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Center for Neural Decision Making
Angelika Dimoka, PhDDirector, Center for Neural Decision Making
Department of MarketingFox School of Business
Temple University
Guest Speaker: Paul A. Pavlou, PhD
Associate ProfessorDepartment of Management Information
SystemsFox School of Business
Temple University
Center for Neural Decision Making
MRI scanners use RF signals to produce cross-sectional anatomical images
fMRI captures brain activity by measuring changes in blood flow
functionalfunctional Magnetic Resonance Magnetic Resonance Imaging (fMRI) Imaging (fMRI)
MRI Brain Activity
++ ==
fMRI
Center for Neural Decision Making
functionalfunctional Magnetic Resonance Imaging Magnetic Resonance Imaging (fMRI) (fMRI)
MRI Activation
++ ==
fMRI
Increased localized neuronal activity
Increased metabolism Oxygen consumption increased 5%
Local VasodilationIncreased blood flow 50%
Decreased deoxy-Hb/voxel
Less spin dephasing from magnetic field inhomogeneity
Increased fMRI signal
Task
Source: Manbir Singh, USC
Center for Neural Decision Making
A
ACC
NA
CN
IC
PCC
Limbic System
OBF
Prefrontal Cortex
DLPFC
MPFC
iPC
VMPFC
H
Figure 2. The Major Areas of the Brain
DLPFC: Dorsolateral Prefrontal Cortex - VMPFC: Ventromedial Prefrontal Cortex - OBF: Orbitofrontal Cortex - MPFC: Medial Prefrontal Cortex - ACC/PCC: Anterior/ Posterior Cingulate Cortex - NA: Nucleus Accumbens - A: Amygdala - H: Hippocampus - CN: Caudate Nucleus - IC: Insular Cortex
Motor Cortex
Visual Cortex
Cerebellum
Brain Stem
Center for Neural Decision Making
NeutralStrongly Disagree
Strongly Agree
This system is easy to use
Center for Neural Decision Making
Decision NeuroscienceDecision Neuroscience
The use of neuroscience knowledge and functional brain imaging tools to inform decision making Identify the brain functionality that underlie human processes (thoughts, beliefs, emotions, behaviors, decisions)
Understanding decision-making by “looking under the hood”
Open the black box of the brain
Center for Neural Decision Making
Center for Neural Decision MakingCenter for Neural Decision Making
Center for Neural Decision Making
Center’s ObjectivesCenter’s Objectives
Foster the advancement of decision neuroscience by enabling inter-disciplinary collaboration and knowledge sharing
Better understand decision making by building models that correspond to how the brain works
Design tools to enhance decision making, such as decision aids and advice-giving systems
Center for Neural Decision Making
I can’t think
http://www.newsweek.com/2011/02/27/i-can-t-think.html
Center for Neural Decision Making
Reducing Information Overload of Reducing Information Overload of Air Traffic ControllersAir Traffic Controllers
Center for Neural Decision Making
Problem:Problem: Information Overload due to Information Overload due to Complex Decision Environment Complex Decision Environment
Center for Neural Decision Making
Solution:Solution: Interfaces that facilitate decision-Interfaces that facilitate decision-making making
by reducing information overload by reducing information overload Advances in computational technologies enable interfaces that facilitate decision-making by:
Highlighting or emphasizing primary information
Downplaying or filtering out redundant information
Automating complex calculations and simple decisions
Streamlining routine tasks and straightforward decisions
Substituting difficult/complex tasks with easier/simpler ones
Moving decision-making to more appropriate times (down-time)
Center for Neural Decision Making
Rationale for fMRI StudyRationale for fMRI Study
fMRI data objectively capture level of information overload (i.e., DLPFC) and other emotional processes (e.g., stress)
fMRI data can capture the brain’s functionality in real-time to measure degree of information overload and other (unwanted) adverse emotional processes at all times
Design of interfaces can be guided, tested, and refined by fMRI data that directly measure brain activity
Air Traffic Controllers would engage in experimental scenarios of increasing level of complexity equipped with computer interfaces within an fMRI scanner:
Center for Neural Decision Making
Experimental SetupExperimental Setup
Simulated Interfaces (DESIREE & TGF) Basic En Route Automation Modernization system Advanced Automation Support
Conflict probe & Traffic management advisory tools
Scenarios Volume of traffic Vertically transitioning aircrafts Aircraft constrained by Miles-In-Trail restrictions Traffic on separate but crossing trajectories Traffic on conflicting crossing trajectories
Center for Neural Decision Making
Leve
l of
bra
in
acti
vity
Task difficulty
DLPFC: dorsolateral prefrontal cortex
Pilot fMRI ResultsPilot fMRI Results
Amygdala Insular Cortex
Center for Neural Decision Making
Information Overload DLPFC activation with increased task difficulty Sudden drops in DLPFC activation during difficult
tasks coupled with amygdala and insular cortex activation
Reduction in Information Overload with enhanced computational interfaces Healthy levels of DLPFC activation throughout study Prevent spikes and drops in DPLFC activation Prevent unwanted adverse emotional reactions
Pilot fMRI ResultsPilot fMRI Results(“Real-time” measurement of brain activity
with fMRI)
Center for Neural Decision Making
Design ImplicationsDesign Implications
Design of computational interfaces that reduce information overload and facilitate decision-making based on real-time brain activity (through fMRI data)
Guiding design of specific decision-making interventions that prevent information overload at specific difficult tasks
Refinement of context-specific computational interfaces that are guided by brain’s underlying activity
Center for Neural Decision Making
Decision Neuroscience can provide foundations for a deeper and richer understanding of decision making
Build models based on how the brain works
Design tools to enhance human decision-making
Opening the ultimate “black box”: Opening the ultimate “black box”: Measuring the brain at Measuring the brain at workwork
How Do We How Do We ReallyReally Decide? Decide?
Center for Neural Decision Making
Annual Interdisciplinary Annual Interdisciplinary Symposium on Decision Symposium on Decision
NeuroscienceNeuroscience
fox.temple.edu/neural