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2019

A Linear Systems Perspective on Intrusion Detection for Routing in Reconfigurable Wireless Networks

Zuniga-Mejia, J., Villalpando-Hernandez, R., Vargas-Rosales, C. & Spanias, A., Jan 1 2019, In : IEEE Access. 7, p. 60486-60500 15 p., 8710247.

Research output: Contribution to journalArticle

Intrusion detection
Linear systems
Wireless networks
Network routing
System theory
Open Access
emotions
Constrained optimization
Speech recognition
Cost functions
learning

Connection topology optimization in photovoltaic arrays using neural networks

Narayanaswamy, V. S., Ayyanar, R., Spanias, A., Tepedelenlioglu, C. & Srinivasan, D., May 1 2019, Proceedings - 2019 IEEE International Conference on Industrial Cyber Physical Systems, ICPS 2019. Institute of Electrical and Electronics Engineers Inc., p. 167-172 6 p. 8780242. (Proceedings - 2019 IEEE International Conference on Industrial Cyber Physical Systems, ICPS 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Photovoltaic cells
Shape optimization
Learning systems
Topology
Neural networks
1 Citation (Scopus)

Designing an Effective Metric Learning Pipeline for Speaker Diarization

Narayanaswamy, V. S., Thiagarajan, J. J., Song, H. & Spanias, A., May 1 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 5806-5810 5 p. 8682255. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Pipelines
Sampling
2 Citations (Scopus)

Distributed Bayesian Estimation with Low-rank Data: Application to Solar Array Processing

Ramakrishna, R., Scaglione, A., Spanias, A. & Tepedelenlioglu, C., May 1 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 4440-4444 5 p. 8682854. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Array processing
Error analysis
Communication
Experiments

Graph Filtering with Multiple Shift Matrices

Fan, J., Tepedelenlioglu, C. & Spanias, A., May 1 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3557-3561 5 p. 8682807. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Classifiers
Experiments

Introducing Machine Learning in Undergraduate DSP Classes

Shanthamallu, U. S., Rao, S., Dixit, A., Narayanaswamy, V. S., Fan, J. & Spanias, A., May 1 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 7655-7659 5 p. 8683780. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Digital signal processing
Learning systems
Artificial intelligence
Learning algorithms
Signal analysis

Location estimation and detection in wireless sensor networks in the presence of fading

Zhang, X., Tepedelenlioglu, C., Banavar, M. K., Spanias, A. & Muniraju, G., Feb 1 2019, In : Physical Communication. 32, p. 62-74 13 p.

Research output: Contribution to journalArticle

Anchors
Fading channels
Wireless sensor networks
Fusion reactions
Rayleigh fading

Max Consensus in the Presence of Additive Noise

Muniraju, G., Tepedelenlioglu, C., Spanias, A., Zhang, S. & Banavar, M. K., Feb 19 2019, Conference Record of the 52nd Asilomar Conference on Signals, Systems and Computers, ACSSC 2018. Matthews, M. B. (ed.). IEEE Computer Society, p. 1408-1412 5 p. 8645297. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2018-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Additive noise
Parallel algorithms
Algebra
Communication

Online Machine Learning Experiments in HTML5

Dixit, A., Shanthamallu, U. S., Spanias, A., Berisha, V. & Banavar, M., Mar 4 2019, Frontiers in Education: Fostering Innovation Through Diversity, FIE 2018 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., 8659113. (Proceedings - Frontiers in Education Conference, FIE; vol. 2018-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Learning systems
experiment
Speech processing
learning
Experiments

Optimizing activity detection via sensor fusion

Khondoker, F., Thornton, T., Spanias, A. & Shanthamallu, U. S., Feb 1 2019, 2018 9th International Conference on Information, Intelligence, Systems and Applications, IISA 2018. Institute of Electrical and Electronics Engineers Inc., 8633623. (2018 9th International Conference on Information, Intelligence, Systems and Applications, IISA 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Fusion reactions
Stairs
Supervised learning
Sensors
Microcontrollers
1 Citation (Scopus)

