
March
2001.
(also technical report, University of Cambridge, CUED-F-INFENG TR.359, 1999).
- L. Johnston, Vikram Krishnamurthy, Derivation of a Sawtooth Iterated
Extended Kalman Smoother via the AECM Algorithm, IEEE
Trans Signal Processing, Vol.49, No.9, pp.1899-1909, September 2001.
- E.V. Krishnamurthy and Vikram Krishnamurthy, Quantum Field Theory
and Computational Paradigms, International Journal of Modern Physics C,
Vol.12, No.8, pp.1179-1206, October 2001.
- J.S. Evans and Vikram Krishnamurthy, Optimal Sensor
Scheduling for Hidden Markov Model State Estimation,
International Journal of Control,
Special Issue on Parameter Identification and State Estimation for
Nonlinear Models, Vol.74, No.18, pp.1737-1742, December 2001.
- Vikram Krishnamurthy and R.J. Evans,
Beam Scheduling for Electronically Scanned Array Tracking Systems
using Multi-arm Bandits, IEEE Trans Signal Processing, Vol.49, No.12,
pp.2893-2908,
December 2001,
- L. Johnston and Vikram Krishnamurthy,
An Improvement to the Interacting Multiple Model (IMM) Algorithm,
IEEE Trans Signal Processing, Vol.49, No.12, pp.2909-2923,
December 2001.
2000
- Vikram Krishnamurthy, Averaged Stochatic Gradient Algorithms
for Adaptive Blind Multiuser Detection in DS/CDMA Systems, IEEE
Transactions on Communications, Vol.48, No.1, pp.125-134, January 2000.
- A. Doucet, A. Logothetis, Vikram Krishnamurthy, Stochastic Sampling
Algorithms for State Estimation of Jump Markov Linear Systems, IEEE
Transactions Automatic Control, Vol.45, No.2, pp.188-202, Feb 2000.
- S. Challa, Y. Bar-Shalom, Vikram Krishnamurthy,
Nonlinear Filtering via Generalized Edgeworth Series and
Gauss Hermite Quadrature, IEEE Transactions on Signal
Processing, Vol.48, No.6, pp.1816-1820, June 2000.
- K. Dogancay and Vikram Krishnamurthy,
Application of Extreme Value Theory to Level Estimation in
Nonlinearly Distorted Hidden Markov Models, IEEE
Transactions on Signal Processing, Vol. 48, No. 8, pp.2289-2299, Aug. 2000.
1999
- J.S. Evans, Vikram Krishnamurthy, Optimal
Filtering of
Doubly Stochastic Auto-regressive Processes, Automatica, Vol.35,
No.2, pp.241-250, Feb.1999.
- E.V. Krishnamurthy, Vikram Krishnamurthy,
Rule-based programming paradigm: A formal basis for biological, chemical and physical computation, Biosystems, Vol.49, No.3, pp.205-228,
March 1999.
- K. Dogancay, Vikram Krishnamurthy,
On Fast Aggregation of Markov Chain Functionals Using Stochastic
Complementation, Signal Processing, Vol.74, No.3, pp. 223-237, 1999.
- K. Dogancay, Vikram Krishnamurthy, Blind identification of fractionally spaced communication channels, Signal Processing, Vol.77, No.3, pp.275-288,
1999.
- J. S. Evans and Vikram Krishnamurthy, Exact filters for doubly stochastic AR
models with conditionally Poisson observations, IEEE Transactions
in Automatic Control, vol.44., No.4, pp.794-797, April, 1999.
- R.J. Elliott and Vikram Krishnamurthy New Finite dimensional
Filters for Estimation of Linear Gauss-Markov Models,
IEEE Trans. Auto Control, Vol.44, No.5, pp.938-951,
May 1999.
- Vikram Krishnamurthy, A. Logothetis, Adaptive Nonlinear Filters
for Narrowband Interference Suppression in Spread Spectrum CDMA,
IEEE Trans. Communications, Vol.47, No.5, pp.742-753, May 1999.
- J.S. Evans and Vikram Krishnamurthy, Hidden Markov Model
Signal Processing over Packet Switched Networks,
IEEE Transactions Signal Processing, Vol.47, No.8, pp.2157-2166, August 1999.
- A. Logothetis, Vikram Krishnamurthy, Expectation
Maximization Algorithms for MAP Estimation of Jump Markov Linear Systems,
IEEE Transactions Signal Processing, Vol.47, No.8, pp.2139-2156, August 1999.
