Research graph
References from Short-Term Traffic Speed Prediction Integrating Traffic Flow Theory for Enhanced Urban Congestion Mitigation. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
External reference
EBK-means: A clustering technique based on elbow method and k-means in WSN
2014 · External reference
Unresolved reference
2015 · External reference
10.1109/iditr57726.2023.10145819
10.1109/iditr57726.2023.10145819 · External reference
10.3115/v1/d14-1179
10.3115/v1/d14-1179 · External reference
Enhanced application of principal component analysis in machine learning for imputation of missing traffic data
10.3390/app9102149 · 2019 · External reference
10.1109/itaic49862.2020.9339110
10.1109/itaic49862.2020.9339110 · External reference
10.1109/mwscas.2017.8053243
10.1109/mwscas.2017.8053243 · External reference
10.1109/paap.2018.00037
10.1109/paap.2018.00037 · External reference
10.1007/978-1-4614-8435-6_11
10.1007/978-1-4614-8435-6_11 · External reference
10.1207/s15516709cog1402_1
10.1207/s15516709cog1402_1 · External reference
10.1007/978-3-030-16181-1_26
10.1007/978-3-030-16181-1_26 · External reference
10.1016/j.trc.2016.10.019
10.1016/j.trc.2016.10.019 · External reference
Unresolved reference
2002 · External reference
Long-short term memory-based heuristic adaptive time-span strategy for vehicle speed prediction
10.1109/access.2023.3289197 · 2023 · External reference
10.1007/978-3-642-24797-2
10.1007/978-3-642-24797-2 · External reference
Framewise phoneme classification with bidirectional LSTM and other neural network architectures
10.1016/j.neunet.2005.06.042 · 2005 · External reference
10.1287/opre.7.1.79
10.1287/opre.7.1.79 · External reference
Unresolved reference
External reference
Short-term prediction of lane-level traffic speeds: A fusion deep learning model
10.1016/j.trc.2019.07.003 · 2019 · External reference
10.3390/app12062890
10.3390/app12062890 · External reference
10.1007/978-0-387-84858-7
10.1007/978-0-387-84858-7 · External reference
10.1162/neco.1997.9.8.1735
10.1162/neco.1997.9.8.1735 · External reference
10.1080/21680566.2022.2116125
10.1080/21680566.2022.2116125 · External reference
10.3390/forecast5040034
10.3390/forecast5040034 · External reference
Spatiotemporal traffic density estimation based on ADAS probe data
2022 · External reference
10.1109/itsc.2017.8317886
10.1109/itsc.2017.8317886 · External reference
10.1016/j.trc.2015.03.014
10.1016/j.trc.2015.03.014 · External reference
Deep learning models for traffic flow prediction in autonomous vehicles: A review, solutions, and challenges
2019 · External reference
Unresolved reference
External reference
10.1016/j.neucom.2021.03.091
10.1016/j.neucom.2021.03.091 · External reference
Effectiveness of ring roads in reducing traffic congestion in cities for long run: Big Almaty ring road case study
10.3390/su11184973 · 2019 · External reference
10.1007/s00521-021-06315-w
10.1007/s00521-021-06315-w · External reference
A method for measuring accurate traffic density by aerial photography
10.1002/atr.1288 · 2015 · External reference
10.1007/s42979-021-00592-x
10.1007/s42979-021-00592-x · External reference
A novel hybrid deep learning model with ARIMA Conv-LSTM networks and shuffle attention layer for short-term traffic flow prediction
10.1080/23249935.2023.2236724 · 2025 · External reference
10.1109/78.650093
10.1109/78.650093 · External reference
10.1016/j.trc.2022.103921
10.1016/j.trc.2022.103921 · External reference
Wavelet-Seq2Seq-LSTM with attention for time series forecasting of level of dams in hydroelectric power plants
10.1016/j.energy.2023.127350 · 2023 · External reference
Unresolved reference
External reference
Unresolved reference
1960 · External reference
10.1016/s0968-090x(97)82903-8
10.1016/s0968-090x(97)82903-8 · External reference
Unresolved reference
External reference
10.1080/21680566.2015.1060582
10.1080/21680566.2015.1060582 · External reference
Traffic speed prediction for urban transportation network: A path based deep learning approach
10.1016/j.trc.2019.02.002 · 2019 · External reference
Traffic flow prediction using bi-directional gated recurrent unit method
10.1007/s44212-022-00015-z · 2022 · External reference
Graph attention temporal convolutional network for traffic speed forecasting on road networks
2021 · External reference
10.1080/23249935.2019.1637966
