Adam Perer

Publication Activity (10 Years)

Years Active: 2005-2024
Publications (10 Years): 56

Top Topics

Electronic Medical Record

Unsupervised Clustering

Visual Analytics

Disease Progression

Top Venues

IEEE Trans. Vis. Comput. Graph.

Proc. ACM Hum. Comput. Interact.

Publications

Nur Yildirim, Susanna Zlotnikov, Deniz Sayar, Jeremy M. Kahn, Leigh A. Bukowski, Sher Shah Amin, Kathryn A. Riman, Billie S. Davis, John S. Minturn, Andrew J. King, Dan Ricketts, Lu Tang, Venkatesh Sivaraman, Adam Perer, Sarah Masud Preum, James McCann, John Zimmerman
Sketching AI Concepts with Capabilities and Examples: AI Innovation in the Intensive Care Unit. CHI (2024)
Emily Wall, Laura E. Matzen, Mennatallah El-Assady, Peta Masters, Helia Hosseinpour, Alex Endert, Rita Borgo, Polo Chau, Adam Perer, Harald T. Schupp, Hendrik Strobelt, Lace M. K. Padilla
Trust Junk and Evil Knobs: Calibrating Trust in AI Visualization. PacificVis (2024)
Will Epperson, Vaishnavi Gorantla, Dominik Moritz, Adam Perer
Dead or Alive: Continuous Data Profiling for Interactive Data Science. IEEE Trans. Vis. Comput. Graph. 30 (1) (2024)
Nur Yildirim, Susanna Zlotnikov, Deniz Sayar, Jeremy M. Kahn, Leigh A. Bukowski, Sher Shah Amin, Kathryn A. Riman, Billie S. Davis, John S. Minturn, Andrew J. King, Dan Ricketts, Lu Tang, Venkatesh Sivaraman, Adam Perer, Sarah Masud Preum, James McCann, John Zimmerman
Sketching AI Concepts with Capabilities and Examples: AI Innovation in the Intensive Care Unit. CoRR (2024)
Katelyn Morrison, Philipp Spitzer, Violet Turri, Michelle Feng, Niklas Kühl, Adam Perer
The Impact of Imperfect XAI on Human-AI Decision-Making. Proc. ACM Hum. Comput. Interact. 8 (CSCW1) (2024)
Violet Turri, Katelyn Morrison, Katherine-Marie Robinson, Collin Abidi, Adam Perer, Jodi Forlizzi, Rachel Dzombak
Transparency in the Wild: Navigating Transparency in a Deployed AI System to Broaden Need-Finding Approaches. FAccT (2024)
Unnseo Park, Venkatesh Sivaraman, Adam Perer
How Consistent are Clinicians? Evaluating the Predictability of Sepsis Disease Progression with Dynamics Models. CoRR (2024)
Ángel Alexander Cabrera, Marco Túlio Ribeiro, Bongshin Lee, Robert DeLine, Adam Perer, Steven Mark Drucker
What Did My AI Learn? How Data Scientists Make Sense of Model Behavior. ACM Trans. Comput. Hum. Interact. 30 (1) (2023)
Katelyn Morrison, Philipp Spitzer, Violet Turri, Michelle Feng, Niklas Kühl, Adam Perer
The Impact of Imperfect XAI on Human-AI Decision-Making. CoRR (2023)
Venkatesh Sivaraman, Leigh A. Bukowski, Joel Levin, Jeremy M. Kahn, Adam Perer
Ignore, Trust, or Negotiate: Understanding Clinician Acceptance of AI-Based Treatment Recommendations in Health Care. CHI (2023)
Katelyn Morrison, Donghoon Shin, Kenneth Holstein, Adam Perer
Evaluating the Impact of Human Explanation Strategies on Human-AI Visual Decision-Making. Proc. ACM Hum. Comput. Interact. 7 (CSCW1) (2023)
Venkatesh Sivaraman, Leigh A. Bukowski, Joel Levin, Jeremy M. Kahn, Adam Perer
Ignore, Trust, or Negotiate: Understanding Clinician Acceptance of AI-Based Treatment Recommendations in Health Care. CoRR (2023)
Marius Hogräfer, Dominik Moritz, Adam Perer, Hans-Jörg Schulz
Combining Degree of Interest Functions and Progressive Visualization. IEEE VIS (Short Papers) (2023)
Katelyn Morrison, Mayank Jain, Jessica Hammer, Adam Perer
Eye into AI: Evaluating the Interpretability of Explainable AI Techniques through a Game with a Purpose. Proc. ACM Hum. Comput. Interact. 7 (CSCW2) (2023)
Katelyn Morrison, Ankita Mehra, Adam Perer
