Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers
Donghao Ren, Saleema Amershi, Bongshin Lee, Jina Suh, Jason Williams
IEEE TVCG, VAST | August 2016
Publications
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FeatureInsight: Visual Support for Error-Driven Feature Ideation in Text Classification
Michael Brooks, Saleema Amershi, Bongshin Lee, Steven Drucker, Ashish Kapoor, Patrice Simard
IEEE VAST | October 2015
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ModelTracker: Redesigning Performance Analysis Tools for Machine Learning
Saleema Amershi, Max Chickering, Steven Drucker, Bongshin Lee, Patrice Simard, Jina Suh
Proceedings of the Conference on Human Factors in Computing Systems (CHI 2015) | April 2015
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Learning to Learn: Algorithmic Inspirations from Human Problem Solving
Ashish Kapoor, Bongshin Lee, Desney Tan, Eric Horvitz
April 2012
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Performance and Preferences: Interactive Refinement of Machine Learning Procedures
Ashish Kapoor, Bongshin Lee, Desney Tan, Eric Horvitz
April 2012
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Human-Guided Machine Learning for Fast and Accurate Network Alarm Triage
Saleema Amershi, Bongshin Lee, Ashish Kapoor, Ratul Mahajan, Blaine Christian
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence | July 2011
ISBN: 978-1-57735-515-1
Invited from CHI 2011 to Best Papers Track
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CueT: Human-Guided Fast and Accurate Network Alarm Triage
Saleema Amershi, Bongshin Lee, Ashish Kapoor, Ratul Mahajan, Blaine Christian
CHI | May 2011
Best Paper Honorable Mention
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NetClinic: Interactive Visualization to Enhance Automated Fault Diagnosis in Enterprise Networks
Zhicheng Liu, Bongshin Lee, Srikanth Kandula, Ratul Mahajan
Visual Analytics Science and Technology (VAST), 2010 IEEE Symposium on | October 2010
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Interactive Optimization for Steering Machine Classification
Ashish Kapoor, Bongshin Lee, Desney Tan, Eric Horvitz
CHI '10 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems | April 2010
ISBN: 978-1-60558-929-9
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EnsembleMatrix: Interactive Visualization to Support Machine Learning with Multiple Classifiers
Justin Talbot, Bongshin Lee, Ashish Kapoor, Desney Tan
CHI '09 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems | April 2009
ISBN: 978-1-60558-246-7
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Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers
Donghao Ren, Saleema Amershi, Bongshin Lee, Jina Suh, Jason Williams
IEEE TVCG, VAST | August 2016
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FeatureInsight: Visual Support for Error-Driven Feature Ideation in Text Classification
Michael Brooks, Saleema Amershi, Bongshin Lee, Steven Drucker, Ashish Kapoor, Patrice Simard
IEEE VAST | October 2015
-
Human-Guided Machine Learning for Fast and Accurate Network Alarm Triage
Saleema Amershi, Bongshin Lee, Ashish Kapoor, Ratul Mahajan, Blaine Christian
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence | July 2011
ISBN: 978-1-57735-515-1
Invited from CHI 2011 to Best Papers Track
-
CueT: Human-Guided Fast and Accurate Network Alarm Triage
Saleema Amershi, Bongshin Lee, Ashish Kapoor, Ratul Mahajan, Blaine Christian
CHI | May 2011
Best Paper Honorable Mention
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NetClinic: Interactive Visualization to Enhance Automated Fault Diagnosis in Enterprise Networks
Zhicheng Liu, Bongshin Lee, Srikanth Kandula, Ratul Mahajan
Visual Analytics Science and Technology (VAST), 2010 IEEE Symposium on | October 2010
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NetClinic: Interactive Visualization to Enhance Automated Fault Diagnosis in Enterprise Networks
Zhicheng Liu, Bongshin Lee, Srikanth Kandula, Ratul Mahajan
Visual Analytics Science and Technology (VAST), 2010 IEEE Symposium on | October 2010
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Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers
Donghao Ren, Saleema Amershi, Bongshin Lee, Jina Suh, Jason Williams
IEEE TVCG, VAST | August 2016
-
FeatureInsight: Visual Support for Error-Driven Feature Ideation in Text Classification
Michael Brooks, Saleema Amershi, Bongshin Lee, Steven Drucker, Ashish Kapoor, Patrice Simard
IEEE VAST | October 2015
-
ModelTracker: Redesigning Performance Analysis Tools for Machine Learning
