Cristina Conati

Orcid: 0000-0002-8434-9335

Affiliations:
  • University of British Columbia, Canada


According to our database1, Cristina Conati authored at least 164 papers between 1991 and 2024.

Collaborative distances:

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

Online presence:

On csauthors.net:

Bibliography

2024
Personalizing explanations of AI-driven hints to users' cognitive abilities: an empirical evaluation.
CoRR, 2024

Does Difficulty even Matter? Investigating Difficulty Adjustment and Practice Behavior in an Open-Ended Learning Task.
Proceedings of the 14th Learning Analytics and Knowledge Conference, 2024

2023
The Impact of Intelligent Pedagogical Agents' Interventions on Student Behavior and Performance in Open-Ended Game Design Environments.
ACM Trans. Interact. Intell. Syst., September, 2023

Classification of Alzheimer's using Deep-learning Methods on Webcam-based Gaze Data.
Proc. ACM Hum. Comput. Interact., May, 2023

Classification of Alzheimers Disease with Deep Learning on Eye-tracking Data.
CoRR, 2023

Evaluating the overall sensitivity of saliency-based explanation methods.
CoRR, 2023

GANonymization: A GAN-based Face Anonymization Framework for Preserving Emotional Expressions.
CoRR, 2023

Region-based Saliency Explanations on the Recognition of Facial Genetic Syndromes.
Proceedings of the Machine Learning for Healthcare Conference, 2023

Predicting Co-occurring Emotions in MetaTutor when Combining Eye-Tracking and Interaction Data from Separate User Studies.
Proceedings of the LAK 2023: 13th International Learning Analytics and Knowledge Conference, 2023

XAI to Increase the Effectiveness of an Intelligent Pedagogical Agent.
Proceedings of the 23rd ACM International Conference on Intelligent Virtual Agents, 2023

Designing and Personalising Hybrid Multi-Modal Health Explanations for Lay Users.
Proceedings of the 10th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems (IntRS 2023) co-located with 17th ACM Conference on Recommender Systems (RecSys 2023), 2023

Classification of Alzheimer's Disease with Deep Learning on Eye-tracking Data.
Proceedings of the 25th International Conference on Multimodal Interaction, 2023

A Theoretical Framework for AI Models Explainability with Application in Biomedicine.
Proceedings of the IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology, 2023

How to Repeat Hints: Improving AI-Driven Help in Open-Ended Learning Environments.
Proceedings of the Artificial Intelligence in Education - 24th International Conference, 2023

2022
"Knowing me, knowing you": personalized explanations for a music recommender system.
User Model. User Adapt. Interact., 2022

A Theoretical Framework for AI Models Explainability.
CoRR, 2022

Evaluating the Faithfulness of Saliency-based Explanations for Deep Learning Models for Temporal Colour Constancy.
CoRR, 2022

Explainable Artificial Intelligence in education.
Comput. Educ. Artif. Intell., 2022

An Intelligent Pedagogical Agent to Foster Computational Thinking in Open-Ended Game Design Activities.
Proceedings of the IUI 2022: 27th International Conference on Intelligent User Interfaces, Helsinki, Finland, March 22, 2022

2021
Gaze-Driven Adaptive Interventions for Magazine-Style Narrative Visualizations.
IEEE Trans. Vis. Comput. Graph., 2021

Effect of Adaptive Guidance and Visualization Literacy on Gaze Attentive Behaviors and Sequential Patterns on Magazine-Style Narrative Visualizations.
ACM Trans. Interact. Intell. Syst., 2021

Cascading Convolutional Temporal Colour Constancy.
CoRR, 2021

A Framework to Counteract Suboptimal User-Behaviors in Exploratory Learning Environments: an Application to MOOCs.
CoRR, 2021

Toward personalized XAI: A case study in intelligent tutoring systems.
Artif. Intell., 2021

Combining Data-Driven Models and Expert Knowledge for Personalized Support to Foster Computational Thinking Skills.
Proceedings of the LAK'21: 11th International Learning Analytics and Knowledge Conference, 2021

