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Related Concept Videos

Schemas01:42

Schemas

A schema is a mental construct consisting of a cluster or collection of related concepts (Bartlett, 1932). There are many different types of schemata, and they all have one thing in common: schemata are a method of organizing information that allows the brain to work more efficiently. When a schema is activated, the brain makes immediate assumptions about the person or object being observed.
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Rolling Resistance: Problem Solving

Rolling resistance, also known as rolling friction, is the force that resists the motion of a rolling object, such as a wheel, tire, or ball, when it moves over a surface. It is caused by the deformation of the object and the surface in contact with each other, as well as other factors like internal friction, hysteresis, and energy losses within the materials. Rolling resistance opposes the object's motion, requiring additional energy to overcome it and maintain movement. In practical...
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Bystander Effect

The discussion of bullying highlights the problem of witnesses not intervening to help a victim. This is a common occurrence, as the following well-publicized event demonstrates. In 1964, in Queens, New York, a 19-year-old woman named Kitty Genovese was attacked by a person with a knife near the back entrance to her apartment building and again in the hallway inside her apartment building. When the attack occurred, she screamed for help numerous times and eventually died from her stab wounds.

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Related Experiment Video

Updated: Jun 25, 2026

Using a Virtual Reality Walking Simulator to Investigate Pedestrian Behavior
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Published on: June 9, 2020

Cyclist behavioral persistence across consecutive intersections: Re-ID based analysis and intention prediction.

Haojie Li1, Ziqian Zhang2, Gang Ren1

  • 1School of Transportation, Southeast University, China; Jiangsu Province Collaborative Innovation Center of Modern Urban Traffic Technologies, China.

Accident; Analysis and Prevention
|June 23, 2026
PubMed
Summary
This summary is machine-generated.

Cyclists exhibit persistent behaviors across multiple intersections, not just isolated ones. Analyzing this cross-intersection persistence improves prediction of risky cycling actions for better traffic safety.

Keywords:
Behavioral persistenceConsecutive signalized intersectionsCyclistIntention PredictionRe-identification (Re-ID)

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Area of Science:

  • Traffic Safety
  • Behavioral Science
  • Data Science

Background:

  • Cyclist safety at signalized intersections is often studied in isolation.
  • This approach overlooks behavioral dependencies across consecutive intersections.
  • Fragmented analysis hinders early detection of risky cyclist behaviors.

Purpose of the Study:

  • To investigate cyclist behavioral persistence across consecutive signalized intersections.
  • To develop an intention prediction framework using upstream behavioral data.
  • To enhance proactive traffic safety management.

Main Methods:

  • Utilized high-resolution trajectory data from UAVs and roadside cameras.
  • Applied a re-identification (Re-ID) method to track individual cyclists.
  • Developed a prediction framework incorporating behavioral priors.

Main Results:

  • Cyclist behavior is not independent across intersections.
  • Individual-level analysis revealed significant behavioral persistence, especially in crossing and rolling decisions.
  • Upstream behavioral information, particularly individual-level priors via Re-ID, substantially improved intention prediction.

Conclusions:

  • Modeling cyclist behavior from a corridor-level perspective is crucial.
  • Cross-intersection behavioral persistence enables earlier and more reliable identification of risky behaviors.
  • The findings support proactive traffic safety management strategies.