Shared Interest...Sometimes: Understanding the Alignment between Human Perception, Vision Architectures, and Saliency Map Techniques. CVPR Workshops (2023)
Ángel Alexander Cabrera, Adam Perer, Jason I. Hong
Improving Human-AI Collaboration With Descriptions of AI Behavior. CoRR (2023)
Ángel Alexander Cabrera, Erica Fu, Donald Bertucci, Kenneth Holstein, Ameet Talwalkar, Jason I. Hong, Adam Perer
Zeno: An Interactive Framework for Behavioral Evaluation of Machine Learning. CoRR (2023)
Ángel Alexander Cabrera, Erica Fu, Donald Bertucci, Kenneth Holstein, Ameet Talwalkar, Jason I. Hong, Adam Perer
Zeno: An Interactive Framework for Behavioral Evaluation of Machine Learning. CHI (2023)
Will Epperson, Vaishnavi Gorantla, Dominik Moritz, Adam Perer
Dead or Alive: Continuous Data Profiling for Interactive Data Science. CoRR (2023)
Ángel Alexander Cabrera, Adam Perer, Jason I. Hong
Improving Human-AI Collaboration With Descriptions of AI Behavior. Proc. ACM Hum. Comput. Interact. 7 (CSCW1) (2023)
Logan Stapleton, Hao Fei Cheng, Anna Kawakami, Venkatesh Sivaraman, Yanghuidi Cheng, Diana Qing, Adam Perer, Kenneth Holstein, Zhiwei Steven Wu, Haiyi Zhu
Extended Analysis of "How Child Welfare Workers Reduce Racial Disparities in Algorithmic Decisions". CoRR (2022)
Will Epperson, Doris Jung Lin Lee, Leijie Wang, Kunal Agarwal, Aditya G. Parameswaran, Dominik Moritz, Adam Perer
Leveraging Analysis History for Improved In Situ Visualization Recommendation. Comput. Graph. Forum 41 (3) (2022)
Anna Kawakami, Venkatesh Sivaraman, Hao Fei Cheng, Logan Stapleton, Yanghuidi Cheng, Diana Qing, Adam Perer, Zhiwei Steven Wu, Haiyi Zhu, Kenneth Holstein
Improving Human-AI Partnerships in Child Welfare: Understanding Worker Practices, Challenges, and Desires for Algorithmic Decision Support. CoRR (2022)
Hao Fei Cheng, Logan Stapleton, Anna Kawakami, Venkatesh Sivaraman, Yanghuidi Cheng, Diana Qing, Adam Perer, Kenneth Holstein, Zhiwei Steven Wu, Haiyi Zhu
How Child Welfare Workers Reduce Racial Disparities in Algorithmic Decisions. CHI (2022)
Anna Kawakami, Venkatesh Sivaraman, Logan Stapleton, Hao Fei Cheng, Adam Perer, Zhiwei Steven Wu, Haiyi Zhu, Kenneth Holstein
"Why Do I Care What's Similar?" Probing Challenges in AI-Assisted Child Welfare Decision-Making through Worker-AI Interface Design Concepts. Conference on Designing Interactive Systems (2022)
Venkatesh Sivaraman, Yiwei Wu, Adam Perer
Emblaze: Illuminating Machine Learning Representations through Interactive Comparison of Embedding Spaces. CoRR (2022)
Claudia Plant, Nina C. Hubig, Junming Shao, Alvitta Ottley, Liang Gou, Torsten Möller, Adam Perer, Alexander Lex, Anamaria Crisan
Visualization in Data Science VDS @ KDD 2022. KDD (2022)
Anna Kawakami, Venkatesh Sivaraman, Hao Fei Cheng, Logan Stapleton, Yanghuidi Cheng, Diana Qing, Adam Perer, Zhiwei Steven Wu, Haiyi Zhu, Kenneth Holstein
Improving Human-AI Partnerships in Child Welfare: Understanding Worker Practices, Challenges, and Desires for Algorithmic Decision Support. CHI (2022)
Hong Shen, Ángel Alexander Cabrera, Adam Perer, Jason I. Hong
"Public(s)-in-the-Loop": Facilitating Deliberation of Algorithmic Decisions in Contentious Public Policy Domains. CoRR (2022)
Yuzhe Lu, Adam Perer
An Interactive Interpretability System for Breast Cancer Screening with Deep Learning. CoRR (2022)
Venkatesh Sivaraman, Yiwei Wu, Adam Perer
Emblaze: Illuminating Machine Learning Representations through Interactive Comparison of Embedding Spaces. IUI (2022)