Classifeye: Classification of Personal Characteristics Based on Eye Tracking Data in a Recommender System Interface.
Proceedings of the Joint Proceedings of the ACM IUI 2021 Workshops co-located with 26th ACM Conference on Intelligent User Interfaces (ACM IUI 2021), 2021

Predicting Co-occurring Emotions from Eye-Tracking and Interaction Data in MetaTutor.
Proceedings of the Artificial Intelligence in Education - 22nd International Conference, 2021

2020
Comparing and Combining Interaction Data and Eye-tracking Data for the Real-time Prediction of User Cognitive Abilities in Visualization Tasks.
ACM Trans. Interact. Intell. Syst., 2020

A Neural Architecture for Detecting Confusion in Eye-tracking Data.
CoRR, 2020

Gaze-Driven Links for Magazine Style Narrative Visualizations.
Proceedings of the 31st IEEE Visualization Conference, 2020

What's in a User? Towards Personalising Transparency for Music Recommender Interfaces.
Proceedings of the 28th ACM Conference on User Modeling, Adaptation and Personalization, 2020

The Eyes Are the Windows to the Mind: Implications for AI-Driven Personalized Interaction.
Proceedings of the 28th ACM Conference on User Modeling, Adaptation and Personalization, 2020

Non-Invasive Classification of Alzheimer's Disease Using Eye Tracking and Language.
Proceedings of the Machine Learning for Healthcare Conference, 2020

The effect of user characteristics in time series visualizations.
Proceedings of the IUI '20: 25th International Conference on Intelligent User Interfaces, 2020

Understanding the effectiveness of adaptive guidance for narrative visualization: a gaze-based analysis.
Proceedings of the IUI '20: 25th International Conference on Intelligent User Interfaces, 2020

Toward User-adaptive Visualizations.
Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods, 2020

A Neural Architecture for Detecting User Confusion in Eye-tracking Data.
Proceedings of the ICMI '20: International Conference on Multimodal Interaction, 2020

Eye-Tracking to Predict User Cognitive Abilities and Performance for User-Adaptive Narrative Visualizations.
Proceedings of the ICMI '20: International Conference on Multimodal Interaction, 2020

A Data-Driven Student Model to Provide Adaptive Support During Video Watching Across MOOCs.
Proceedings of the Artificial Intelligence in Education - 21st International Conference, 2020

2019
Gaze analysis of user characteristics in magazine style narrative visualizations.
User Model. User Adapt. Interact., 2019

Toward XAI for Intelligent Tutoring Systems: A Case Study.
CoRR, 2019

Predicting Confusion from Eye-Tracking Data with Recurrent Neural Networks.
CoRR, 2019

Impact of English Reading Comprehension Abilities on Processing Magazine Style Narrative Visualizations and Implications for Personalization.
Proceedings of the 27th ACM Conference on User Modeling, Adaptation and Personalization, 2019

Exploring the Need for Explainable Artificial Intelligence (XAI) in Intelligent Tutoring Systems (ITS).
Proceedings of the Joint Proceedings of the ACM IUI 2019 Workshops co-located with the 24th ACM Conference on Intelligent User Interfaces (ACM IUI 2019), 2019

To explain or not to explain: the effects of personal characteristics when explaining music recommendations.
Proceedings of the 24th International Conference on Intelligent User Interfaces, 2019

The role of user differences in customization: a case study in personalization for infovis-based content.
Proceedings of the 24th International Conference on Intelligent User Interfaces, 2019

A gaze-based experimenter platform for designing and evaluating adaptive interventions in information visualizations.
Proceedings of the 11th ACM Symposium on Eye Tracking Research & Applications, 2019

2018
Exploratory versus Explanatory Visual Learning Analytics: Driving Teachers' Attention through Educational Data Storytelling.
J. Learn. Anal., November, 2018

AI in Education needs interpretable machine learning: Lessons from Open Learner Modelling.
CoRR, 2018

Driving data storytelling from learning design.
Proceedings of the 8th International Conference on Learning Analytics and Knowledge, 2018

User-adaptive Support for Processing Magazine Style Narrative Visualizations: Identifying User Characteristics that Matter.
Proceedings of the 23rd International Conference on Intelligent User Interfaces, 2018

