• 4372 Citations
  • 29 h-Index
1900 …2022

Research output per year

If you made any changes in Pure these will be visible here soon.

Research Output

Filter
Conference contribution
2019

Adaptive Video Subsampling for Energy-Efficient Object Detection

Mohan, DI., Katoch, S., Jayasuriya, S., Turaga, P. & Spanias, A., Nov 2019, Conference Record - 53rd Asilomar Conference on Circuits, Systems and Computers, ACSSC 2019. Matthews, M. B. (ed.). IEEE Computer Society, p. 103-107 5 p. 9048698. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2019-November).

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

A Modified Logistic Regression for Positive and Unlabeled Learning

Jaskie, K., Elkan, C. & Spanias, A., Nov 2019, Conference Record - 53rd Asilomar Conference on Circuits, Systems and Computers, ACSSC 2019. Matthews, M. B. (ed.). IEEE Computer Society, p. 2007-2011 5 p. 9048765. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2019-November).

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

1 Scopus citations

An REU Experience in Machine Learning and Computational Cameras

Mohan, DI., Katoch, S., Jayasuriya, S., Turaga, P. & Spanias, A., Oct 2019, 2019 IEEE Frontiers in Education Conference, FIE 2019. Institute of Electrical and Electronics Engineers Inc., 9028362. (Proceedings - Frontiers in Education Conference, FIE; vol. 2019-October).

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

Connection topology optimization in photovoltaic arrays using neural networks

Narayanaswamy, V. S., Ayyanar, R., Spanias, A., Tepedelenlioglu, C. & Srinivasan, D., May 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

6 Scopus citations

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

3 Scopus citations

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

7 Scopus citations

Distributed Spectral Radius Estimation in Wireless Sensor Networks

Muniraju, G., Tepedelenlioglu, C. & Spanias, A., Nov 2019, Conference Record - 53rd Asilomar Conference on Circuits, Systems and Computers, ACSSC 2019. Matthews, M. B. (ed.). IEEE Computer Society, p. 1506-1510 5 p. 9049018. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2019-November).

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

Formation-aware Cloud Segmentation of Ground-based Images with Applications to PV Systems

Andrade, J., Katoch, S., Turaga, P., Spanias, A., Tepedelenlioglu, C. & Jaskie, K., Jul 2019, 10th International Conference on Information, Intelligence, Systems and Applications, IISA 2019. Institute of Electrical and Electronics Engineers Inc., 8900762. (10th International Conference on Information, Intelligence, Systems and Applications, IISA 2019).

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

Global Optimization of Graph Filters with Multiple Shift Matrices

Fan, J., Tepedelenlioglu, C. & Spanias, A., Nov 2019, Conference Record - 53rd Asilomar Conference on Circuits, Systems and Computers, ACSSC 2019. Matthews, M. B. (ed.). IEEE Computer Society, p. 2082-2086 5 p. 9048759. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2019-November).

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

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

Introducing machine learning concepts using hands-on Android-based exercises

Ayotte, B., Au-Yeung, J., Banavar, M. K., Barry, D., Muniraju, G., Rao, S., Spanias, A. & Tepedelenlioglu, C., Oct 2019, 2019 IEEE Frontiers in Education Conference, FIE 2019. Institute of Electrical and Electronics Engineers Inc., 9028367. (Proceedings - Frontiers in Education Conference, FIE; vol. 2019-October).

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

Introducing Machine Learning in a Sophomore Signals and Systems Course

Wang, C., DIxit, A., Spanias, A. & Rao, S., Oct 2019, 2019 IEEE Frontiers in Education Conference, FIE 2019. Institute of Electrical and Electronics Engineers Inc., 9028480. (Proceedings - Frontiers in Education Conference, FIE; vol. 2019-October).

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

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

1 Scopus citations

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

2 Scopus citations

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

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

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

4 Scopus citations

Positive and Unlabeled Learning Algorithms and Applications: A Survey

Jaskie, K. & Spanias, A., Jul 2019, 10th International Conference on Information, Intelligence, Systems and Applications, IISA 2019. Institute of Electrical and Electronics Engineers Inc., 8900698. (10th International Conference on Information, Intelligence, Systems and Applications, IISA 2019).

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

3 Scopus citations

PV Array Fault Detection using Radial Basis Networks

Pedersen, E., Rao, S., Katoch, S., Jaskie, K., Spanias, A., Tepedelenlioglu, C. & Kyriakides, E., Jul 2019, 10th International Conference on Information, Intelligence, Systems and Applications, IISA 2019. Institute of Electrical and Electronics Engineers Inc., 8900710. (10th International Conference on Information, Intelligence, Systems and Applications, IISA 2019).

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

1 Scopus citations

Solar array fault detection using neural networks

Rao, S., Spanias, A. & Tepedelenlioglu, C., May 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

5 Scopus citations

Spatially-Varying Sharpness Map Estimation Based on the Quotient of Spectral Bands

Andrade, J., Turaga, P. & Spanias, A., Sep 2019, 2019 IEEE International Conference on Image Processing, ICIP 2019 - Proceedings. IEEE Computer Society, p. 4020-4024 5 p. 8803406. (Proceedings - International Conference on Image Processing, ICIP; vol. 2019-September).

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

2018

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

43 Scopus citations

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

10 Scopus citations

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

8 Scopus citations

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

21 Scopus citations

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

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

3 Scopus citations

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

10 Scopus citations

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

18 Scopus citations
2017

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

7 Scopus citations

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

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

5 Scopus citations

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

3 Scopus citations

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

5 Scopus citations

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

16 Scopus citations

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

8 Scopus citations

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

4 Scopus citations

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

4 Scopus citations
2016

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

3 Scopus citations

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

1 Scopus citations

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

15 Scopus citations

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

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

3 Scopus citations

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

4 Scopus citations

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

2 Scopus citations

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

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

Empirically-estimable multi-class classification bounds

Wisler, A., Berisha, V., Wei, D., Ramamurthy, K. & Spanias, A., 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. 2594-2598 5 p. 7472146

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

3 Scopus citations

Measuring glomerular number from kidney MRI images

Thiagarajan, J. J., Natesan Ramamurthy, K., Kanberoglu, B., Frakes, D., Bennett, K. & Spanias, A., 2016, Medical Imaging 2016: Image Processing. SPIE, Vol. 9784. 978412

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

1 Scopus citations

Node counting in wireless sensor networks

Zhang, S., Tepedelenlioglu, C., Spanias, A. & Banavar, M. K., Feb 26 2016, Conference Record - Asilomar Conference on Signals, Systems and Computers. IEEE Computer Society, Vol. 2016-February. p. 360-364 5 p. 7421147

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

4 Scopus citations