Dragutin Petkovic

According to our database, Dragutin Petkovic authored at least 65 papers between 1981 and 2023.

Collaborative distances:

• Dijkstra number of three.
• Erdős number of three.

2023

San Francisco State University Graduate Certificate in Ethical AI - overview and early experiences.

Denise Kleinrichert, Carlos Montemayor, Dragutin Petkovic

Proceedings of the Post-event Proceedings of the AAAI Spring Symposium: Socially Responsible AI for Well-being (AAAI-SRAI 2023) co-located with Association for the Advancement of Artificial Intelligence 2023 Spring Symposium (AAAI-Spring Symposium 2023), 2023

2022

It is not "accuracy vs. explainability" - we need both for trustworthy AI systems.

Dragutin Petkovic

CoRR, 2022

2021

Search and visualization of gene-drug-disease interactions for pharmacogenomics and precision medicine research using GeneDive.

Mike Wong, Paul Previde, Jack Cole, Brook Thomas, Nayana Laxmeshwar, Emily K. Mallory, Jake Lever, Dragutin Petkovic, Russ B. Altman, Anagha Kulkarni

J. Biomed. Informatics, 2021

2020

AI Ethics and Values in Biomedicine - Technical Challenges and Solutions.

Dragutin Petkovic, Lester Kobzik, Reza Ghanadan

Proceedings of the Pacific Symposium on Biocomputing 2020, 2020

Random Forest Model and Sample Explainer for Non-experts in Machine Learning - Two Case Studies.

Dragutin Petkovic, A. Alavi, D. Cai, M. Wong

Proceedings of the Pattern Recognition. ICPR International Workshops and Challenges, 2020

2019

PathFXweb: a web application for identifying drug safety and efficacy phenotypes.

Jennifer L. Wilson, Mike Wong, Ajinkya Chalke, Nicholas Stepanov, Dragutin Petkovic, Russ B. Altman

Bioinform., 2019

2018

GeneDive: A gene interaction search and visualization tool to facilitate precision medicine.

Paul Previde, Brook Thomas, Mike Wong, Emily K. Mallory, Dragutin Petkovic, Russ B. Altman, Anagha Kulkarni

Proceedings of the Biocomputing 2018: Proceedings of the Pacific Symposium, 2018

Machine learning and deep analytics for biocomputing: Call for better explainability.

Dragutin Petkovic, Lester Kobzik, Christopher Ré

Proceedings of the Biocomputing 2018: Proceedings of the Pacific Symposium, 2018

Improving the explainability of Random Forest classifier - user centered approach.

Dragutin Petkovic, Russ B. Altman, Mike Wong, Arthur Vigil

Proceedings of the Biocomputing 2018: Proceedings of the Pacific Symposium, 2018

From Explaining How Random Forest Classifier Predicts Learning of Software Engineering Teamwork to Guidance for Educators.

Dragutin Petkovic, Sabiha H. Barlaskar, Jizhou Yang, Rainer Todtenhoefer

Proceedings of the IEEE Frontiers in Education Conference, 2018

2017

Data for Software Engineering Teamwork Assessment in Education Setting.

Dragutin Petkovic, Rainer Todtenhoefer, Shihong Huang

Dataset, June, 2017

2016

Using Learning Analytics to Assess Capstone Project Teams.

Dragutin Petkovic

Computer, 2016

Using the random forest classifier to assess and predict student learning of Software Engineering Teamwork.

Dragutin Petkovic, Marc Sosnick-Pérez, Kazunori Okada, Rainer Todtenhoefer, Shihong Huang, Nidhi Miglani, Arthur Vigil

Proceedings of the 2016 IEEE Frontiers in Education Conference, 2016

2014

Microenvironment-Based Protein Function Analysis by Random Forest.

Kazunori Okada, Lorenzo Flores, Mike Wong, Dragutin Petkovic

Proceedings of the 22nd International Conference on Pattern Recognition, 2014

SETAP: Software engineering teamwork assessment and prediction using machine learning.