10.1080/23249935.2019.1637966 · External reference
Traffic flow forecast through time series analysis based on deep learning
10.1109/access.2020.2990738 · 2020 · External reference
10.1609/aaai.v35i12.17325
10.1609/aaai.v35i12.17325 · External reference
A method for measuring accurate traffic density by aerial photography
10.1002/atr.1288 · ExternalCitation · doi-reference
10.1007/978-0-387-84858-7
10.1007/978-0-387-84858-7 · ExternalCitation · doi-reference
10.1007/978-1-4614-8435-6_11
10.1007/978-1-4614-8435-6_11 · ExternalCitation · doi-reference
10.1007/978-3-030-16181-1_26
10.1007/978-3-030-16181-1_26 · ExternalCitation · doi-reference
10.1007/978-3-642-24797-2
10.1007/978-3-642-24797-2 · ExternalCitation · doi-reference
10.1007/s00521-021-06315-w
10.1007/s00521-021-06315-w · ExternalCitation · doi-reference
10.1007/s42979-021-00592-x
10.1007/s42979-021-00592-x · ExternalCitation · doi-reference
Traffic flow prediction using bi-directional gated recurrent unit method
10.1007/s44212-022-00015-z · ExternalCitation · doi-reference
Wavelet-Seq2Seq-LSTM with attention for time series forecasting of level of dams in hydroelectric power plants
10.1016/j.energy.2023.127350 · ExternalCitation · doi-reference
10.1016/j.neucom.2021.03.091
10.1016/j.neucom.2021.03.091 · ExternalCitation · doi-reference
Framewise phoneme classification with bidirectional LSTM and other neural network architectures
10.1016/j.neunet.2005.06.042 · ExternalCitation · doi-reference
10.1016/j.trc.2015.03.014
10.1016/j.trc.2015.03.014 · ExternalCitation · doi-reference
10.1016/j.trc.2016.10.019
10.1016/j.trc.2016.10.019 · ExternalCitation · doi-reference
Traffic speed prediction for urban transportation network: A path based deep learning approach
10.1016/j.trc.2019.02.002 · ExternalCitation · doi-reference
Short-term prediction of lane-level traffic speeds: A fusion deep learning model
10.1016/j.trc.2019.07.003 · ExternalCitation · doi-reference
10.1016/j.trc.2022.103921
10.1016/j.trc.2022.103921 · ExternalCitation · doi-reference
10.1016/s0968-090x(97)82903-8
10.1016/s0968-090x(97)82903-8 · ExternalCitation · doi-reference
10.1080/21680566.2015.1060582
10.1080/21680566.2015.1060582 · ExternalCitation · doi-reference
10.1080/21680566.2022.2116125
10.1080/21680566.2022.2116125 · ExternalCitation · doi-reference
10.1080/23249935.2019.1637966
10.1080/23249935.2019.1637966 · ExternalCitation · doi-reference
A novel hybrid deep learning model with ARIMA Conv-LSTM networks and shuffle attention layer for short-term traffic flow prediction
10.1080/23249935.2023.2236724 · ExternalCitation · doi-reference
10.1109/78.650093
10.1109/78.650093 · ExternalCitation · doi-reference
Traffic flow forecast through time series analysis based on deep learning
10.1109/access.2020.2990738 · ExternalCitation · doi-reference
Long-short term memory-based heuristic adaptive time-span strategy for vehicle speed prediction
10.1109/access.2023.3289197 · ExternalCitation · doi-reference
10.1109/iditr57726.2023.10145819
10.1109/iditr57726.2023.10145819 · ExternalCitation · doi-reference
10.1109/itaic49862.2020.9339110
10.1109/itaic49862.2020.9339110 · ExternalCitation · doi-reference
10.1109/itsc.2017.8317886
10.1109/itsc.2017.8317886 · ExternalCitation · doi-reference
10.1109/mwscas.2017.8053243
10.1109/mwscas.2017.8053243 · ExternalCitation · doi-reference
10.1109/paap.2018.00037
10.1109/paap.2018.00037 · ExternalCitation · doi-reference
10.1162/neco.1997.9.8.1735
10.1162/neco.1997.9.8.1735 · ExternalCitation · doi-reference
10.1207/s15516709cog1402_1
10.1207/s15516709cog1402_1 · ExternalCitation · doi-reference
10.1287/opre.7.1.79
10.1287/opre.7.1.79 · ExternalCitation · doi-reference
10.1609/aaai.v35i12.17325
10.1609/aaai.v35i12.17325 · ExternalCitation · doi-reference
10.3115/v1/d14-1179
10.3115/v1/d14-1179 · ExternalCitation · doi-reference
10.3390/app12062890
10.3390/app12062890 · ExternalCitation · doi-reference
Enhanced application of principal component analysis in machine learning for imputation of missing traffic data
10.3390/app9102149 · ExternalCitation · doi-reference
10.3390/forecast5040034
10.3390/forecast5040034 · ExternalCitation · doi-reference
Effectiveness of ring roads in reducing traffic congestion in cities for long run: Big Almaty ring road case study
10.3390/su11184973 · ExternalCitation · doi-reference
