Changxi Ma

5.3k citations
210 papers · 4.0k · 2 hit papers · h-index 32

Impact in

    • Transportation Planning and Optimization
    • Urban Transport and Accessibility
    • Human Mobility and Location-Based Analysis
    • Traffic Prediction and Management Techniques

Papers in

Changxi Ma

192 papers receiving 3.9k citations

Changxi Ma's Hit Papers

Short-Term Traffic Flow Prediction for Urban Road Sections Based on Time Series Analysis and LSTM_BILSTM Method 2021 · 272 citations
2720+1+3Years since publication50100150200250

Peers

Changxi Ma
Comparison fields: 5 of 146
  • Transportation 1.8k
  • Building and Construction 1.5k
  • Safety, Risk, Reliability and Quality 930
  • Automotive Engineering 917
  • Control and Systems Engineering 1.2k
Replace Yuanchang Xie with:
Yuanchang Xie United States
Jinjun Tang China
Guohui Zhang United States
Zhibin Li China
Chengcheng Xu China
Liping Fu Canada
Luís Ferreira Portugal
Pan Liu China
Ashish Bhaskar Australia
Vinayak Dixit Australia
Changxi Ma relative to Yuanchang Xie United States Yuanchang Xie's profile →
Citations per field
00.5×1.5×2.1×
Yuanchang Xie · 1×
Citations per year

Countries citing papers authored by Changxi Ma

Since Specialization
Citations

This map shows the geographic impact of Changxi Ma's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Changxi Ma with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Changxi Ma more than expected).

Fields of papers citing papers by Changxi Ma

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Changxi Ma. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Changxi Ma. The network helps show where Changxi Ma may publish in the future.

Co-authors

The 25 scholars most cited alongside Changxi Ma, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Changxi Ma Line = papers co-authored together Changxi Ma links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 210 papers — load more, or switch the sort, to bring in the rest.

#Work
1
Short-Term Traffic Flow Prediction for Urban Road Sections Based on Time Series Analysis and LSTM_BILSTM Method
Hit paper breakdown →
2021272
2
A hybrid deep learning model with 1DCNN-LSTM-Attention networks for short-term traffic flow prediction
Hit paper breakdown →
2021181
3 2019150
4 2018121
5 2019114
6 2018109
7 2018106
8 2018104
9 2020104
10 2019102
11 2022102
12 202094
13 202089
14 201986
15 201881
16 201571
17 202271
18 202067
19 202065
20 202058

About Changxi Ma

Changxi Ma is a scholar working on Transportation, Building and Construction, Control and Systems Engineering, Automotive Engineering and Safety, Risk, Reliability and Quality, having authored 210 papers that have together received 4.0k indexed citations. Recurring topics across this work include Transportation Planning and Optimization (83 papers), Traffic Prediction and Management Techniques (59 papers), Traffic control and management (56 papers), Traffic and Road Safety (33 papers), Urban Transport and Accessibility (32 papers), Transportation and Mobility Innovations (28 papers), Risk and Safety Analysis (22 papers) and Occupational Health and Safety Research (19 papers). The work is most often cited by research in Transportation (1.8k citations), Building and Construction (1.5k citations), Safety, Risk, Reliability and Quality (930 citations), Automotive Engineering (917 citations) and Control and Systems Engineering (1.2k citations). Changxi Ma has collaborated with scholars based in China, United Kingdom and Australia. Frequent co-authors include Xuecai Xu, Jibiao Zhou, Ruichun He, Wei Hao, Miao Yu, Ronghui Liu, Weitiao Wu, Wenzhou Jin, Changjiang Zheng and Wang Xiang. Their work appears in journals such as Physica A Statistical Mechanics and its Applications, Journal of Advanced Transportation, IEEE Access, Sustainability and Journal of Traffic and Transportation Engineering (English Edition).

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

Explore authors with similar magnitude of impact