Prediction of Student Achievement Goals and Emotion Valence during Interaction with Pedagogical Agents.
Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems, 2018

2017
Applying a Framework for Student Modeling in Exploratory Learning Environments: Comparing Data Representation Granularity to Handle Environment Complexity.
Int. J. Artif. Intell. Educ., 2017

Leveraging Pupil Dilation Measures for Understanding Users' Cognitive Load During Visualization Processing.
Proceedings of the Adjunct Publication of the 25th Conference on User Modeling, 2017

Impact of Individual Differences on User Experience with a Visualization Interface for Public Engagement.
Proceedings of the Adjunct Publication of the 25th Conference on User Modeling, 2017

Impact of Individual Differences on User Experience with a Real-World Visualization Interface for Public Engagement.
Proceedings of the 25th Conference on User Modeling, Adaptation and Personalization, 2017

Pupillometry and Head Distance to the Screen to Predict Skill Acquisition During Information Visualization Tasks.
Proceedings of the 22nd International Conference on Intelligent User Interfaces, 2017

Further Results on Predicting Cognitive Abilities for Adaptive Visualizations.
Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

On the Influence on Learning of Student Compliance with Prompts Fostering Self-Regulated Learning.
Proceedings of the 10th International Conference on Educational Data Mining, 2017

The Impact of Student Individual Differences and Visual Attention to Pedagogical Agents During Learning with MetaTutor.
Proceedings of the Artificial Intelligence in Education - 18th International Conference, 2017

2016
Prediction of individual learning curves across information visualizations.
User Model. User Adapt. Interact., 2016

Interaction with an Edu-Game: A Detailed Analysis of Student Emotions and Judges' Perceptions.
Int. J. Artif. Intell. Educ., 2016

Commentary on: "Toward Computer-Based Support of MetaCognitive Skills: a Computational Framework to Coach Self Explanation".
Int. J. Artif. Intell. Educ., 2016

Impact of Individual Differences on Affective Reactions to Pedagogical Agents Scaffolding.
Proceedings of the Intelligent Virtual Agents - 16th International Conference, 2016

Predicting Confusion in Information Visualization from Eye Tracking and Interaction Data.
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

2015
Modeling Motivation in a Social Network Game Using Player-Centric Traits and Personality Traits.
Proceedings of the User Modeling, Adaptation and Personalization, 2015

Prediction of Users' Learning Curves for Adaptation while Using an Information Visualization.
Proceedings of the 20th International Conference on Intelligent User Interfaces, 2015

Providing Adaptive Support in an Interactive Simulation for Learning: An Experimental Evaluation.
Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems, 2015

Comparing Representations for Learner Models in Interactive Simulations.
Proceedings of the Artificial Intelligence in Education - 17th International Conference, 2015

Constructing Models of User and Task Characteristics from Eye Gaze Data for User-Adaptive Information Highlighting.
Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

Towards User-Adaptive Information Visualization.
Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

2014
Inferring Visualization Task Properties, User Performance, and User Cognitive Abilities from Eye Gaze Data.
ACM Trans. Interact. Intell. Syst., 2014

Evaluating the Impact of User Characteristics and Different Layouts on an Interactive Visualization for Decision Making.
Comput. Graph. Forum, 2014

Eye Tracking to Understand User Differences in Visualization Processing with Highlighting Interventions.
Proceedings of the User Modeling, Adaptation, and Personalization, 2014

Te, Te, Hi, Hi: Eye Gaze Sequence Analysis for Informing User-Adaptive Information Visualizations.
Proceedings of the User Modeling, Adaptation, and Personalization, 2014

Towards facilitating user skill acquisition: identifying untrained visualization users through eye tracking.
Proceedings of the 19th International Conference on Intelligent User Interfaces, 2014

The Usefulness of Log Based Clustering in a Complex Simulation Environment.
Proceedings of the Intelligent Tutoring Systems - 12th International Conference, 2014

Predicting Affect from Gaze Data during Interaction with an Intelligent Tutoring System.
Proceedings of the Intelligent Tutoring Systems - 12th International Conference, 2014