Dragutin Petkovic, Marc Sosnick-Pérez, Shihong Huang, Rainer Todtenhoefer, Kazunori Okada, Swati Arora, Ramasubramanian Sreenivasen, Lorenzo Flores, Sonai Dubey

Proceedings of the IEEE Frontiers in Education Conference, 2014

2013

Toward objective and quantitative assessment and prediction of teamwork effectiveness in software engineering courses.

Shihong Huang, Dragutin Petkovic, Kazunori Okada, Marc H. Sosnick, Shenhaochen Zhu, Rainer Todtenhoefer

ACM SIGSOFT Softw. Eng. Notes, 2013

2012

Work in progress: A machine learning approach for assessment and prediction of teamwork effectiveness in software engineering education.

Dragutin Petkovic, Kazunori Okada, Marc H. Sosnick, Aishwarya Iyer, Shenhaochen Zhu, Rainer Todtenhoefer, Shihong Huang

Proceedings of the IEEE Frontiers in Education Conference, 2012

2011

Work in progress - Elassys: Online tool for teamwork analysis and assessment in software engineering education.

Alexandr Mamei, Rainer Todtenhoefer, Dragutin Petkovic

Proceedings of the 2011 Frontiers in Education Conference, 2011

2008

The G2 Project: Establishing A CSU "Grand Grid" for Scientific Computing in Research and Education.

Spiros H. Courellis, Katherine A. Kantardjieff, Robert Chun, Kimberly Cousins, Patrick Fleming, Nicholas Kioussis, Brooke Lustig, Dragutin Petkovic, Shantanu Sharma, William Thibault, Faramarz Valafar

Proceedings of the Innovative Techniques in Instruction Technology, 2008

Assessment and comparison of local and global SW engineering practices in a classroom setting.

Dragutin Petkovic, Gary D. Thompson, Rainer Todtenhoefer

Proceedings of the 13th Annual SIGCSE Conference on Innovation and Technology in Computer Science Education, 2008

2006

Teaching practical software engineering and global software engineering: evaluation and comparison.

Dragutin Petkovic, Gary D. Thompson, Rainer Todtenhoefer

Proceedings of the 11th Annual SIGCSE Conference on Innovation and Technology in Computer Science Education, 2006

2005

Asynchronous multimedia annotations for web-based collaboration in biology education.

Dragutin Petkovic, E. Lank, F. A. Ramirez, S. Raghavendra, F. Chen, C. Pekiner, A. Fregoso, A. Marquez

Proceedings of the Storage and Retrieval Methods and Applications for Multimedia 2005, 2005

2004

BioMedia: multimedia information systems for biology research, education, and collaboration.

E. Lank, Dragutin Petkovic, F. A. Ramirez-Weber, J. Hafernik, J. Hsieh, J. Maag, S. Pathuri, C. Pekiner, S. Raghavendra

Proceedings of the Storage and Retrieval Methods and Applications for Multimedia 2004, 2004

2001

Engineering the Web for Multimedia.

Savitha Srinivasan, Dulce B. Ponceleon, Arnon Amir, Brian Blanchard, Dragutin Petkovic

Proceedings of the Web Engineering, Software Engineering and Web Application Development, 2001

2000

On describing color and shape information in images.

Tanveer Fathima Syeda-Mahmood, Dragutin Petkovic

Signal Process. Image Commun., 2000

Phonetic confusion matrix based spoken document retrieval.

Savitha Srinivasan, Dragutin Petkovic

Proceedings of the SIGIR 2000: Proceedings of the 23rd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2000

Using Audio Time Scale Modification for Video Browsing.

Arnon Amir, Dulce B. Ponceleon, Brian Blanchard, Dragutin Petkovic, Savitha Srinivasan, G. Cohen

Proceedings of the 33rd Annual Hawaii International Conference on System Sciences (HICSS-33), 2000

CueVideo: A System for Cross-Modal Search and Browse of Video Databases.