Ángel Alexander Cabrera, Abraham J. Druck, Jason I. Hong, Adam Perer
Discovering and Validating AI Errors With Crowdsourced Failure Reports. CoRR (2021)
Donghoon Shin, Sachin Grover, Kenneth Holstein, Adam Perer
Characterizing Human Explanation Strategies to Inform the Design of Explainable AI for Building Damage Assessment. CoRR (2021)
Denis R. Newman-Griffis, Venkatesh Sivaraman, Adam Perer, Eric Fosler-Lussier, Harry Hochheiser
Diachronic Analysis of the Evolution of COVID-19 Scientific Literature. AMIA (2021)
Ángel Alexander Cabrera, Abraham J. Druck, Jason I. Hong, Adam Perer
Discovering and Validating AI Errors With Crowdsourced Failure Reports. Proc. ACM Hum. Comput. Interact. 5 (CSCW2) (2021)
Denis Newman-Griffis, Venkatesh Sivaraman, Adam Perer, Eric Fosler-Lussier, Harry Hochheiser
TextEssence: A Tool for Interactive Analysis of Semantic Shifts Between Corpora. NAACL-HLT (Demonstrations) (2021)
Claudia Plant, Alvitta Ottley, Liang Gou, Torsten Möller, Adam Perer, Alexander Lex, Junming Shao
VDS'21: Visualization in Data Science. KDD (2021)
Denis Newman-Griffis, Venkatesh Sivaraman, Adam Perer, Eric Fosler-Lussier, Harry Hochheiser
TextEssence: A Tool for Interactive Analysis of Semantic Shifts Between Corpora. CoRR (2021)
Gregory Plumb, Maruan Al-Shedivat, Ángel Alexander Cabrera, Adam Perer, Eric P. Xing, Ameet Talwalkar
Regularizing Black-box Models for Improved Interpretability. NeurIPS (2020)
Beatriz Sousa Santos, Adam Perer
Visualization for Data Scientists: How specific is it? Eurographics (Education Papers) (2020)
Hong Shen, Haojian Jin, Ángel Alexander Cabrera, Adam Perer, Haiyi Zhu, Jason I. Hong
Designing Alternative Representations of Confusion Matrices to Support Non-Expert Public Understanding of Algorithm Performance. Proc. ACM Hum. Comput. Interact. 4 (CSCW2) (2020)
Laura Beth Fulton, Qian Wang, Jessica Hammer, Ja Young Lee, ZhenDong Yuan, Adam Perer
Getting Playful with Explainable AI: Games with a Purpose to Improve Human Understanding of AI. CHI Extended Abstracts (2020)
Dylan Cashman, Adam Perer, Remco Chang, Hendrik Strobelt
Ablate, Variate, and Contemplate: Visual Analytics for Discovering Neural Architectures. IEEE Trans. Vis. Comput. Graph. 26 (1) (2020)
Joseph Chee Chang, Nathan Hahn, Adam Perer, Aniket Kittur
SearchLens: composing and capturing complex user interests for exploratory search. IUI (2019)
Hendrik Strobelt, Sebastian Gehrmann, Michael Behrisch, Adam Perer, Hanspeter Pfister, Alexander M. Rush
Seq2seq-Vis: A Visual Debugging Tool for Sequence-to-Sequence Models. IEEE Trans. Vis. Comput. Graph. 25 (1) (2019)
Luana Micallef, Hans-Jörg Schulz, Marco Angelini, Michaël Aupetit, Remco Chang, Jörn Kohlhammer, Adam Perer, Giuseppe Santucci
The Human User in Progressive Visual Analytics. EuroVis (Short Papers) (2019)
Adam Perer, Shixia Liu
Visualization in Data Science. IEEE Computer Graphics and Applications 39 (5) (2019)
Dylan Cashman, Adam Perer, Remco Chang, Hendrik Strobelt
Ablate, Variate, and Contemplate: Visual Analytics for Discovering Neural Architectures. CoRR (2019)
Hendrik Strobelt, Sebastian Gehrmann, Michael Behrisch, Adam Perer, Hanspeter Pfister, Alexander M. Rush
Debugging Sequence-to-Sequence Models with Seq2Seq-Vis. BlackboxNLP@EMNLP (2018)
Hendrik Strobelt, Sebastian Gehrmann, Michael Behrisch, Adam Perer, Hanspeter Pfister, Alexander M. Rush
Seq2Seq-Vis: A Visual Debugging Tool for Sequence-to-Sequence Models. CoRR (2018)
Bum Chul Kwon, Ben Eysenbach, Janu Verma, Kenney Ng, Christopher deFilippi, Walter F. Stewart, Adam Perer