- J. Manton, Vikram Krishnamurthy, R.J. Elliott,
Discrete Time Filter for a Doubly Stochastic Poisson Process,
International Journal of Adaptive Control
and Signal Processing, Vol. 13 Issue 5,
pp.393-416, August 1999.
- L. Johnston, Vikram Krishnamurthy, Finite Dimensional Smoothers
for MAP State Estimation of Bilinear Systems, IEEE
Transactions Signal Processing, Vol.47, No.9, pp.2444-2459,
September 1999.
- Vikram Krishnamurthy, H.V. Poor, State Encoding of
Hidden Markov Linear Prediction Models,
Journal of Communications and Networks, Vol.1, No.3, pp.153-157,
September 1999.
- R.J. Elliott Vikram Krishnamurthy and H.V. Poor, Exact Filters for Certain Moments and Stochastic Integrals
of the State of Systems with Benes Nonlinearity,
IEEE Transactions in Auto Control, Vol.44, No.10, pp.1929-1933, October 1999.
- L. Johnston, Vikram Krishnamurthy, Hidden Markov Model Algorithms
for Narrowband Interference Suppression in CDMA Spread Spectrum
Systems, Signal Processing, Volume 79, No. 3, pp.315-324, 1999.
- Vikram Krishnamurthy, T. Ryden, Consistent Estimation
of Linear and Non-linear Autoregressive Models with Markov Regime,
Journal of Time Series Analysis, Vol.19, No.3, pp.291-308, May 1998.
1998
- A. Logothetis and Vikram Krishnamurthy, De-interleaving
of Quantized AR Processes with Amplitude Information, IEEE
Trans. Signal Processing, Vol.46, No.5, pp. 1344-1350, May 1998.
- Vikram Krishnamurthy, J.S. Evans,
Covert Tracking of Markov Jump Linear Systems, Automatica, Vol 34,
No.6, pp.765-770,
June 1998.
- K. Dogancay, Vikram Krishnamurthy, Blind on-line testing for
equalization errors in digital communication systems, IEEE Transactions
on Information Theory, Vol. 44, No.4, pp. 1677-1686, July 1998.
- J. Manton, Vikram Krishnamurthy, H.V. Poor, James-Stein State
Filtering Algorithms,
IEEE Transactions Signal Processing, Vol. 46,
No. 9, pp. 2431-2447, September 1998.
- J. Manton, A. Muscatelli, Vikram Krishnamurthy, S. Hurn,
Modelling Stock Market Excess Returns by Markov Modulated
Gaussian Noise, Discussion Papers in Economics No 9806,
Department of Economics, University of Glasgow, 1998.
1997
- A. Logothetis, Vikram Krishnamurthy, H.V. Poor, Estimation of 1-bit quantized time-series with Markov regime,
Signal Processing Journal, Vol.58, No.3, pp.273-292, March 1997.
- Vikram Krishnamurthy, R.J. Elliott, Filters for Estimating
Markov Modulated Poisson Processes and Image-Based Tracking,
Automatica, Vol 33, No.5, pp 821-833, May 1997.
- Vikram Krishnamurthy, R.J. Elliott,
Exact Finite Dimensional Filters for Doubly Stochastic Auto-regressive
Processes, IEEE Trans. Automatic Control, Vol.42. No.9,
September 1997, pp 1289-1293.
- R.J. Elliott, Vikram Krishnamurthy, Exact Finite Dimensional Filters
for Maximum Likelihood
Parameter Estimation of Continuous-time Linear-Gaussian Systems,
SIAM Journal on Control and Optimization, Vol.35, No.6, November 1997,
pp 1908-1923.
- G.D. Brushe, Vikram Krishnamurthy, L.B. White,
A Reduced Complexity On-line State Sequence and Parameter Estimator
for Superimposed Convolutional Coded Signals,
IEEE Trans. Communications, Vol.45, No.12, pp.1565-1574, Dec 1997.
1996
- Vikram Krishnamurthy, H.V. Poor,
Asymptotic Analysis of Binary Time-Series Algorithm for Parameter
Estimation of AR Time-Series, IEEE Trans Signal Processing,
Vol 44, No 1, pp 62-73, Jan. 1996.
- Vikram Krishnamuthy, A. Logothetis,
Iterative and Recursive Estimators for Hidden Markov Errors-in-variables Models,
IEEE Trans. Signal Processing, Vol.44, No.3, pp.629-639, March 1996.
