In the process of highway reconstruction and expansion, understanding the characteristics of traffic accidents is important for safety management and prevention. Currently, there is a relative lack of … [Read more...] about Analysis of Traffic Accidents in Construction Zone Reconstruction and Expansion Based on Text Mining
Data mining
Using Deep Neural Networks and Big Data to Predict Microscopic Travel Time in Work Zones
Traffic management in work zones is a challenging task that requires a balance between creating a safe environment for workers and minimizing traffic delays. Accurately predicting travel times through … [Read more...] about Using Deep Neural Networks and Big Data to Predict Microscopic Travel Time in Work Zones
Text Mining-Based Approach for Identifying Critical Accident Causes in Highway Construction
The construction sector is among the most hazardous workplace where workers are more likely to be at risk than in other jobsites. Generally, construction accident reports possess a wealth of empirical … [Read more...] about Text Mining-Based Approach for Identifying Critical Accident Causes in Highway Construction
Identification and Analysis of Misclassified Work-Zone Crashes Using Text Mining Techniques
Work zone safety management and research relies heavily on the quality of work zone crash data. However, it is possible that a police officer may misclassify a crash in structured data due to: … [Read more...] about Identification and Analysis of Misclassified Work-Zone Crashes Using Text Mining Techniques
Data Driven Decision Making Tools for Transportation Work Zone Planning
This research provides tools and methods for integrating stakeholder input and crash data analytics to better guide transportation engineers in effective work zone design and management. Three key … [Read more...] about Data Driven Decision Making Tools for Transportation Work Zone Planning
Apriori-Based Text Mining Method for the Advancement of the Transportation Management Plan in Expressway Work Zones
This study contributes to knowledge by advancing the transportation management plan (TMP) development efforts for expressway work zones. Using text mining techniques to a large-scale transportation … [Read more...] about Apriori-Based Text Mining Method for the Advancement of the Transportation Management Plan in Expressway Work Zones