Ketan Rajawat
Associate Professor
Senior Area Editor, IEEE
Transactions on Signal Processing
Professor-in-charge, Digital Learning
ACES 307A
Department of Electrical Engineering
Indian Institute of Technology Kanpur
Kanpur UP 208016 INDIA
email: ketan@iitk.ac.in
Tel: +91-512-259-7337,
+91-8601966020
Prospective students/staff:
- Awards
- Prof. Arakare Vasudev Faculty Research Fellow, 2023-2026
- P.
K. Kelkar Young Faculty Research Fellow, 2018-2021
- INSA Young Scientist, 2018
- INAE Young Engineer, 2019
- "Exemplary Reviewer" for IEEE Transactions on Wireless Communications in 2018
- Editorship
- Associate Editor, IEEE Communication Letters, 2019-2022
- Associate Editor, IEEE Transactions on Signal Processing, 2020-2024
- Senior Area Editor, IEEE Transactions on Signal Processing, since 2024
- Research: we focus on the applications of signal processing
to communications. See the SPiN
lab research page for details. Specific problems of
interest include (see overview)
- Large-Scale Optimization [NCC 2020 tutorial]
- Online learning with dynamic convex optimization [NCC
2018 tutorial]
- Localization of wireless sensor networks, design of
distributed algorithms
- Signal processing assisted network monitoring
- Transceiver optimization, precoder design, beamforming,
interference alignment
- Signal processing for smart grid communications, load
scheduling, state estimation
- Stochastic resource allocation and its applications in
wireless networks
- Spectrum sensing via sparsity and low rank
- Education
- Publications
[Preprints]
- P.
Sharma, P. Khanduri, S. Bulusu, K. Rajawat, P. K. Varshney, "Parallel
Restarted SPIDER--Communication Efficient Distributed Nonconvex
Optimization with Optimal Computation Complexity," Dec. 2019. [arxiv]
- K. Rajawat and C. Kumar, "A Primal-Dual Framework for Decentralized Stochastic Optimization," Dec. 2021. [arxiv]
[Journal]
- S. D. Sharma and K. Rajawat, "Optimized Gradient Tracking for Decentralized Online Learning," IEEE Transactions on Signal Processing, vol. 72, pp. 1443-1459, Mar. 2024. [arxiv]
- S. Senapati, A. Shenai, and K. Rajawat, "Proximal Algorithms for Smoothed Online Convex Optimization with Predictions," IEEE Transactions on Signal Processing, vol. 71, pp. 3442-3457, Aug. 2023. [arxiv]
- S. Teja T., Harshvardhan, and K. Rajawat, "Stochastic Compositional Gradient Descent under Compositional Constraints," IEEE Transactions on Signal Processing, vol. 71, pp. 1115-1127, Feb. 2023.
- Z. Akhtar, A. S. Bedi, S. Teja T., and K. Rajawat, "Projection-free Stochastic Bi-level Optimization," IEEE Transactions on Signal Processing, vol. 70, pp. 6332-6347, 2022.
- N. Mohan Krishna, L. Arora, A. Bose, K. Rajawat, and R. M. Hegde, "A Generalized Framework for Autonomous Calibration of Wheeled Mobile Robots," Robotics and Autonomous Systems (Elsevier), vol. 158, Dec. 2022.
- A.
Chakraborty, K. Rajawat, and A. Koppel, "Sparse Representations of
Positive Functions via First and Second-Order Pseudo-Mirror
Descent," IEEE Transactions on Signal Processing, vol. 70, pp. 3148-3164, May 2022.
- Z. Akhtar and K. Rajawat, "Zeroth and First Order Stochastic Frank-Wolfe Algorithms for Constrained Optimization," IEEE Transactions on Signal Processing, vol. 70, pp. 2119-2135, Mar. 2022.
- A. Bedi, K. Rajawat, V. Aggarwal, and A. Koppel, "Escaping Saddle Points with Successive Convex Approximation," IEEE Transactions on Signal Processing, vol. 70, pp. 307-321, 2022.