Clustervision: Visual Supervision of Unsupervised Clustering. IEEE Trans. Vis. Comput. Graph. 24 (1) (2018)
Fan Du, Ben Shneiderman, Catherine Plaisant, Sana Malik, Adam Perer
Coping with Volume and Variety in Temporal Event Sequences: Strategies for Sharpening Analytic Focus. IEEE Trans. Vis. Comput. Graph. 23 (6) (2017)
Josua Krause, Adam Perer, Harry Stavropoulos
Supporting Iterative Cohort Construction with Visual Temporal Queries. IEEE Trans. Vis. Comput. Graph. 22 (1) (2016)
Josua Krause, Adam Perer, Kenney Ng
Interacting with Predictions: Visual Inspection of Black-box Machine Learning Models. CHI (2016)
Jesus Caban, Adam Perer, Uba Backonja, Jeremy L. Warner, Shira Fischer
Workshop on Visual Analytics in Healthcare. AMIA (2016)
Josua Krause, Adam Perer, Enrico Bertini
Using Visual Analytics to Interpret Predictive Machine Learning Models. CoRR (2016)
Adam Perer, Fei Wang, Jianying Hu
Mining and exploring care pathways from electronic medical records with visual analytics. J. Biomed. Informatics 56 (2015)
Alain Biem, Maria Butrico, Mark Feblowitz, Tim Klinger, Yuri Malitsky, Kenney Ng, Adam Perer, Chandra Reddy, Anton Riabov, Horst Samulowitz, Daby M. Sow, Gerald Tesauro, Deepak S. Turaga
Towards Cognitive Automation of Data Science. AAAI (2015)
Zhiyuan Zhang, David Gotz, Adam Perer
Iterative cohort analysis and exploration. Inf. Vis. 14 (4) (2015)
Haifeng Liu, Xiang Li, Yiqin Yu, Jing Mei, Guo Tong Xie, Adam Perer, Fei Wang, Jianying Hu
Synthesizing Analytic Evidence to Refine Care Pathways. MIE (2015)
Jeffrey Heer, Adam Perer
Orion: A system for modeling, transformation and visualization of multidimensional heterogeneous networks. Inf. Vis. 13 (2) (2014)
Jimeng Sun, Candace D. McNaughton, Ping Zhang, Adam Perer, Aris Gkoulalas-Divanis, Joshua C. Denny, Jacqueline Kirby, Thomas A. Lasko, Alexander Saip, Bradley A. Malin
Predicting changes in hypertension control using electronic health records from a chronic disease management program. J. Am. Medical Informatics Assoc. 21 (2) (2014)
Adam Perer, Fei Wang
Frequence: interactive mining and visualization of temporal frequent event sequences. IUI (2014)
Josua Krause, Adam Perer, Enrico Bertini
INFUSE: Interactive Feature Selection for Predictive Modeling of High Dimensional Data. IEEE Trans. Vis. Comput. Graph. 20 (12) (2014)
David Gotz, Fei Wang, Adam Perer
A methodology for interactive mining and visual analysis of clinical event patterns using electronic health record data. J. Biomed. Informatics 48 (2014)
Yiqin Yu, Haifeng Liu, Jing Li, Xiang Li, Jing Mei, Guotong Xie, Adam Perer, Fei Wang, Jianying Hu
Care Pathway Workbench: Evidence Harmonization from Guideline and Data. MIE (2014)
Charles D. Stolper, Adam Perer, David Gotz
Progressive Visual Analytics: User-Driven Visual Exploration of In-Progress Analytics. IEEE Trans. Vis. Comput. Graph. 20 (12) (2014)
Adam Perer, David Gotz
Data-driven exploration of care plans for patients. CHI Extended Abstracts (2013)
Adam Perer, Ido Guy, Erel Uziel, Inbal Ronen, Michal Jacovi
The Longitudinal Use of SaNDVis: Visual Social Network Analytics in the Enterprise. IEEE Trans. Vis. Comput. Graph. 19 (7) (2013)
Michael J. Muller, Kate Ehrlich, Tara Matthews, Adam Perer, Inbal Ronen, Ido Guy
Diversity among enterprise online communities: collaborating, teaming, and innovating through social media. CHI (2012)
Adam Perer, David Gotz, Ben Shneiderman, Yuval Shahar, Jeffrey Heer
Visual Analytics in Healthcare. AMIA (2012)
