Katayoun Neshatpour

Publication Activity (10 Years)

Years Active: 2012-2020
Publications (10 Years): 13

Top Topics

Machine Learning

Design Space Exploration

Convolutional Neural Networks

Top Venues

IEEE Trans. Multi Scale Comput. Syst.

J. Parallel Distributed Comput.

Publications

Katayoun Neshatpour, Houman Homayoun, Avesta Sasan
ICNN: The Iterative Convolutional Neural Network. ACM Trans. Embed. Comput. Syst. 18 (6) (2020)
Katayoun Neshatpour, Farnaz Behnia, Houman Homayoun, Avesta Sasan
Exploiting Energy-Accuracy Trade-off through Contextual Awareness in Multi-Stage Convolutional Neural Networks. ISQED (2019)
Maria Malik, Katayoun Neshatpour, Setareh Rafatirad, Rajiv V. Joshi, Tinoosh Mohsenin, Hassan Ghasemzadeh, Houman Homayoun
Big vs little core for energy-efficient Hadoop computing. J. Parallel Distributed Comput. 129 (2019)
Katayoun Neshatpour, Maria Malik, Avesta Sasan, Setareh Rafatirad, Houman Homayoun
Hardware Accelerated Mappers for Hadoop MapReduce Streaming. IEEE Trans. Multi Scale Comput. Syst. 4 (4) (2018)
Katayoun Neshatpour, Farnaz Behnia, Houman Homayoun, Avesta Sasan
ICNN: An iterative implementation of convolutional neural networks to enable energy and computational complexity aware dynamic approximation. DATE (2018)
Katayoun Neshatpour, Hosein Mohammadi Makrani, Avesta Sasan, Hassan Ghasemzadeh, Setareh Rafatirad, Houman Homayoun
Design Space Exploration for Hardware Acceleration of Machine Learning Applications in MapReduce. FCCM (2018)
Katayoun Neshatpour, Maria Malik, Avesta Sasan, Setareh Rafatirad, Tinoosh Mohsenin, Hassan Ghasemzadeh, Houman Homayoun
Energy-efficient acceleration of MapReduce applications using FPGAs. J. Parallel Distributed Comput. 119 (2018)
Maria Malik, Katayoun Neshatpour, Setareh Rafatirad, Houman Homayoun
Hadoop Workloads Characterization for Performance and Energy Efficiency Optimizations on Microservers. IEEE Trans. Multi Scale Comput. Syst. 4 (3) (2018)
Katayoun Neshatpour, Hosein Mohammadi Makrani, Avesta Sasan, Hassan Ghasemzadeh, Setareh Rafatirad, Houman Homayoun
Architectural considerations for FPGA acceleration of machine learning applications in MapReduce. SAMOS (2018)
Katayoun Neshatpour, Wayne P. Burleson, Amin Khajeh, Houman Homayoun
Enhancing Power, Performance, and Energy Efficiency in Chip Multiprocessors Exploiting Inverse Thermal Dependence. IEEE Trans. Very Large Scale Integr. Syst. 26 (4) (2018)
Maria Malik, Katayoun Neshatpour, Tinoosh Mohsenin, Avesta Sasan, Houman Homayoun
Big vs little core for energy-efficient Hadoop computing. DATE (2017)
Katayoun Neshatpour, Arezou Koohi, Farnoud Farahmand, Rajiv V. Joshi, Setareh Rafatirad, Avesta Sasan, Houman Homayoun
Big biomedical image processing hardware acceleration: A case study for K-means and image filtering. ISCAS (2016)
Katayoun Neshatpour, Avesta Sasan, Houman Homayoun
Big data analytics on heterogeneous accelerator architectures. CODES+ISSS (2016)
Katayoun Neshatpour, Houman Homayoun, Amin Khajeh, Wayne P. Burleson
Revisiting Dynamic Thermal Management Exploiting Inverse Thermal Dependence. ACM Great Lakes Symposium on VLSI (2015)
Katayoun Neshatpour, Maria Malik, Mohammad Ali Ghodrat, Avesta Sasan, Houman Homayoun
Energy-efficient acceleration of big data analytics applications using FPGAs. IEEE BigData (2015)
Katayoun Neshatpour, Maria Malik, Mohammad Ali Ghodrat, Houman Homayoun
Accelerating Big Data Analytics Using FPGAs. FCCM (2015)
Katayoun Neshatpour, Maria Malik, Houman Homayoun
Accelerating Machine Learning Kernel in Hadoop Using FPGAs. CCGRID (2015)
Katayoun Neshatpour, Mahdi Shabany, P. Glenn Gulak
A High-Throughput VLSI Architecture for Hard and Soft SC-FDMA MIMO Detectors. IEEE Trans. Circuits Syst. I Regul. Pap. (3) (2015)
Katayoun Neshatpour, Mojtaba Mahdavi, Mahdi Shabany
A low-complexity high-throughput ASIC for the SC-FDMA MIMO detectors. ISCAS (2012)