- Charul, U. Bhatt, P. Biyani, and K. Rajawat, "Traffic Estimation and Prediction via Online Variational Bayesian Subspace Filtering," IEEE Transactions on Intelligent Transportation Systems, vol. 23, no. 5, May 2022.
- J. G. Sreenath, A. Meghawani, S. Chakrabarti, K. Rajawat, and V. Terzija, "Spoofing Attack on Synchrophasor GPS Clock: Impact and Detection in Power System State Estimation," International Journal of
Electrical Power and Energy Systems (Elsevier), Jan. 2022.
- A. Koppel, H. Pradhan, and K. Rajawat, "Consistent Online Gaussian Process Regression without the Sample Complexity Bottleneck," Statistics and Computing (Springer), vol. 31, no. 6, 2021. [arxiv]
- B. M. Idrees, J. Akhtar, and K. Rajawat, "Practical Precoding via Asynchronous Stochastic Successive Convex Approximation," IEEE Transactions on Signal Processing, vol. 69, pp. 4177-4191, 2021.
- Z. Akhtar, A. S. Bedi, and K. Rajawat, "Conservative Stochastic Optimization with Expectation Constraints," IEEE Transactions on Signal Processing, vol. 69, pp. 3190-3205, 2021.
- H. Pradhan, A. S. Bedi, A. Koppel, and K. Rajawat, "Adaptive Kernel Learning in Heterogeneous Networks," IEEE Transactions on Signal and Information Processing over Networks, vol. 7, pp. 423-437, 2021.
- R. Tripathi and K. Rajawat, "Adaptive Network Latency Prediction from Noisy Measurements," IEEE
Transactions on Network and Service Management - Special Issue on Data
Analytics and Machine Learning for Network and Service Management, vol. 18, no. 1, pp. 807-821, Mar. 2021.
- D. S. Kalhan, A. S. Bedi, A. Koppel, K. Rajawat, H. Hassini, A. K. Gupta, "Dynamic Online Learning via Frank-Wolfe Algorithm," IEEE Transactions on Signal Processing, vol. 69, pp. 932-947, 2021.
- R. Dixit, A. S. Bedi, and K. Rajawat, "Online Learning over Dynamic Graphs via Distributed Proximal
Gradient Algorithm," IEEE Transactions on Automatic Control, Nov. 2021. [arxiv]
- J. Akhtar, K. Rajawat, V. Gupta, and A. K. Chaturvedi, "Joint User and
Antenna Selection in Massive-MIMO Systems with QoS-Constraints," IEEE Systems Journal, vol. 15, no. 1, pp. 497-508, Mar. 2021.
- A. S. Bedi, A. Koppel, K. Rajawat, and P. Sanyal , "Nonparametric Compositional Stochastic Optimization for Risk-Sensitive Kernel Learning," in IEEE Transactions on Signal Processing, vol. 69, pp. 428-442, 2021.
- S. Teja T., P. Katiyar, and K. Rajawat, "Dynamic Cache Management in Content Delivery Networks," Computer Networks (Elsevier), vol. 187, Mar. 2021.
- J. G. Sreenath, S. Chakrabarti, and K. Rajawat, "Asynchronous
Hierarchical Forecasting-Aided State Estimator with Sub-Area Data
Validation for Power Systems," IEEE Sensors Journal, vol. 21, no. 2, Jan. 2021.
- H. Pradhan, R. Budhiraja, and K. Rajawat, "Robust Transceiver Design for AF Asymmetric Two-Way MIMO Relaying," IEEE Transactions on Signal Processing, vol. 68, no. 1, pp. 5488-5503, Sept. 2020.
- Mohan Krishna N., A. S. Bedi, K. Rajawat, and M. Coupechoux, "Online
Trajectory Optimization Using Inexact Gradient Feedback for
Time-Varying Environments," IEEE Transactions on Signal Processing, vol. 68, pp. 4824-4838, Aug. 2020. [arxiv]
- Santhosh Kumar C., K. Rajawat, S. Chakrabarti, and B. C. Pal, Robust Distribution System State Estimation with Hybrid Measurements, IET Generation, Transmission, and Distribution, vol. 14, no. 16, pp. 3250-3259, Aug. 2020.
