| Vol-3150 urn:nbn:de:0074-3150-6 Copyright © 2022 for the individual papers by the papers' authors. Copyright © 2022 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# CONF-SPML 2022
Signal Processing and Machine Learning 2022

### Proceedings of The 2nd International Conference on Signal Processing and Machine Learning

### Virtual Event, Oxford, United Kingdom, May 12-18, 2022.

Edited by

### Ying Xing *
Tharmalingam Ratnarajah **

* School of Artificial Intelligence, Beijing University of Posts and Telecommunications, 10 Xitucheng Rd, Haidian District, Beijing, China
** School of Engineering, The University of Edinburgh, Alexander Graham Bell Building, King's Building, Edinburgh, United Kingdom

## Table of Contents

- Preface
  Summary: There were 45 papers submitted for peer-review to CONF-SPML 2022. Out of these, 16 papers were accepted for this volume, 7 as regular papers and 9 as short papers.

- Melanoma Classification Using Feature Extraction Methods and Machine Learning Approaches 1-10
  Sihui He, Zheyang Huang, Xinjie Zhong
- Strategies to Solve the Problem of Information Cocoon—Research Progress of Cross-domain Recommendation Algorithm Based on Mining the Potential Interests of Users 10-19
  Qingyang Bao, Dian Tu
- The Development of Ray Tracing and Its Future 19-28
  Zijin Wang
- Convolutional Neural Network and Its Application in Handwritten Digit and Traffic Sign Recognition 28-35
  Pengxiang Jia
- A Two-step Rumor Detection and Classification Method Using Machine Learning 35-42
  Borui Pan
- Context-Based Sarcasm Detection Model in Chinese Social Media Using BERT and Bi-GRU Models 42-50
  Chenghao Jia, Hongying Zan
- Lip Reading Using Multi-Dilation Temporal Convolutional Network 50-59
  Binyan Xu, Haoyu Wu
- Comprehensive Survey on Video Denoise Methods 59-66
  Zhanming Bi
- CNN-Based Audio Recognition in Open-set Domain 66-74
  Hitham Jleed, Martin Bouchard
- Optimization of CNN and LSTM Based Application on RC Frame and Long-Span Structural Health Monitoring 74-85
  Rui Du
- Modifications of PI and EI under Gaussian Noise Assumption in Current Optima 85-97
  Huabing Wang
- Comparison of Underlying Algorithms in Recommendation Systems 97-109
  Shuyi Wang, Mufeng Yang, Ziyang Liu, Linyan Li
- Optimization of the RRT Algorithm Applied in Autonomous Planning for the 2D Robot Navigation 109-119
  Yingrui Xie, Tianle Yang
- Use XGBOOST to Predict the Rental Based on Airbnb Open Data 119-131
  Suhang Yao
- Can PID Make the Electronic Stability Program More Effective? Research on Co-simulation of Electronic Stability Program 131-141
  Zheng Wu, Xinshang Zhang, Cunfeng Kang, Guanchen Zong
- Possible Ways to Improve Performance of MOSFET and Challenges 141-151
  Mingjiang Wei, Tianli Wu, Haoxuan Zhu

2022-04-25: submitted by Ying Xing and Grace Chen, metadata incl. bibliographic data published under Creative Commons CC0
2022-06-09: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|