- M.R. James, Vikram Krishnamurthy, F. LeGland, Time Discretization of
Continuous-Time Filters and Smoothers
for HMM Parameter Estimation, IEEE
Trans. Information Theory, Vol.32, No.2, pp 593-605 March 1996.
1995
- Vikram Krishnamurthy, R.J. Elliott, A Filtered EM algorithm for joint Hidden Markov Model and sinusoidal parameter estimation, IEEE Trans. Signal Processing, Vol. 43, No. 1, pp. 353-358, Jan. 1995.
- Vikram Krishnamurthy, I.M.Y. Mareels, Estimation of noisy quantized
Gaussian time-series with randomly varying coefficients,
IEEE Trans. Signal Processing, Vol.43, No.5, pp.1285-1290, May 1995.
- Vikram Krishnamurthy, Estimation of Quantized Linear
Error-in-Variables Models, Automatica, Vol.31, No.10, pp.1459-1464,
Oct 1995.
- Vikram Krishnamurthy, S. Dey, J.P. LeBlanc, Blind Equalization of
IIR Channels using Hidden Markov Models and Extended Least Squares,
IEEE Trans
Signal Processing, Vol.43, No.12, pp.2994-3006, Dec 1995.
1994
- Vikram Krishnamurthy, On-line estimation of Dynamic Shock-Error
Models, IEEE Trans. Auto. Control, Vol.35, No.5, pp.1129-1134, May, 1994.
- Vikram Krishnamurthy, Adaptive Estimation of Hidden Nearly Completely
Decomposable Markov Chains with Applications in Blind Equalization,
Int. Journal of Adaptive Control and Signal Processing, Vol.8, pp.237-260,
August, 1994.
- S. Dey, Vikram Krishnamurthy, T. Salmon, Estimation of Markov
Modulated Time-series via the EM algorithm, IEEE
Signal Processing Letters, Vol.1, No. 10, pp.153-155, Oct 1994.
- J.B. Moore, Vikram Krishnamurthy, De-interleaving Pulse Trains using
Discrete-time Stochastic Dynamic-Linear Models,
IEEE Trans. on Signal Processing, Vol. 42, No. 11,
pp.3092-3103, Nov 1994.
- I.B. Collings, Vikram Krishnamurthy, J.B. Moore, On-line Identification
of Hidden Markov Models via Recursive Prediction
Error Techniques,
IEEE Trans. Signal Processing, Vol. 42, No. 12, pp. 3535-3539,
Dec. 1994.
- E.V. Krishnamurthy and Vikram Krishnamurthy,
An Artificial Neural Net Model Perceptron Algorithm
using Generalized Matrix Inversion, Parallel Computing, Vol.20, pp.799-806,
1994.
1993
- Vikram Krishnamurthy, J.B. Moore and S.H. Chung, Hidden Markov Model
Signal Processing in the presence of unknown deterministic interferences,
IEEE Trans Auto. Control, Vol. 38, No.1, pp.146-152, Jan.1993.
- C.R. Johnson, J.P. LeBlanc, Vikram Krishnamurthy, Godard Blind Equalizer Misbehavior with Correlated Sources: Two Examples,
Journal of Control, Computer Science and Signal Processing, Vol. 2
No. 3, pp. 1-40, June 1993.
- Vikram Krishnamurthy, J.B. Moore, On-line Estimation of Hidden Markov
Model Parameters based on the Kullback-Leibler Information Measure,
IEEE Trans on Signal Processing, Vol. 41, No. 8, pp. 2557-2573, August, 1993.
1991
- Vikram Krishnamurthy, J.B. Moore and S.H. Chung, Hidden Fractal Model Signal
Processing, Signal Processing, pp.177-192, Vol.24, No.2, Aug.1991.
- S.H. Chung, Vikram Krishnamurthy, J.B. Moore, Adaptive Processing Techniques
based on Hidden Markov Models for characterizing very small channel currents
buried in noise and deterministic interferences, Philosophical Transactions
of the Royal Society, Lond. B, pp.357-384, 1991.
1990
- Vikram Krishnamurthy, B. Wahlberg, J.B. Moore,
Factorizations that relax the Positive Real Condition in Continuous-time
and Fast-Sampled ELS schemes, Int. Journal of Adaptive Control and
Signal Processing, pp.289-314, Sept.1990.
1989
- L. Xia, Vikram Krishnamurthy, J.B. Moore,
Adaptive Estimation in the presence of order and parameter changes,
Int. Journal of Adaptive Control and Signal Processing, pp.283-292,
Sept.1989.