Photovoltaic array simulation and fault prediction via multilayer perceptron models

Khondoker, F., Rao, S., Spanias, A. & Tepedelenlioglu, C., Feb 1 2019, 2018 9th International Conference on Information, Intelligence, Systems and Applications, IISA 2018. Institute of Electrical and Electronics Engineers Inc., 8633699. (2018 9th International Conference on Information, Intelligence, Systems and Applications, IISA 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Multilayer neural networks
Fault detection
Short circuit currents
Solar energy
Learning algorithms

Reconstruction-Free Compressive Vision for Surveillance Applications

Braun, H., Turaga, P., Spanias, A., Katoch, S., Jayasuriya, S. & Tepedelenlioglu, C., Jan 1 2019, In : Synthesis Lectures on Signal Processing. 14, 1, p. 1-100 100 p.

Research output: Contribution to journalArticle

Compressed sensing
Computer vision
Magnetic resonance
Imaging systems
Navigation

Solar array fault detection using neural networks

Rao, S., Spanias, A. & Tepedelenlioglu, C., May 1 2019, Proceedings - 2019 IEEE International Conference on Industrial Cyber Physical Systems, ICPS 2019. Institute of Electrical and Electronics Engineers Inc., p. 196-200 5 p. 8780208. (Proceedings - 2019 IEEE International Conference on Industrial Cyber Physical Systems, ICPS 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Solar cell arrays
Solar power generation
Photovoltaic cells
Feedforward neural networks
Fault detection
2018
23 Citations (Scopus)

A brief survey of machine learning methods and their sensor and IoT applications

Shanthamallu, U. S., Spanias, A., Tepedelenlioglu, C. & Stanley, M., Mar 14 2018, 2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 1-8 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

learning method
Learning systems
Internet
Sensors
learning
8 Citations (Scopus)

A cyber-physical system approach for photovoltaic array monitoring and control

Rao, S., Katoch, S., Turaga, P., Spanias, A., Tepedelenlioglu, C., Ayyanar, R., Braun, H., Lee, J., Shanthamallu, U., Banavar, M. & Srinivasan, D., Mar 14 2018, 2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 1-6 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Learning systems
monitoring
Monitoring
renewable energy
learning method
5 Citations (Scopus)

A stem reu site on the integrated design of sensor devices and signal processing algorithms

Spanias, A. & Blain Christen, J., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-April. p. 6991-6995 5 p. 8462483

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Signal processing
Sensors
Students
Software design
Research laboratories
7 Citations (Scopus)

Attend and diagnose: Clinical time series analysis using attention models

Song, H., Rajan, D., Thiagarajan, J. J. & Spanias, A., Jan 1 2018, 32nd AAAI Conference on Artificial Intelligence, AAAI 2018. AAAI press, p. 4091-4098 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Time series analysis
Time series
Recurrent neural networks
Network architecture
Interpolation

Distributed center and coverage region estimation in wireless sensor networks using diffusion adaptation

Zhang, S., Tepedelenlioglu, C. & Spanias, A., Apr 10 2018, Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017. Matthews, M. B. (ed.). Institute of Electrical and Electronics Engineers Inc., Vol. 2017-October. p. 1353-1357 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Wireless Sensor Networks
Wireless sensor networks
Coverage
sensors
Radius
2 Citations (Scopus)

Distributed Network Center and Size Estimation

Zhang, S., Tepedelenlioglu, C. & Spanias, A., May 22 2018, (Accepted/In press) In : IEEE Sensors Journal.

Research output: Contribution to journalArticle

Parallel algorithms
radii
Convex optimization
sensors
Sensor nodes
1 Citation (Scopus)

Distributed Network Structure Estimation using Consensus Methods

Zhang, S., Tepedelenlioglu, C., Spanias, A. & Banavar, M., Jan 1 2018, In : Synthesis Lectures on Communications. 10, 1, p. 1-88 88 p.

