DLW-L.3: Deep-Learning-Based Network Optimization for Wireless Communications |
| Symposium: Design, Implementation and Optimization of Deep Learning for Wireless Communications |
| Session Type: Lecture |
| Time: Thursday, November 29, 15:50 - 17:20 |
| Location: Monorail |
| Session Chair: Yingjie Lao, Clemson University |
| 15:50 - 16:08 |
| DLW-L.3.1: DATA-DRIVEN PREDICTION OF CELLULAR NETWORKS COVERAGE: AN INTERPRETABLE MACHINE-LEARNING MODEL |
| Amir Ghasemi; Communications Research Centre Canada |
| 16:08 - 16:26 |
| DLW-L.3.2: JOINT CONTENT POPULARITY PREDICTION AND CONTENT DELIVERY POLICY FOR CACHE-ENABLED D2D NETWORKS: A DEEP REINFORCEMENT LEARNING APPROACH |
| Jiaying Yin; Northwestern Polytechnical University |
| Lixin Li; Northwestern Polytechnical University |
| Yang Xu; Northwestern Polytechnical University |
| Wei Liang; Northwestern Polytechnical University |
| Huisheng Zhang; Northwestern Polytechnical University |
| Zhu Han; University of Houston |
| 16:26 - 16:44 |
| DLW-L.3.3: SCALABLE NETWORK ADAPTATION FOR CLOUD-RANS: AN IMITATION LEARNING APPROACH |
| Yifei Shen; The Hong Kong University of Science and Technology |
| Yuanming Shi; ShanghaiTech University |
| Jun Zhang; The Hong Kong University of Science and Technology |
| Khaled B. Letaief; The Hong Kong University of Science and Technology |
| 16:44 - 17:02 |
| DLW-L.3.4: DEEP JOINT DEMOSAICING AND SUPER RESOLUTION ON HIGH RESOLUTION BAYER SENSOR DATA |
| Junkang Zhang; University of California, San Diego |
| Cheolhong An; University of California, San Diego |
| Truong Nguyen; University of California, San Diego |
| 17:02 - 17:20 |
| DLW-L.3.5: THREE-DIMENSIONAL CONVOLUTIONAL NEURAL NETWORK BASED TRAFFIC CLASSIFICATION FOR WIRELESS COMMUNICATIONS |
| Jing Ran; Beijing University of Posts and Telecommunications |
| Yexin Chen; Beijing University of Posts and Telecommunications |
| Shulan Li; Beijing University of Posts and Telecommunications |