- A. Koppel, A. S. Bedi, K. Rajawat, and B.
M. Sadler, "Optimally Compressed Nonparametric Online Learning," IEEE Signal Processing Magazine
- Special Issue on
Distributed, Streaming Machine Learning, vol. 37, no. 3, pp. 61-70, May 2020. [arxiv]
- C. Kumar and K.
Rajawat, "Network Dissensus via Distributed ADMM," IEEE Transactions on Signal
Processing, vol. 68, no. 1, pp. 2287-2301, Apr. 2020.
- I. Mohammed, J. G. Sreenath, S. S. Sadashiv, K. Rajawat,
and S. Chakrabarti, "Modified
re-iterated Kalman filter for handling
delayed and lost measurements in power systems state estimation,"
IEEE Sensors
Journal, vol. 20, no. 7, pp. 3946-3955, Apr. 2020.
- L. J. Mohan, K.
Rajawat, U. Parampalli, and A. Harwood, "Optimal
placement for repair-efficient erasure codes in geo-diverse storage
centres," Journal
of Parallel and Distributed Computing (Elsevier), vol.
135, pp. 101-113, Jan. 2020.
- S. Teja T. and K.
Rajawat, "Optimal
Design of Queuing Systems via Compositional Stochastic Programming,"
IEEE
Transactions on Communications, vol. 67, no. 12,
pp. 8460-8474, Dec. 2019. [extended
version]
- C. Kumar and K.
Rajawat, "Dictionary-based
Statistical Fingerprinting for Indoor Localization," IEEE Transactions on Vehicular
Technology, vol. 68, no. 9, pp. 8827-8841, Sept. 2019.
- A. S. Bedi, A. Koppel, and K. Rajawat, "Asynchronous
Online Learning in Multi-Agent Systems with Proximity Constraints," IEEE
Transactions on Signal and Information Processing over Networks,
vol. 5, no. 3, pp. 479-494, Sept. 2019.
- J. G. Sreenath, S. Chakrabarti, K. Rajawat, and V.
Terzija, "An
Asynchronous Decentralized Forecasting-Aided State Estimator for Power
Systems," IEEE
Transactions on Power Systems, vol. 34, no. 4, pp.
3059-3068, July 2019.
- A. S. Bedi, A. Koppel, and K. Rajawat, "Asynchronous
Saddle Point Algorithm for Stochastic Optimization in Heterogeneous
Networks," IEEE
Transactions on Signal Processing, vol. 67, no. 7, pp.
1742-1757, Apr. 2019.
- R. Dixit, A. S. Bedi, R. Tripathi, and K. Rajawat, "Online
Learning with Inexact Proximal Online Gradient Descent Algorithms,"
IEEE
Transactions on Signal Processing, vol. 67, no. 5, pp.
1338-1352, Mar. 2019.
- A. S. Bedi, P. V. Aditya Prasad, M. W. Ahmad,
S. Shinde, K. Rajawat,
and
S. Anand, "Online
Algorithms for Storage Utilization under Real-Time
Pricing in Smart Grid," International Journal of
Electrical Power and Energy Systems (Elsevier), vol.
101, pp. 50-59, Oct. 2018.
- J. G. Sreenath, S. Chakrabarti, and K. Rajawat, "Hierarchical
Parallel Dynamic Estimator of States for Interconnected Power System,"
IET Generation,
Transmission, and Distribution, vol. 12, no. 10, pp.
2299-2306, May 2018.
- A. S. Bedi and K.
Rajawat, "Asynchronous
incremental stochastic dual descent
algorithm for network resource allocation," IEEE Transactions on Signal
Processing, vol. 66, no. 9, pp. 2229-2244, May 2018.
- A. S. Bedi and K.
Rajawat, "Network
resource allocation via stochastic subgradient descent: convergence rate,"
IEEE
Transactions on Communications, vol. 66, no. 5, pp.
2107-2121, May 2018.
- Meher Preetam K., S. Mishra, K. Rajawat, and L.
Behera, "A
hybrid adaptive framework for coordinated control of distributed
generators in cyber-physical energy systems," IET Cyber-Physical Systems:
Theory and Applications, vol. 3, no. 1, pp. 54-62, Mar.