Research output: Contribution to journalArticle

Wireless sensor networks
Parallel algorithms
Military applications
Graph theory
Sensor nodes
2 Citations (Scopus)

Fast Non-Linear Methods for Dynamic Texture Prediction

Katoch, S., Turaga, P., Spanias, A. & Tepedelenlioglu, C., Aug 29 2018, 2018 IEEE International Conference on Image Processing, ICIP 2018 - Proceedings. IEEE Computer Society, p. 2107-2111 5 p. 8451479. (Proceedings - International Conference on Image Processing, ICIP).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Textures
Vector spaces
Time series
Experiments
1 Citation (Scopus)

Multidisciplinary modules on sensors and machine learning

Dixit, A., Shanthamallu, U. S., Spanias, A., Rao, S., Katoch, S., Banavar, M. K., Muniraju, G., Fan, J., Spanias, P., Strom, A., Pattichis, C. & Song, H., Jun 23 2018, In : ASEE Annual Conference and Exposition, Conference Proceedings. 2018-June

Research output: Contribution to journalConference article

Learning systems
Electrical engineering
Sensors
Students
Learning algorithms
9 Citations (Scopus)

Optimizing Kernel Machines Using Deep Learning

Song, H., Thiagarajan, J. J., Sattigeri, P. & Spanias, A., Mar 6 2018, (Accepted/In press) In : IEEE Transactions on Neural Networks and Learning Systems.

Research output: Contribution to journalArticle

Hilbert spaces
Learning systems
Fusion reactions
Electric fuses
Computational efficiency
7 Citations (Scopus)

Shading prediction, fault detection, and consensus estimation for solar array control

Katoch, S., Muniraju, G., Rao, S., Spanias, A., Turaga, P., Tepedelenlioglu, C., Banavar, M. & Srinivasan, D., Jun 15 2018, Proceedings - 2018 IEEE Industrial Cyber-Physical Systems, ICPS 2018. Institute of Electrical and Electronics Engineers Inc., p. 217-222 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Shading
Fault Detection
Fault detection
Fusion reactions
Prediction
11 Citations (Scopus)

Solar energy management as an Internet of Things (IoT) application

Spanias, A., Mar 14 2018, 2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 1-4 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

solar energy
Energy management
Solar energy
monitoring
Internet
2 Citations (Scopus)

The sensor signal and information processing REU site

Spanias, A., Blain Christen, J., Thornton, T., Anderson, K., Goryll, M., Arafa, H. M., Shanthamallu, U. S., Forzani, E., Ross, H. M., Barnard, W. & Ozev, S., Jun 23 2018, In : ASEE Annual Conference and Exposition, Conference Proceedings. 2018-June

Research output: Contribution to journalConference article

Signal processing
Sensors
Students
Computer programming
Learning algorithms
1 Citation (Scopus)

Triplet network with attention for speaker diarization

Song, H., Willi, M., Thiagarajan, J. J., Berisha, V. & Spanias, A., Jan 1 2018, In : Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. 2018-September, p. 3608-3612 5 p.

Research output: Contribution to journalConference article

Metric
Speech processing
Network architecture
Neural Networks
Speech Processing
2017
5 Citations (Scopus)

A deep learning approach to multiple kernel fusion

Song, H., Thiagarajan, J. J., Sattigeri, P., Ramamurthy, K. N. & Spanias, A., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 2292-2296 5 p. 7952565

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Network architecture
Fusion reactions
Chemical analysis
Experiments
Deep neural networks

A signal recovery method for array processing

Fan, J., Spanias, A. & Tepedelenlioglu, C., 2017, Proceedings of the IASTED International Conference Modelling, Identification and Control, MIC 2017. Acta Press, Vol. 848. p. 133-137 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Array processing
Recovery
Matrix Completion
Missing Data
Simulation Methods
2 Citations (Scopus)

Development of signal processing online labs using HTML5 and mobile platforms

Dixit, A., Katoch, S., Spanias, P., Banavar, M., Song, H. & Spanias, A., Dec 12 2017, FIE 2017 - Frontiers in Education, Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-October. p. 1-5 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Signal processing
Graphical user interfaces
Mobile phones
Interfaces (computer)
simulation
3 Citations (Scopus)

