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Behavioral, data-driven, agent-based evacuation simulation for building safety design using machine learning and discrete choice models
16 references·0 citing·42 second hop
Behavioral, data-driven, agent-based evacuation simulation for building safety design using machine learning and discrete choice models (2022)Behavioral, data-driven, agent-based evac…Prediction and behavioral analysis of travel mode choice: A comparison of machine learning and logit models (2020)Prediction and behavioral ana…Machine Learning Travel Mode Choices: Comparing the Performance of an Extreme Gradient Boosting Model with a Multinomial Logit Model (2018)Machine Learning Travel Mode …Exit choice in an emergency evacuation scenario is influenced by exit familiarity and neighbor behavior (2018)Exit choice in an emergency e…Applying a random forest method approach to model travel mode choice behavior (2018)Applying a random forest meth…A comparative study of machine learning classifiers for modeling travel mode choice (2017)A comparative study of machin…Fire evacuation in high-rise buildings: a review of human behaviour and modelling research (2013)Fire evacuation in high-rise …Experimental study of the behavioural mechanisms underlying self-organization in human crowds (2009)Experimental study of the beh…Modeling crowd evacuation of a building based on seven methodological approaches (2008)Modeling crowd evacuation of …A multi-agent based framework for the simulation of human and social behaviors during emergency evacuations (2007)A multi-agent based framework…Self-Organized Pedestrian Crowd Dynamics: Experiments, Simulations, and Design Solutions (2005)Self-Organized Pedestrian Cro…Pedestrian route-choice and activity scheduling theory and models (2003)Pedestrian route-choice and a…Agent-based modeling: Methods and techniques for simulating human systems (2002)Agent-based modeling: Methods…Forecasting new product penetration with flexible substitution patterns (1998)Forecasting new product penet…Social force model for pedestrian dynamics (1995)Social force model for pedest…The structure of random utility models (1977)The structure of random utili…Conditional logit analysis of qualitative choice behavior (1972)Conditional logit analysis of…Simulating dynamical features of escape panic (2000)A critical assessment of pedestrian behaviour models (2009)Crowd behaviour and motion: Empirical methods (2017)Human Trajectory Forecasting in Crowds: A Deep Learning Perspective (2021)Individual Choice Behavior (1962)Elimination by aspects: A theory of choice. (1972)Using Choice Experiments to Value the Environment (1998)Discrete Choice Methods and their Applications to Short Term Travel Decisions (1999)Contemporary Guidance for Stated Preference Studies (2017)Influence: The Psychology of Persuasion (1993)Agent-based Simulation of the 2011 Great East Japan Earthquake/Tsunami Evacuation: An Integrated Model of Tsunami Inundation and Evacuation (2012)Handbook of Social Psychology (2013)Agent-based simulation of building evacuation: Combining human behavior with predictable spatial accessibility in a fire emergency (2014)Route Choice: Wayfinding in Transport Networks (1990)Modeling and simulation of pedestrian traffic flow (1994)A continuum theory for the flow of pedestrians (2002)On the Modeling of Traffic and Crowds: A Survey of Models, Speculations, and Perspectives (2011)State-of-the-art crowd motion simulation models (2013)Foundations of social theory (1990)Foundations of Social Theory (1991)Dynamics of crowd disasters: An empirical study (2007)The Size, Scale, and Shape of Cities (2008)The Walking Behaviour of Pedestrian Social Groups and Its Impact on Crowd Dynamics (2010)MODELING THE CHOICE OF RESIDENTIAL LOCATION (1978)Conjoint Analysis in Marketing: New Developments with Implications for Research and Practice (1990)Mixed MNL models for discrete response (2000)The Mixed Logit model: The state of practice (2003)The Handbook of Social Psychology (1969)How simple rules determine pedestrian behavior and crowd disasters (2011)Human mobility: Models and applications (2018)Artificial economic life: a simple model of a stockmarket (1994)The Complexity of Cooperation: Agent-Based Models of Competition and Collaboration (1997)System Dynamics: Systems Thinking and Modeling for a Complex World (2002)A research manifesto for services science (2006)Business Model Innovation for Sustainability: Towards a Unified Perspective for Creation of Sustainable Business Models (2017)Field Theory in Social Science (1952)Field Theory in Social Science (1953)The Statistics of Crowd Fluids (1971)Simulation of pedestrian dynamics using a two-dimensional cellular automaton (2001)Financial Ratios and the Probabilistic Prediction of Bankruptcy (1980)Macroeconomics and Reality (1980)Discrete Choice Methods with Simulation (2001)
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References

  • 1972Conditional logit analysis of qualitative choice behavior14,281 cited
  • 1995Social force model for pedestrian dynamics7,112 cited
  • 2002Agent-based modeling: Methods and techniques for simulating human systems4,518 cited
  • 1977The structure of random utility models1,774 cited
  • 2005Self-Organized Pedestrian Crowd Dynamics: Experiments, Simulations, and Design Solutions1,506 cited
  • 2003Pedestrian route-choice and activity scheduling theory and models854 cited
  • 1998Forecasting new product penetration with flexible substitution patterns852 cited
  • 2008Modeling crowd evacuation of a building based on seven methodological approaches632 cited
  • 2009Experimental study of the behavioural mechanisms underlying self-organization in human crowds546 cited
  • 2007A multi-agent based framework for the simulation of human and social behaviors during emergency evacuations539 cited
  • 2018Applying a random forest method approach to model travel mode choice behavior519 cited
  • 2020Prediction and behavioral analysis of travel mode choice: A comparison of machine learning and logit models468 cited
  • 2017A comparative study of machine learning classifiers for modeling travel mode choice448 cited
  • 2013Fire evacuation in high-rise buildings: a review of human behaviour and modelling research

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338 cited
  • 2018Exit choice in an emergency evacuation scenario is influenced by exit familiarity and neighbor behavior240 cited
  • 2018Machine Learning Travel Mode Choices: Comparing the Performance of an Extreme Gradient Boosting Model with a Multinomial Logit Model225 cited
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