2018.
- A. S. Bedi, P. Sarma, and K. Rajawat, "Tracking
moving agents via inexact online gradient descent algorithm,"
IEEE
Journal of Selected Topics in Signal Processing - Special issue on
Machine Learning for Cognition in Radio Communications and Radar,
vol. 12, no. 1, pp. 202-207, Feb. 2018.
- J. Akhtar and K.
Rajawat, "Distributed
sequential estimation in wireless sensor networks,"
IEEE
Transactions on Wireless Communications, vol. 17, no. 1,
pp. 86-100, Jan. 2018.
- R. Tripathi, B. Mohan, and K. Rajawat, "Adaptive
low rank matrix completion," IEEE
Transactions on Signal Processing, vol. 65, no. 14, pp.
3603-3616, July 2017.
[Videos]
- K. Rajawat
and S. Kumar, "Stochastic
multidimensional scaling," IEEE
Transactions on Signal and Information Processing over Networks -
Special Issue on Distributed Information Processing in Social
Networks, vol. 3, no. 2, pp. 360-375, June 2017. [TrackingVideo][MovieLensVideo][Code]
- S. Kumar, R. Jain, and K. Rajawat, "Asynchronous
optimization over heterogeneous networks via consensus ADMM,"
IEEE
Transactions on Signal
and Information Processing over Networks, vol. 3, no. 1,
pp. 114-129, Mar. 2017.
- S.
S. Kalamkar, J. Pradha J, A. Banerjee, and K. Rajawat,
"Resource
allocation and fairness in wireless powered cooperative cognitive radio
networks," IEEE
Transactions on
Communications, vol. 64, no. 8, pp. 3246-61, Aug. 2016.
- A. S. Bedi, J. Akhtar, K. Rajawat, and A.
K.
Jagannatham,
"BER-optimized
precoders for OFDM systems with insufficient cyclic prefix," IEEE
Communication Letters, vol. 20, no. 2, pp 280-283, Feb.
2016.
- S. Kumar, R. Kumar, and K. Rajawat,
"Cooperative
localization of mobile networks via velocity-assisted multidimensional
scaling," IEEE
Transactions on Signal Processing, vol. 64, no. 7, pp.
1744-58, Feb. 2016.
- G. Kapoor and K.
Rajawat, "Outlier-aware
cooperative spectrum sensing in cognitive radio networks," Physical Communication (Elsevier),
vol. 17, pp. 118-127, Dec. 2015.
- P. Katiyar and K.
Rajawat, "Channel-aware
medium access control in multichannel cognitive radio networks,"
IEEE
Communication Letters, vol. 19, no. 10, pp.
1710-13, 2015.
- P. A. Forero, K.
Rajawat, and G. B. Giannakis, “Prediction
of
partially
observed dynamical processes over networks via dictionary learning,”
IEEE
Transactions on Signal Processing, vol. 62, no. 13, pp.
3305-3320, July 2014.
- K. Rajawat,
E. Dall'Anese, and G. B. Giannakis, “Dynamic
network delay
cartography,” IEEE
Transactions on Information Theory, vol. 60, no. 5, pp.
2910-2920, May 2014.
- G. Mateos and K.
Rajawat, ''Dynamic
network cartography: advances in network health monitoring,''
IEEE Signal
Processing Magazine
- Special issue on `Adaptation and learning over complex networks,'
vol. 30, no. 3, pp. 129-143, May 2013. [Errata]
- K. Rajawat,
A. Cano, and G. B. Giannakis, “Network-compressive
coding for wireless
sensors with correlated data,” IEEE
Transactions on Wireless Communications, vol. 11, no. 12,
pp. 4264-4274, Dec. 2012.
- K.
Rajawat
and G. B. Giannakis, “Joint
scheduling and network coding for multicast
in delay-constrained wireless networks,” IEEE Transactions on Signal
Processing, vol. 59, no. 12, pp. 6186-6196, Dec. 2011.
- K.
Rajawat,
N. Gatsis,
S.-J. Kim, and G. B. Giannakis, “Cross-layer
design of coded
multicast for wireless random access networks,” IEEE Journal on Selected
Areas in Communications, vol. 29, no. 10, pp.