Direct classification from compressively sensed images via deep Boltzmann machine

Braun, H., Turaga, P., Spanias, A. & Tepedelenlioglu, C., Mar 1 2017, Conference Record of the 50th Asilomar Conference on Signals, Systems and Computers, ACSSC 2016. IEEE Computer Society, p. 454-457 4 p. 7869080

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Network layers
Backpropagation
4 Citations (Scopus)

Direct estimation of density functionals using a polynomial basis

Wisler, A., Berisha, V., Spanias, A. & Hero, A. O., Nov 25 2017, (Accepted/In press) In : IEEE Transactions on Signal Processing.

Research output: Contribution to journalArticle

Polynomials
Probability density function
Information theory
Signal processing
5 Citations (Scopus)

Distributed estimation of the degree distribution in wireless sensor networks

Zhang, S., Lee, J., Tepedelenlioglu, C. & Spanias, A., Feb 2 2017, 2016 IEEE Global Communications Conference, GLOBECOM 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 7841740

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Wireless sensor networks
Parallel algorithms
Communication
Processing
7 Citations (Scopus)

Distributed Node Counting in Wireless Sensor Networks in the Presence of Communication Noise

Zhang, S., Tepedelenlioglu, C., Banavar, M. K. & Spanias, A., Feb 15 2017, In : IEEE Sensors Journal. 17, 4, p. 1175-1186 12 p., 7784721.

Research output: Contribution to journalArticle

Wireless sensor networks
counting
Fusion reactions
communication
sensors
10 Citations (Scopus)

Integrating machine learning in embedded sensor systems for Internet-of-Things applications

Lee, J., Stanley, M., Spanias, A. & Tepedelenlioglu, C., Mar 23 2017, 2016 IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2016. Institute of Electrical and Electronics Engineers Inc., p. 290-294 5 p. 7886051

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Learning systems
Sensors
Learning algorithms
Real time systems
Embedded systems
3 Citations (Scopus)

Location Based Distributed Spectral Clustering for Wireless Sensor Networks

Muniraju, G., Zhang, S., Tepedelenlioglu, C., Banavar, M. K., Spanias, A., Vargas-Rosales, C. & Villalpando-Hernandez, R., Dec 20 2017, 2017 Sensor Signal Processing for Defence Conference, SSPD 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-January. p. 1-5 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Eigenvalues and eigenfunctions
Wireless sensor networks
eigenvectors
sensors
Fusion reactions
2 Citations (Scopus)

Node Localization in Wireless Sensor Networks

Zhang, X., Tepedelenlioglu, C., Banavar, M. & Spanias, A., 2017, Node Localization in Wireless Sensor Networks. Morgan and Claypool Publishers, Vol. 12. p. 1-62 62 p. (Synthesis Lectures on Communications; vol. 12).

Research output: Chapter in Book/Report/Conference proceedingChapter

Wireless sensor networks
Sensor nodes
Sensor networks
Direction of arrival
Sensors
3 Citations (Scopus)

Reflections: An eModule for echolocation education

Robistow, B., Newman, R., Depue, T. H., Banavar, M. K., Barry, D., Curtis, P. & Spanias, A., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1562-1566 5 p. 7952419

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Application programs
Education
Demonstrations
Signal processing
Teaching
2 Citations (Scopus)

Signal processing and machine learning concepts using the reflections echolocation app

Banavar, M. K., Gan, H., Robistow, B. & Spanias, A., Dec 12 2017, FIE 2017 - Frontiers in Education, Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-October. p. 1-5 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Application programs
Learning systems
Signal processing
Students
learning
2016
2 Citations (Scopus)

A brief survey of time- and frequency-domain adaptive filters

Spanias, A., Dec 14 2016, IISA 2016 - 7th International Conference on Information, Intelligence, Systems and Applications. Institute of Electrical and Electronics Engineers Inc., 7785389