Tanveer Fathima Syeda-Mahmood, Savitha Srinivasan, Arnon Amir, Dulce B. Ponceleon, Brian Blanchard, Dragutin Petkovic

Proceedings of the 2000 Conference on Computer Vision and Pattern Recognition (CVPR 2000), 2000

1999

CueVideo: Automated Video/Audio Indexing and Browsing (demonstration abstract).

Arnon Amir, Savitha Srinivasan, Dulce B. Ponceleon, Dragutin Petkovic

Proceedings of the SIGIR '99: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 1999

Towards robust features for classifying audio in the CueVideo system.

Savitha Srinivasan, Dragutin Petkovic, Dulce B. Ponceleon

Proceedings of the 7th ACM International Conference on Multimedia '99, Orlando, FL, USA, October 30, 1999

CueVideo: automated multimedia indexing and retrieval.

Dulce B. Ponceleon, Arnon Amir, Savitha Srinivasan, Tanveer Fathima Syeda-Mahmood, Dragutin Petkovic

Proceedings of the 7th ACM International Conference on Multimedia '99, Orlando, FL, USA, October 30, 1999

"What is in that Video Anyway?" In Search of Better Browsing.

Savitha Srinivasan, Dulce B. Ponceleon, Arnon Amir, Dragutin Petkovic

Proceedings of the IEEE International Conference on Multimedia Computing and Systems, 1999

1998

Updates to the QBIC System.

Wayne Niblack, Xiaoming Zhu, James L. Hafner, Thomas M. Breuel, Dulce B. Ponceleon, Dragutin Petkovic, Myron Flickner, Eli Upfal, Sigfredo I. Nin, Sanghoon Sull, Byron Dom, Boon-Lock Yeo, Savitha Srinivasan, Dan Zivkovic, Mike Penner

Proceedings of the Storage and Retrieval for Image and Video Databases VI, 1998

Key to Effective Video Retrieval: Effective Cataloging and Browsing.

Dulce B. Ponceleon, Savitha Srinivasan, Arnon Amir, Dragutin Petkovic, Dan Diklic

Proceedings of the 6th ACM International Conference on Multimedia '98, 1998

1997

Challenges and Opportunities for Pattern Recognition and Computer Vision Research in Year 2000 and Beyond.

Dragutin Petkovic

Proceedings of the Image Analysis and Processing, 9th International Conference, 1997

1996

Erratum.

Dragutin Petkovic

Real Time Imaging, 1996

Content-Based Representation and Retrieval of Visual Media: A State-of-the-Art Review.

Philippe Aigrain, HongJiang Zhang, Dragutin Petkovic

Multim. Tools Appl., 1996

Recent applications of IBM's query by image content (QBIC).

Dragutin Petkovic, Wayne Niblack, Myron Flickner, David Steele, Denis Lee, John Yin, Jim Hafner, Frank Tung, Harold Treat, Richard Dow, May Gee, Mimi Vo, Peter Vo, Bonnie J. Holt, Janet Hethorn, Kenneth Weiss, Peter Elliott, Colin Bird

Proceedings of the 1996 ACM Symposium on Applied Computing, 1996

Workshop on multimedia applications (abstract only).

Borko Furht, Dragutin Petkovic, Arturo Pizano

Proceedings of the 1996 ACM Symposium on Applied Computing, 1996

1995

Query by Image and Video Content: The QBIC System.

Myron Flickner, Harpreet S. Sawhney, Jonathan Ashley, Qian Huang, Byron Dom, Monika Gorkani, Jim Hafner, Denis Lee, Dragutin Petkovic, David Steele, Peter Yanker

Computer, 1995

Querying Multimedia Data from Multiple Repositories by Content: the Garlic Project.

William F. Cody, Laura M. Haas, Wayne Niblack, Manish Arya, Michael J. Carey, Ronald Fagin, Myron Flickner, Denis Lee, Dragutin Petkovic, Peter M. Schwarz, Joachim Thomas, Mary Tork Roth, John H. Williams, Edward L. Wimmers

Proceedings of the Visual Database Systems 3, 1995

Searching Images Using Ultimedia Manager.