1970-1980, Dec. 2011.
- K.
Rajawat,
N. Gatsis,
and G. B. Giannakis, “Cross-layer
designs in coded wireless fading
networks with multicast,” IEEE/ACM Transactions
on Networking,
vol. 19, no. 5, pp. 1276-1289, Oct. 2011. [most
accessed
article in Nov. 2011.]
- K.
Rajawat
and A. K. Chaturvedi, “Near
optimal training sequences for low complexity symbol timing estimation
in MIMO systems,” IEEE
Transactions on Communications,
vol. 58, no. 1, pp. 281-288, Jan 2010.
- K.
Rajawat
and A. K. Chaturvedi, “A
low
complexity symbol timing estimator for MIMO systems using two samples
per symbol,” IEEE
Communications Letters, vol. 10, no. 7, pp. 525-527, July
2006.
[Book chapter]
- S.-J. Kim, E. Dall'Anese, J. A. Bazerque, K. Rajawat, and G.
B. Giannakis, "Advances
in spectrum sensing and cross-layer design for cognitive radio networks,"
in Academic Press
Library in Signal Processing: Communications and Radar
Signal Processing,
vol. 2,
N. D. Sidiropoulos, F. Gini, R. Chellappa, and S. Theodoridis,
Eds., Elsevier, 2013.
[A*
conferences (> 9 pages)]
- A. S. Lahoti, S. Senapati, K. Rajawat, A. Koppel, "Sharpened Lazy Incremental Quasi-Newton Method," in Proc. of the International Conference on Artificial Intelligence and Statistics (AISTAT), Valencia, Spain, May 2024. [arxiv]
- Q. Jin, A. Koppel. K. Rajawat, A. Mokhtari, "Sharpened Quasi-Newton
Methods: Faster Superlinear Rate and Larger Local Convergence
Neighborhood," in Proc. of the International Conference on Machine Learning (ICML), Baltimore, USA, July 2022. [arxiv]
- A.
Elgabli, C. B. Issaid, A. S. Bedi, K. Rajawat, M. Bennis, and V.
Aggarwal, "FedNew: A Communication-Efficient and Privacy-Preserving
Newton-Type Method for Federated Learning", in Proc. of the International Conference
on Machine Learning (ICML), Baltimore, USA, July 2022. [arxiv]
- P. Khanduri, P. Sharma, H. Yang, M. Hong, J. Liu, K. Rajawat, P. K. Varshney,
"STEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal
Sample and Communication Complexities for Federated Learning," in Proc. of the Conference on Neural Information Processing Systems (NeurIPS), virtual, 2021. [arxiv]
- A. S. Bedi, K. Rajawat, and M. Coupechoux, "An online
approach to D2D trajectory utility maximization problem," in Proc. of the IEEE Intl. Conf. on
Computer Communications (INFOCOM), Honolulu, HI, USA, Apr.
2018.
[Other conferences
(< 8 pages)]
- P. P. Pradhan, A. Sen, M. Kothari and K. Rajawat, "Distributed
Optimisation under a Weight-unbalanced Digraph," Proc. of the
International Conference on Automation, Robotics, and Applications, Abu
Dhabi, UAE, Feb. 2023
- S. Teja T., Harshvardhan, K. Rajawat, "Fairness Aware Machine
Learning Models via Compositional Stochastic Programming," in Proc. of the Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, USA, Nov. 2022.
- H. Pradhan, K. Rajawat, "A Variance Reduced Nonconvex Stochastic Optimization Framework For Online Kernel Learning," in Proc. of the Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, USA, Nov. 2022.
- H. Pradhan, K. Rajawat, A. Koppel, "On Submodular Set Cover Problems for Near-Optimal Kernel Basis Selection," IEEE ICASSP, May 2022.
- S. Teja T., K. Rajawat, "Optimizing QoS for Erasure-Coded Wireless Data Centers," IEEE International Conference on Communications, May 2021.
- Z. Akhtar, K. Rajawat, "Momentum based Projection Free Stochastic Optimization Under Affine Constraints," American Control Conference, May 2021.