Saleema Amershi, Max Chickering, Steven Drucker, Bongshin Lee, Patrice Simard, Jina Suh
Proceedings of the Conference on Human Factors in Computing Systems (CHI 2015) | April 2015
-
Performance and Preferences: Interactive Refinement of Machine Learning Procedures
Ashish Kapoor, Bongshin Lee, Desney Tan, Eric Horvitz
April 2012
-
Human-Guided Machine Learning for Fast and Accurate Network Alarm Triage
Saleema Amershi, Bongshin Lee, Ashish Kapoor, Ratul Mahajan, Blaine Christian
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence | July 2011
ISBN: 978-1-57735-515-1
Invited from CHI 2011 to Best Papers Track
-
CueT: Human-Guided Fast and Accurate Network Alarm Triage
Saleema Amershi, Bongshin Lee, Ashish Kapoor, Ratul Mahajan, Blaine Christian
CHI | May 2011
Best Paper Honorable Mention
-
Interactive Optimization for Steering Machine Classification
Ashish Kapoor, Bongshin Lee, Desney Tan, Eric Horvitz
CHI '10 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems | April 2010
ISBN: 978-1-60558-929-9
-
EnsembleMatrix: Interactive Visualization to Support Machine Learning with Multiple Classifiers
Justin Talbot, Bongshin Lee, Ashish Kapoor, Desney Tan
CHI '09 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems | April 2009
ISBN: 978-1-60558-246-7
-
-
-
ModelTracker: Redesigning Performance Analysis Tools for Machine Learning
Saleema Amershi, Max Chickering, Steven Drucker, Bongshin Lee, Patrice Simard, Jina Suh
Proceedings of the Conference on Human Factors in Computing Systems (CHI 2015) | April 2015
-
Learning to Learn: Algorithmic Inspirations from Human Problem Solving
Ashish Kapoor, Bongshin Lee, Desney Tan, Eric Horvitz
April 2012
-
Human-Guided Machine Learning for Fast and Accurate Network Alarm Triage
Saleema Amershi, Bongshin Lee, Ashish Kapoor, Ratul Mahajan, Blaine Christian
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence | July 2011
ISBN: 978-1-57735-515-1
Invited from CHI 2011 to Best Papers Track
-
CueT: Human-Guided Fast and Accurate Network Alarm Triage
Saleema Amershi, Bongshin Lee, Ashish Kapoor, Ratul Mahajan, Blaine Christian
CHI | May 2011
Best Paper Honorable Mention
-
EnsembleMatrix: Interactive Visualization to Support Machine Learning with Multiple Classifiers
Justin Talbot, Bongshin Lee, Ashish Kapoor, Desney Tan
CHI '09 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems | April 2009
ISBN: 978-1-60558-246-7
-
-
-
Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers
Donghao Ren, Saleema Amershi, Bongshin Lee, Jina Suh, Jason Williams
IEEE TVCG, VAST | August 2016
-
FeatureInsight: Visual Support for Error-Driven Feature Ideation in Text Classification
Michael Brooks, Saleema Amershi, Bongshin Lee, Steven Drucker, Ashish Kapoor, Patrice Simard
IEEE VAST | October 2015
-
ModelTracker: Redesigning Performance Analysis Tools for Machine Learning
Saleema Amershi, Max Chickering, Steven Drucker, Bongshin Lee, Patrice Simard, Jina Suh
Proceedings of the Conference on Human Factors in Computing Systems (CHI 2015) | April 2015
-
Learning to Learn: Algorithmic Inspirations from Human Problem Solving
Ashish Kapoor, Bongshin Lee, Desney Tan, Eric Horvitz
April 2012
-
Human-Guided Machine Learning for Fast and Accurate Network Alarm Triage
Saleema Amershi, Bongshin Lee, Ashish Kapoor, Ratul Mahajan, Blaine Christian
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence | July 2011
ISBN: 978-1-57735-515-1
Invited from CHI 2011 to Best Papers Track
-
CueT: Human-Guided Fast and Accurate Network Alarm Triage
Saleema Amershi, Bongshin Lee, Ashish Kapoor, Ratul Mahajan, Blaine Christian
CHI | May 2011
Best Paper Honorable Mention
-
NetClinic: Interactive Visualization to Enhance Automated Fault Diagnosis in Enterprise Networks
Zhicheng Liu, Bongshin Lee, Srikanth Kandula, Ratul Mahajan
Visual Analytics Science and Technology (VAST), 2010 IEEE Symposium on | October 2010
-
Interactive Optimization for Steering Machine Classification
Ashish Kapoor, Bongshin Lee, Desney Tan, Eric Horvitz
CHI '10 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems | April 2010
ISBN: 978-1-60558-929-9
-
EnsembleMatrix: Interactive Visualization to Support Machine Learning with Multiple Classifiers
Justin Talbot, Bongshin Lee, Ashish Kapoor, Desney Tan
CHI '09 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems | April 2009
ISBN: 978-1-60558-246-7
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Performance and Preferences: Interactive Refinement of Machine Learning Procedures
Ashish Kapoor, Bongshin Lee, Desney Tan, Eric Horvitz
April 2012
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People
Saleema Amershi
Partner Research Manager