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Adaptive filters
IIR filters
Identification (control systems)
Signal processing
time

Advances in speech and audio processing and coding

Spanias, A., Jan 20 2016, IISA 2015 - 6th International Conference on Information, Intelligence, Systems and Applications. Institute of Electrical and Electronics Engineers Inc., 7388064

Research output: Chapter in Book/Report/Conference proceedingConference contribution

coding
Processing
Speech coding
Speech processing
Pathology
12 Citations (Scopus)

An 18 kW solar array research facility for fault detection experiments

Rao, S., Ramirez, D., Braun, H., Lee, J., Tepedelenlioglu, C., Kyriakides, E., Srinivasan, D., Frye, J., Koizumi, S., Morimoto, Y. & Spanias, A., Jun 20 2016, Proceedings of the 18th Mediterranean Electrotechnical Conference: Intelligent and Efficient Technologies and Services for the Citizen, MELECON 2016. Institute of Electrical and Electronics Engineers Inc., 7495369

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Fault detection
Learning systems
Monitoring
Telecommunication repeaters
Experiments

An android app for spatial acoustic analysis as a learning tool

DePue, T. H., Robistow, B., Newman, R., Mack, K., Banavar, M. K., Yang, T., Barry, D., Curtis, P., Spanias, A. & Watkins, W., Nov 28 2016, FIE 2016 - Frontiers in Education 2016: The Crossroads of Engineering and Business. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-November. 7757538

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Application programs
acoustics
Acoustics
user interface
learning
3 Citations (Scopus)

Auto-context modeling using multiple Kernel learning

Song, H., Thiagarajan, J. J., Ramamurthy, K. N. & Spanias, A., Aug 3 2016, 2016 IEEE International Conference on Image Processing, ICIP 2016 - Proceedings. IEEE Computer Society, Vol. 2016-August. p. 1868-1872 5 p. 7532682

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Hilbert spaces
Object recognition
Classifiers
Fusion reactions
4 Citations (Scopus)

Consensus inference on mobile phone sensors for activity recognition

Songg, H., Thiagarajan, J. J., Ramamurthy, K. N., Spanias, A. & Turaga, P., May 18 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-May. p. 2294-2298 5 p. 7472086

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Mobile phones
Sensors
Feature extraction
Classifiers
Fusion reactions
2 Citations (Scopus)

Cramer-Rao Bounds for Distributed System Size Estimation Using Consensus Algorithms

Zhang, S., Tepedelenlioglu, C., Lee, J., Braun, H. & Spanias, A., Oct 13 2016, 2016 Sensor Signal Processing for Defence, SSPD 2016. Institute of Electrical and Electronics Engineers Inc., 7590591

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Cramer-Rao bounds
Fisher information
Network management
Parallel algorithms
Wireless sensor networks

Development of course modules for multidisciplinary STEM education

Spanias, A., Banavar, M. K., Braun, H., Spanias, P. & Zhang, Y., Nov 28 2016, FIE 2016 - Frontiers in Education 2016: The Crossroads of Engineering and Business. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-November. 7757416

Research output: Chapter in Book/Report/Conference proceedingConference contribution

engineering science
Textbooks
electrical engineering
Electrical engineering
computer science

Development of hardware and software for a game-like wireless sound distribution system

Dharmadhikari, C., Spanias, A. & Ingalls, T., 2016, Proceedings of the 35th IASTED International Conference on Modelling, Identification and Control, MIC 2016. Acta Press, Vol. 830. p. 101-107 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Distribution System
Acoustic waves
Hardware
Game
Software
35 Citations (Scopus)

Empirically estimable classification bounds based on a nonparametric divergence measure

Berisha, V., Wisler, A., Hero, A. O. & Spanias, A., Feb 1 2016, In : IEEE Transactions on Signal Processing. 64, 3, p. 580-591 12 p., 7254229.

Research output: Contribution to journalArticle

Information theory
Feature extraction
Statistics