- Z.
Akhtar, A. S. Bedi, K. Rajawat, "Conservative Stochastic Optimization:
O(T^(-1/2)) Optimality Gap with Zero Constraint Violation," American Control Conference, May 2021.
- H. Pradhan, A. S. Bedi, A. Koppel, K. Rajawat, "Conservative Multi-agent Online Kernel Learning in Heterogeneous Networks," in Proc. of the Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, USA, Nov. 2020.
- A. S. Bedi, A. Koppel, K. Rajawat, B. Sadler, "Trading
Dynamic
Regret for Model Complexity in Nonstationary Nonparametric
Optimization," American Control Conference, July 2020.
- R. Dixit, A. S. Bedi, and K. Rajawat, "Distributed
Online
Learning over Time-varying Graphs via Proximal Gradient Descent,"
in Proc. of the
IEEE Conf. on Decision and Control (CDC), Nice, France,
Dec. 2019.
- C. Kumar and K.
Rajawat, "Network Dissensus via Distributed ADMM," in Proc. of the Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, USA, Nov. 2019.
- N.
Mohan Krishna, L. Arora, A. Bose, K. Rajawat, and R. M. Hegde, "Model
Free Calibration of Wheeled Robots Using Gaussian Process," IEEE/RSJ International Conf. on
Intelligent Robots and Systems (IROS), Macau, China, Nov.,
2019. [arxiv]
- A.
S. Bedi, A. Koppel, and K. Rajawat, "Nonstationary Nonparametric
Optimization: Online Kernel Learning against Dynamic Comparators," in Intl. Conf. on Continuous
Optimization (ICCOPT), Berlin,
Germany, Aug. 2019. [arxiv]
- L. Arora, N. Mohan Krishna, K. Rajawat, and R. M.
Hegde, "Automatic Joint Calibration of odometry and sensor parameters,"
International
Conf. on Advances in Robotics (AIR), July 2019.
- A. Koppel, A. S. Bedi, and K. Rajawat, "Controlling the
the
Bias-Variance Tradeoff via Coherent Risk for Robust Learning with
Kernels," in Proc. of
the American Control Conference (ACC), Philadelphia, PA,
USA, July 10-12, 2019.
- S. Teja T. and K. Rajawat, "Decentralized
Multi-Antenna Coded Caching with Cyclic Exchanges," in Proc. of the Intl. Conf. on
Communications (ICC), Shanghai, China, May 20-24, 2019. [arxiv]
- N. Mohan Krishna, S. Joshi, and K. Rajawat,
"Utility-Optimal Trajectory Design for Time-Varying Ocean
Environments," in Proc.
of the Intl. Conf. on Robotics and Automation (ICRA),
Montreal, Canada, May 20-24, 2019.
- C. Paliwal, U. Bhatt, P. Biyani, and K. Rajawat, "Online
Variational
Bayesian Subspace Filtering," in Proc. of IEEE International
Conference on Acoustics, Speech, and Signal Processing (ICASSP), Brighton,
UK, May
12-17, 2019.
- J. Akhtar and K. Rajawat, "Quality-of-Service
Constrained User and Antenna Selection in Downlink Massive-MIMO
Systems," in Proc. of
the IEEE WCNC Workshop on Advanced 5G Radio Access Network
Features and Performance, Marrakech, Morocco, April 15-18,
2019.
- A. S. Bedi, A. Koppel, and K. Rajawat, "Asynchronous
Saddle Point Method: Interference Management Through Pricing,"
in Proc. of the IEEE
Conf. on Decision and Control (CDC), Miami Beach, Florida,
USA, Dec. 2018.
- H. Pradhan, A. S. Bedi, A. Koppel, K. Rajawat, "Exact
Nonparametric Decentralized Online Optimization," in Proc. of the IEEE GlobalSIP,
Anaheim, CA, USA, Nov. 2018.
- R.
Dixit, A. S. Bedi, R. Tripathi, and K. Rajawat, "Time
Varying Optimization
via Inexact Proximal Online Gradient Descent," in Proc. of the Asilomar
Conf. on Signals, Systems, and Computers, Pacific
Grove, CA, USA, Nov. 2018.