Highlighting interventions and user differences: informing adaptive information visualization support.
Proceedings of the CHI Conference on Human Factors in Computing Systems, 2014

2013
Virtual Butler: What Can We Learn from Adaptive User Interfaces?
Proceedings of the Your Virtual Butler - The Making-of, 2013

Introduction to the special section on intelligent tutoring and coaching systems.
ACM Trans. Intell. Syst. Technol., 2013

The Effect of Sound on Visual Fidelity Perception in Stereoscopic 3-D.
IEEE Trans. Cybern., 2013

Student Modeling: Supporting Personalized Instruction, from Problem Solving to Exploratory Open Ended Activities.
AI Mag., 2013

Knowledge Elicitation Methods for Affect Modelling in Education.
Int. J. Artif. Intell. Educ., 2013

Understanding Attention to Adaptive Hints in Educational Games: An Eye-Tracking Study.
Int. J. Artif. Intell. Educ., 2013

Seeing how you're Looking - Using Real-Time Eye Gaze Data for User-Adaptive Visualization.
Proceedings of the Late-Breaking Results, 2013

Comparing and Combining Eye Gaze and Interface Actions for Determining User Learning with an Interactive Simulation.
Proceedings of the User Modeling, Adaptation, and Personalization, 2013

When to Adapt: Detecting User's Confusion During Visualization Processing.
Proceedings of the Late-Breaking Results, 2013

User Task Adaptation in Multimedia Presentations.
Proceedings of the Late-Breaking Results, 2013

User-adaptive information visualization: using eye gaze data to infer visualization tasks and user cognitive abilities.
Proceedings of the 18th International Conference on Intelligent User Interfaces, 2013

Invited Talk Abstracts.
Proceedings of the Twenty-Sixth International Florida Artificial Intelligence Research Society Conference, 2013

Mining User's Behaviors in Intelligent Educational Games: Prime Climb a Case Study.
Proceedings of the 6th International Conference on Educational Data Mining, 2013

Degeneracy in Student Modeling with Dynamic Bayesian Networks in Intelligent Edu-Games.
Proceedings of the 6th International Conference on Educational Data Mining, 2013

Individual user characteristics and information visualization: connecting the dots through eye tracking.
Proceedings of the 2013 ACM SIGCHI Conference on Human Factors in Computing Systems, 2013

Evaluation of a Data Mining Approach to Providing Adaptive Support in an Open-Ended Learning Environment: A Pilot Study.
Proceedings of the Workshops at the 16th International Conference on Artificial Intelligence in Education AIED 2013, 2013

Understanding Users' Interaction Behavior with an Intelligent Educational Game: Prime Climb.
Proceedings of the Workshops at the 16th International Conference on Artificial Intelligence in Education AIED 2013, 2013

Inferring Learning from Gaze Data during Interaction with an Environment to Support Self-Regulated Learning.
Proceedings of the Artificial Intelligence in Education - 16th International Conference, 2013

Student Emotions with an Edu-game: A Detailed Analysis.
Proceedings of the 2013 Humaine Association Conference on Affective Computing and Intelligent Interaction, 2013

2012
Towards Adaptive Information Visualization: On the Influence of User Characteristics.
Proceedings of the User Modeling, Adaptation, and Personalization, 2012

Adaptive Information Visualization - Predicting user characteristics and task context from eye gaze.
Proceedings of the Workshop and Poster Proceedings of the 20th Conference on User Modeling, 2012

Exploring Gaze Data for Determining User Learning with an Interactive Simulation.
Proceedings of the User Modeling, Adaptation, and Personalization, 2012

Developing Effective Serious Games: The Effect of Background Sound on Visual Fidelity Perception with Varying Texture Resolution.
Proceedings of the Medicine Meets Virtual Reality 19 - NextMed, 2012

An Analysis of Attention to Student - Adaptive Hints in an Educational Game.
Proceedings of the Intelligent Tutoring Systems - 11th International Conference, 2012

2011
Understanding Student Attention to Adaptive Hints with Eye-Tracking.
Proceedings of the Advances in User Modeling, 2011