Adam Perer, Ido Guy
SaNDVis: visual social network analytics for the enterprise. CSCW (Companion) (2012)
Adam Perer, Jimeng Sun
MatrixFlow: Temporal Network Visual Analytics to Track Symptom Evolution during Disease Progression. AMIA (2012)
Jeffrey Heer, Adam Perer
Orion: A system for modeling, transformation and visualization of multidimensional heterogeneous networks. IEEE VAST (2011)
Adam Perer, Ido Guy, Erel Uziel, Inbal Ronen, Michal Jacovi
Visual social network analytics for relationship discovery in the enterprise. IEEE VAST (2011)
Ido Guy, Adam Perer, Tal Daniel, Ohad Greenshpan, Itai Turbahn
Guess who?: enriching the social graph through a crowdsourcing game. CHI (2011)
Ido Guy, Sigalit Ur, Inbal Ronen, Adam Perer, Michal Jacovi
Do you want to know?: recommending strangers in the enterprise. CSCW (2011)
Adam Perer, Ido Guy, Erel Uziel, Inbal Ronen, Michal Jacovi
Unearthing People from the SaND: Relationship Discovery with Social Media in the Enterprise. ICWSM (2011)
Michal Jacovi, Ido Guy, Inbal Ronen, Adam Perer, Erel Uziel, Michael Maslenko
Digital Traces of Interest: Deriving Interest Relationships from Social Media Interactions. ECSCW (2011)
Enrico Bertini, Heidi Lam, Adam Perer
Summaries: A special issue on Evaluation for Information Visualization. Inf. Vis. 10 (3) (2011)
Enrico Bertini, Heidi Lam, Adam Perer
BELIV'10: beyond time and errors novel evaluation methods for information visualization. CHI Extended Abstracts (2010)
Ido Guy, Michal Jacovi, Adam Perer, Inbal Ronen, Erel Uziel
Same places, same things, same people?: mining user similarity on social media. CSCW (2010)
Frank van Ham, Adam Perer
"Search, Show Context, Expand on Demand": Supporting Large Graph Exploration with Degree-of-Interest. IEEE Trans. Vis. Comput. Graph. 15 (6) (2009)
Marc A. Smith, Ben Shneiderman, Natasa Milic-Frayling, Eduarda Mendes Rodrigues, Vladimir Barash, Cody Dunne, Tony Capone, Adam Perer, Eric Gleave
Analyzing (social media) networks with NodeXL. C&T (2009)
Adam Perer, Ben Shneiderman
Integrating Statistics and Visualization for Exploratory Power: From Long-Term Case Studies to Design Guidelines. IEEE Computer Graphics and Applications 29 (3) (2009)
Enrico Bertini, Adam Perer, Catherine Plaisant, Giuseppe Santucci
BELIV'08: Beyond time and errors: novel evaluation methods for information visualization. CHI Extended Abstracts (2008)
Adam Perer, Ben Shneiderman
Integrating statistics and visualization: case studies of gaining clarity during exploratory data analysis. CHI (2008)
Adam Perer, Ben Shneiderman
Systematic yet flexible discovery: guiding domain experts through exploratory data analysis. IUI (2008)
Adam Perer
Using SocialAction to uncover structure in social networks over time. IEEE VAST (2008)
Adam Perer, Marc A. Smith
Contrasting portraits of email practices: visual approaches to reflection and analysis. AVI (2006)
Adam Perer
Making sense of social networks. CHI Extended Abstracts (2006)
Adam Perer, Ben Shneiderman
Balancing Systematic and Flexible Exploration of Social Networks. IEEE Trans. Vis. Comput. Graph. 12 (5) (2006)
Adam Perer, Ben Shneiderman, Douglas W. Oard
Using rhythms of relationships to understand e-mail archives. J. Assoc. Inf. Sci. Technol. 57 (14) (2006)
Eric A. Bier, Adam Perer
Icon abacus: positional display of document attributes. JCDL (2005)
Eric A. Bier, Adam Perer
Icon abacus and ghost icons. JCDL (2005)
Eric A. Bier, Adam Perer
Icon Abacus and Ghost Icons. Bull. IEEE Tech. Comm. Digit. Libr. 2 (1) (2005)