- S. Teja T. and K. Rajawat, "Decentralized Multi-Antenna
Coded Caching with Cyclic Exchanges," 56th Annual Allerton Conf. on
Communication, Control, and Computing, Monticello, IL,
USA, Oct. 2018 (accepted but withdrawn due to visa issues).
- A. Meghwani, J. G. Sreenath, K. Rajawat, S.
Chakrabarti, and S. C.
Srivastava, "Impact
of GPS Spoofing on Synchrophasor Assisted Load Shedding," IEEE PES General Meeting, Portland,
OR, USA, Aug. 2018.
- J. Akhtar and K. Rajawat, "QoS-based
Antenna and User Selection in Large-Scale Fading for Massive-MIMO
Systems" in Proc.
of the IEEE Intl. Workshop on Signal Processing Advances in Wireless
Communications (SPAWC), Kalamata, Greece, June 2018.
- R. Tripathi and K. Rajawat, "Dynamic
Network Latency Prediction with Adaptive Matrix Completion,"
in Proc. of the
Intl. Conf. on
Signal Processing and Communications (SPCOM), Bangalore,
India. June
2018.
- A.
S. Bedi, H. Pradhan, and K. Rajawat, "Decentralized
Asynchronous
Stochastic Gradient Descent: Convergence Rate Analysis,"
in Proc. of the
Intl. Conf. on
Signal Processing and Communications (SPCOM), Bangalore,
India. June
2018.
- A. S. Bedi, P. Sarma, and K. Rajawat, "Adversarial
Multi-Agent Target Tracking with Inexact Online Gradient Descent,"
in Proc.
of the IEEE International Conference on Acoustics, Speech and
Signal
Processing (ICASSP), Calgary, Canada, Apr. 2018.
- A. S. Bedi and K. Rajawat, "Wireless
network
optimization via stochastic sub-gradient descent: rate analysis,"
in Proc. of the IEEE
Wireless
Communications and Networking Conf. (WCNC), Barcelona,
Spain, Apr. 2018.
- C. Kumar and K. Rajawat, "Dictionary learning-based
fingerprinting for indoor localization," in Proc. of the National Conference
on Communications (NCC), Hyderabad, India, Feb. 2018.
- A. S. Bedi, A. Koppel, and K. Rajawat, "Beyond
consensus and synchrony
in decentralized online optimization using saddle point method,"
in Proc. of
the Asilomar Conf. on Signals, Systems, and Computers, Pacific
Grove, CA, Nov. 2017. [Asilomar
Student Paper Contest Finalist].
- A. Meghwani, J. G. Sreenath, K. Rajawat, S.
Chakrabarti, S. C.
Srivastava, “A
Recursive State Estimation Approach to Mitigate False
Data Injection Attacks in Power Systems,” in IEEE PES General Meeting,
Chicago, IL, USA, July, 2017.
- A. S. Bedi and K. Rajawat, "Asynchronous
resource allocation in distributed heterogeneous networks,"
in Proc. of the IEEE
International Conference on Communications (ICC),
Paris, France, May 2017.
- A. S. Bedi and K. Rajawat, "Optimal
utilization of storage systems under real-time pricing," in Proc. of the IEEE ICC Workshop
on Integrating Communications, Control, and Computing Technologies for
Smart Grid, Paris, France, May 2017.
- S. Kumar and K. Rajawat, "Distributed
asynchronous localization over WSNs via non-convex consensus ADMM,"
in Proc. of the
National Conference on Communications (NCC), Chennai,
India,
Mar. 2017.
- S. Kumar and K. Rajawat, "Distributed
interference alignment for MIMO cellular network via consensus ADMM,"
in Proc. of the IEEE
GlobalSIP,
Washington, DC USA, Dec. 2016
- J. Akhtar, A. S. Bedi, K. Rajawat, and A. K.
Jagannatham,
"BER-optimized
robust precoder design for MIMO-OFDM systems with
Insufficient CP" in Proc. of IEEE
Globecom, Washington, DC USA, Dec. 2016.