2nd workshop on eye gaze in intelligent human machine interaction.
Proceedings of the 16th International Conference on Intelligent User Interfaces, 2011

A Framework for Capturing Distinguishing User Interaction Behaviors in Novel Interfaces.
Proceedings of the 4th International Conference on Educational Data Mining, 2011

User-Adaptive Visualizations: Can Gaze Data Tell Us When a User Needs Them?
Proceedings of the Scalable Integration of Analytics and Visualization, 2011

2010
Bayesian Student Modeling.
Proceedings of the Advances in Intelligent Tutoring Systems, 2010

Scaffolding Meta-Cognitive Skills for Effective Analogical Problem Solving via Tailored Example Selection.
Int. J. Artif. Intell. Educ., 2010

Discovering and Recognizing Student Interaction Patterns in Exploratory Learning Environments.
Proceedings of the Intelligent Tutoring Systems, 10th International Conference, 2010

2009
Empirically building and evaluating a probabilistic model of user affect.
User Model. User Adapt. Interact., 2009

Mixed-Initiative Interface Personalization as a Case Study in Usable AI.
AI Mag., 2009

Modeling User Affect from Causes and Effects.
Proceedings of the User Modeling, 2009

Evaluating Adaptive Feedback in an Educational Computer Game.
Proceedings of the Intelligent Virtual Agents, 9th International Conference, 2009

Intelligent Tutoring Systems: New Challenges and Directions.
Proceedings of the IJCAI 2009, 2009

Incorporating an Affective Behavior Model into an Educational Game.
Proceedings of the Twenty-Second International Florida Artificial Intelligence Research Society Conference, 2009

Closing the Affective Loop in Intelligent Learning Environments.
Proceedings of the Artificial Intelligence in Education: Building Learning Systems that Care: From Knowledge Representation to Affective Modelling, 2009

Adaptive Feedback in an Educational Game for Number Factorization.
Proceedings of the Artificial Intelligence in Education: Building Learning Systems that Care: From Knowledge Representation to Affective Modelling, 2009

Invited Speaker Abstracts.
Proceedings of the Cognitive and Metacognitive Educational Systems, 2009

2008
Pedagogy and usability in interactive algorithm visualizations: Designing and evaluating CIspace.
Interact. Comput., 2008

An Affective Behavior Model for Intelligent Tutors.
Proceedings of the Intelligent Tutoring Systems, 9th International Conference, 2008

Exploring the role of individual differences in information visualization.
Proceedings of the working conference on Advanced Visual Interfaces, 2008

2007
Eye-tracking for user modeling in exploratory learning environments: An empirical evaluation.
Knowl. Based Syst., 2007

Understanding the Utility of Rationale in a Mixed-Initiative System for GUI Customization.
Proceedings of the User Modeling 2007, 11th International Conference, 2007

Supporting interface customization using a mixed-initiative approach.
Proceedings of the 12th International Conference on Intelligent User Interfaces, 2007

Unsupervised and supervised machine learning in user modeling for intelligent learning environments.
Proceedings of the 12th International Conference on Intelligent User Interfaces, 2007

Evaluating a Decision-Theoretic Approach to Tailored Example Selection.
Proceedings of the IJCAI 2007, 2007

Workshop on Metacognition and Self-Regulated Learning in ITSs.
Proceedings of the Artificial Intelligence in Education, 2007

Adaptive Content Presentation for the Web.
Proceedings of the Adaptive Web, Methods and Strategies of Web Personalization, 2007

Using Eye-Tracking Data for High-Level User Modeling in Adaptive Interfaces.
Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, 2007

2006
Eye-tracking to model and adapt to user meta-cognition in intelligent learning environments.
Proceedings of the 11th International Conference on Intelligent User Interfaces, 2006

Automatic Recognition of Learner Groups in Exploratory Learning Environments.
Proceedings of the Intelligent Tutoring Systems, 8th International Conference, 2006

2005
Using Similarity to Infer Meta-cognitive Behaviors During Analogical Problem Solving.
Proceedings of the User Modeling 2005, 2005

