Research output per year
Research output per year
Search results
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2024
Effects of Brightness and Class-Unbalanced Dataset on CNN Model Selection and Image Classification Considering Autonomous Driving
Nazir, Z., Yarovenko, V. & Park, J. G., 2024, Neural Information Processing - 30th International Conference, ICONIP 2023, Proceedings. Luo, B., Cheng, L., Wu, Z-G., Li, H. & Li, C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 191-203 13 p. (Communications in Computer and Information Science; vol. 1969 CCIS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Uniformly Distributed Data Effects in Offline RL: A Case Study in Gridworld Setting
Tokayev, K. & Park, J. G., 2024, Proceedings - 2024 IEEE International Conference on Big Data and Smart Computing, BigComp 2024. Unger, H., Chae, J., Lee, Y-K., Wagner, C., Wang, C., Bennis, M., Ketcham, M., Suh, Y-K. & Kwon, H-Y. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 159-166 8 p. (Proceedings - 2024 IEEE International Conference on Big Data and Smart Computing, BigComp 2024).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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2023
Effects of Brightness and Class-Unbalanced Dataset on CNN Model Selection and Image Classification Considering Autonomous Driving
Nazir, Z., Yarovenko, V. & Park, J-G., Nov 20 2023, International Conference on Neural Information Processing. p. 191-203 13 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Feed-forward Design vs. Mimic Learning for Interpretable Deep Models: A Comparative Study
Park, J-G., Seit, D. & Tokayev, K., Feb 13 2023, 2023 IEEE International Conference on Big Data and Smart Computing (BigComp). p. 69-76 8 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Interpretable ML enhanced CNN Performance Analysis of cuBLAS, cuDNN and TensorRT
Nazir, Z., Yarovenko, V. & Park, J-G., Mar 27 2023, Proceedings of the 38th ACM/SIGAPP Symposium on Applied Computing. p. 1260-1265 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Offline RL oriented Functions Design for Dynamic Power Management on CNN Workloads
Park, J-G., Feb 13 2023, 2023 IEEE International Conference on Big Data and Smart Computing (BigComp). p. 324-325 2 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
1 Citation (Scopus) -
2022
A CNN Inference micro-benchmark for Performance Analysis and Optimization on GPUs
Park, J-G., Nazir, Z., Kalmakhanbet, B. & Sabyrov, S., Oct 2022, 2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC). p. 486-491 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Re-thinking Pitfalls of Premodel Building for Adaptive CNNs Model Selection on ImageNet
Yarovenko, V., Park, J-G. & Lee, M-H., Apr 2022, 2022 4th International Conference on Advances in Computer Technology, Information Science and Communications (CTISC). p. 1-6 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
1 Citation (Scopus) -
2021
A Case Study: Characterization of Performance Inconsistency for Reinforcement Learning on Flappy Bird Game
Shakerimov, A., Li, D. & Park, J. G., 2021, ICTC 2021 - 12th International Conference on ICT Convergence: Beyond the Pandemic Era with ICT Convergence Innovation. IEEE Computer Society, p. 611-615 5 p. (International Conference on ICT Convergence; vol. 2021-October).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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A Case Study: Characterization of Performance Inconsistency for Reinforcement Learning on Flappy Bird Game
Shakerimov, A., Li, D. & Park, J-G., 2021, 2021 International Conference on Information and Communication Technology Convergence (ICTC). p. 1-6 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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A Machine Learning Model Selection considering Tradeoffs between Accuracy and Interpretability
Nazir, Z., Kaldykhanov, D., Tolep, K-K. & Park, J-G., 2021, 2021 13th International Conference on Information Technology and Electrical Engineering (ICITEE). p. 63-68 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
1 Citation (Scopus) -
2017
ML-Gov: A machine learning enhanced integrated CPU-GPU DVFS governor for mobile gaming
Park, J-G., Dutt, N. & Lim, S-S., 2017, Proceedings of the 15th IEEE/ACM Symposium on Embedded Systems for Real-Time Multimedia. p. 12-21 10 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
17 Citations (Scopus) -
2016
Co-Cap: energy-efficient cooperative CPU-GPU frequency capping for mobile games
Park, J-G., Hsieh, C-Y., Dutt, N. & Lim, S-S., 2016, Proceedings of the 31st annual ACM symposium on applied computing. p. 1717-1723 7 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
16 Citations (Scopus) -
HiCAP: Hierarchical FSM-based dynamic integrated CPU-GPU frequency capping governor for energy-efficient mobile gaming
Park, J-G., Dutt, N., Kim, H. & Lim, S-S., 2016, Proceedings of the 2016 International Symposium on Low Power Electronics and Design. p. 218-223 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
14 Citations (Scopus) -
2015
Memory-aware cooperative CPU-GPU DVFS governor for mobile games
Hsieh, C-Y., Park, J-G., Dutt, N. & Lim, S-S., 2015, 2015 13th IEEE Symposium on Embedded Systems For Real-time Multimedia (ESTIMedia). p. 1-8 8 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Memory-aware cooperative CPU-GPU DVFS governor for mobile games
Hsieh, C. Y., Park, J. G., Dutt, N. & Lim, S. S., Dec 9 2015, ESTIMedia 2015 - 13th IEEE Symposium on Embedded Systems for Real-Time Multimedia. Institute of Electrical and Electronics Engineers Inc., 7351775. (ESTIMedia 2015 - 13th IEEE Symposium on Embedded Systems for Real-Time Multimedia).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
15 Citations (Scopus) -
2014
Quality-aware mobile graphics workload characterization for energy-efficient DVFS design
Park, J-G., Hsieh, C-Y., Dutt, N. & Lim, S-S., 2014, 2014 IEEE 12th symposium on embedded systems for real-time multimedia (ESTIMedia). p. 70-79 10 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
16 Citations (Scopus)