- A. S. Bedi and K. Rajawat, "Online
load scheduling under price
and demand uncertainty in smart grid," in Proc. of the Intl. Conf. on
Signal Processing and Communications (SPCOM), Bangalore,
India. June
2016.
- R. Singh and K. Rajawat, "Online
precoder design for parameter tracking in wireless sensor networks,"
in Proc. of
the IEEE Annual Intl.
Symp. on
Personal, Indoor, and Mobile Radio Commun. (PIMRC), Hong
Kong, Aug. 2015.
- S. Kumar and K. Rajawat, "Velocity
assisted multidimensional scaling," in Proc. of the IEEE Intl. Workshop on Signal
Processing Advances in Wireless Communications (SPAWC),
Stockholm, Sweden, June 2015.
- G. Kapoor, and K. Rajawat, "Outlier-aware spectrum sensing in
cognitive radio networks," in Proc. of the Intl. Conf. on Signal Processing
and Communication Systems (ICSPCS), Gold Coast,
Australia, Dec., 2014.
- A. Mishra, A. Pal, K. Rajawat, and A. K. Jagannatham, "Sparse
Bayesian learning-based data-aided channel estimation for STTC MIMO
systems", in Proc. of the Australasian Telecommunication
Networks and Applications Conference (ATNAC), Melbourne,
Australia, Nov. 2014.
- A. Jalan, K. Rajawat, R. M. Hegde, "New
encoding schemes for efficient multilingual text messaging,''
in Proc. of the
National Conference on Communications (NCC), Kanpur,
India, Mar.
2014.
- K. Rajawat,
E. Dall’Anese, and G. B. Giannakis, “Dynamic
network kriging,” in Proc. of IEEE Statistical Signal
Processing Workshop, Ann Arbor, MI, Aug. 2012.
- P. A. Forero, K.
Rajawat, and G. B. Giannakis, “Semi-supervised
dictionary learning for network-wide link load prediction,”
in Proc. of
Cognitive
Information Processing Workshop, Baiona, Spain, May 2012.
- K. Rajawat,
E. Dall’Anese, and G. B. Giannakis, “Joint
rate and power control for
coded cognitive radio networks,” in Proc. of 45th Asilomar Conference on
Signals, Systems, and Computers, Pacific Grove, CA, pp.
259–264, Nov. 2011.
- K.
Rajawat,
N. Gatsis, S.-J. Kim,
and G. B. Giannakis, “Cross-layer
design of coded multicast for
wireless random access networks,” in Proc. of Conf. on Information
Sciences and Systems (CISS), Baltimore, MD, Mar. 2011.
- K.
Rajawat,
N. Gatsis, and G. B. Giannakis, “Cross-layer
design of
multicast in fading: network coding and asynchronous subgradients,”
in Proc. of
3rd IEEE Wireless Network Coding Workshop (SECON
Workshops), Boston, MA, June 2010.
- K.
Rajawat
and G. B. Giannakis, “Non-random
wireless network coding,”
in Proc. of
2nd IEEE Wireless Network Coding Workshop (SECON
Workshops), Rome, Italy, June 2009.
- K.
Rajawat,
T. Wang, and G. B. Giannakis, “An
algebraic polyphase approach to wireless network coding,”
in Proc. of IEEE International Conference on Acoustics, Speech
and
Signal
Processing (ICASSP),
Taipei, Taiwan, Apr. 2009.
- K.
Rajawat
and A. Banerjee, “Selection
relaying at low signal to noise ratios,” Wireless
Personal Multimedia Communications (WPMC), Jaipur,
Dec,
2007. [arxiv].
- K.
Rajawat
and A. K. Chaturvedi, “Non-data
aided symbol timing estimation in MIMO systems,” in Proc. of IEEE International Conference on
Communications (ICC), Glasgow, Scotland, April 2007.
- K. Rajawat and A. K. Chaturvedi, "Non-data aided symbol
timing estimation in multiple antenna systems," in Proc. of National Conference on
Communications (NCC), Kanpur, India, Mar. 2007.
[Patents]
- IPA No-1857/DEL/2006: A low complexity symbol timing
estimator for MIMO systems using two samples per symbol, Patent Grant
No. 272223