Exploring Eye Tracking to Increase Bandwidth in User Modeling.
Proceedings of the User Modeling 2005, 2005

Data-Driven Refinement of a Probabilistic Model of User Affect.
Proceedings of the User Modeling 2005, 2005

Providing adaptive support for meta-cognitive skills to improve learning.
Proceedings of the 2005 AAAI Spring Symposium on Metacognition in Computation, 2005

Affective interactions: the computer in the affective loop.
Proceedings of the 10th International Conference on Intelligent User Interfaces, 2005

Designing CIspace: pedagogy and usability in a learning environment for AI.
Proceedings of the 10th Annual SIGCSE Conference on Innovation and Technology in Computer Science Education, 2005

Modelling Learning in an Educational Game.
Proceedings of the Artificial Intelligence in Education, 2005

Workshop on Educational Games as Intelligent Learning Environments.
Proceedings of the Artificial Intelligence in Education, 2005

Motivation and Affect in Educational Software.
Proceedings of the Artificial Intelligence in Education, 2005

2004
Building and evaluating an intelligent pedagogical agent to improve the effectiveness of an educational game.
Proceedings of the 9th International Conference on Intelligent User Interfaces, 2004

What role can adaptive support play in an adaptable system?
Proceedings of the 9th International Conference on Intelligent User Interfaces, 2004


Evaluating a Probabilistic Model of Student Affect.
Proceedings of the Intelligent Tutoring Systems, 7th International Conference, 2004

Toward Comprehensive Student Models: Modeling Meta-cognitive Skills and Affective States in ITS.
Proceedings of the Intelligent Tutoring Systems, 7th International Conference, 2004

Scaffolding Self-Explanation to Improve Learning in Exploratory Learning Environments..
Proceedings of the Intelligent Tutoring Systems, 7th International Conference, 2004

How to Evaluate Models of User Affect?
Proceedings of the Affective Dialogue Systems, Tutorial and Research Workshop, 2004

2003
Probabilistic Student Modelling to Improve Exploratory Behaviour.
User Model. User Adapt. Interact., 2003

Inferring user goals from personality and behavior in a causal model of user affect.
Proceedings of the 8th International Conference on Intelligent User Interfaces, 2003

2002
Using Bayesian Networks to Manage Uncertainty in Student Modeling.
User Model. User Adapt. Interact., 2002

Probabilistic Assessment of User's Emotions in Educational Games.
Appl. Artif. Intell., 2002

Panel Discussion.
Appl. Artif. Intell., 2002

Modeling Students' Emotions from Cognitive Appraisal in Educational Games.
Proceedings of the Intelligent Tutoring Systems, 6th International Conference, 2002

Assessing Effective Exploration in Open Learning Environments Using Bayesian Networks.
Proceedings of the Intelligent Tutoring Systems, 6th International Conference, 2002

2001
Modeling Exploratory Behaviour.
Proceedings of the User Modeling 2001, 8th International Conference, 2001

Providing adaptive support to the understanding of instructional material.
Proceedings of the 6th International Conference on Intelligent User Interfaces, 2001

Generating Tailored Examples to Support Learning via Self-explanation.
Proceedings of the Seventeenth International Joint Conference on Artificial Intelligence, 2001

2000
Further Results from the Evaluation of an Intelligent Computer Tutor to Coach Self-Explanation.
Proceedings of the Intelligent Tutoring Systems, 5th International Conference, 2000

1998
Procedural Help in Andes: Generating Hints Using a Bayesian Network Student Model.
Proceedings of the Fifteenth National Conference on Artificial Intelligence and Tenth Innovative Applications of Artificial Intelligence Conference, 1998

1993
EFH-Soar: Modeling Education in Highly Interactive Microworlds.
Proceedings of the Advances in Artificial Intelligence, 1993

1992
Accessing Information through Graphics.
Proceedings of the 10th European Conference on Artificial Intelligence, 1992

Encoding Information through Spatial Relations.
Proceedings of the Advanced Visual Interfaces - Proceedings of the International Workshop, 1992

1991
Interest Driven Exploration of an Information Space.
ACM SIGCHI Bull., 1991


  Loading...