Harold Treat, Ed Ort, J. Ho, Mimi Vo, J. S. Jang, L. Hall, Frank Tung, Dragutin Petkovic

Proceedings of the Storage and Retrieval for Image and Video Databases III, 1995

Automatic and Semiautomatic Methods for Image Annotation and Retrieval in Query by Image Content (QBIC).

Jonathan Ashley, Ron Barber, Myron Flickner, James L. Hafner, Denis Lee, Wayne Niblack, Dragutin Petkovic

Proceedings of the Storage and Retrieval for Image and Video Databases III, 1995

The Query By Image Content (QBIC) System.

Jonathan Ashley, Myron Flickner, James L. Hafner, Denis Lee, Wayne Niblack, Dragutin Petkovic

Proceedings of the 1995 ACM SIGMOD International Conference on Management of Data, 1995

Towards Heterogeneous Multimedia Information Systems: The Garlic Approach.

Michael J. Carey, Laura M. Haas, Peter M. Schwarz, Manish Arya, William F. Cody, Ronald Fagin, Myron Flickner, Allen Luniewski, Wayne Niblack, Dragutin Petkovic, Joachim Thomas, John H. Williams, Edward L. Wimmers

Proceedings of the Proceedings RIDE-DOM '95, Fifth International Workshop on Research Issues in Data Engineering, 1995

1994

Efficient and Effective Querying by Image Content.

Christos Faloutsos, Ron Barber, Myron Flickner, Jim Hafner, Wayne Niblack, Dragutin Petkovic, William Equitz

J. Intell. Inf. Syst., 1994

Indexing for complex queries on a query-by-content image database.

Denis Lee, Ron Barber, Wayne Niblack, Myron Flickner, Jim Hafner, Dragutin Petkovic

Proceedings of the 12th IAPR International Conference on Pattern Recognition, 1994

Algorithms for automatic disk head/slider inspection.

Byron Dom, David Steele, Dragutin Petkovic, Lionel Kuhlmann

Proceedings of the 12th IAPR International Conference on Pattern Recognition, 1994

Query by Image Content using Multiple Objects and Multiple Features: Use Interface Issues.

Denis Lee, Ron Barber, Wayne Niblack, Myron Flickner, Jim Hafner, Dragutin Petkovic

Proceedings of the Proceedings 1994 International Conference on Image Processing, 1994

Multimedia Manager: Query by Image Content and Its Applications.

Ron Barber, Myron Flickner, Jim Hafner, Denis Lee, Wayne Niblack, Dragutin Petkovic, Jonathan Ashley, T. McConnell, J. Ho, J. S. Jang, D. Berkowitz, Peter Yanker, Mimi Vo, D. Haas, D. Lassig, S. Tate, A. Chang, P. van Houten, J. Chang, T. Petersen, D. Lutrell, M. Snedden, P. Faust, C. Matteucci, M. Rayner, R. Peters, W. Beck, J. Witsett

Proceedings of the Spring COMPCON 94, Digest of Papers, San Francisco, California, USA, February 28, 1994

1993

Design and implementation of a low-level image segmentation architecture - LISA.

Wolf-Ekkehard Blanz, C. B. Shung, Charles E. Cox, W. Greiner, Byron Dom, Dragutin Petkovic

Mach. Vis. Appl., 1993

The QBIC Project: Querying Images by Content, Using Color, Texture, and Shape.

Wayne Niblack, Ron Barber, William Equitz, Myron Flickner, Eduardo H. Glasman, Dragutin Petkovic, Peter Yanker, Christos Faloutsos, Gabriel Taubin

Proceedings of the Storage and Retrieval for Image and Video Databases, 1993

1991

Machine vision in the 1990s: Applications and how to get there.

Dragutin Petkovic, J. Wilder, Masakazu Ejiri, Robert M. Haralick, Ramesh C. Jain, Peter A. Ruetz, Jack Sklansky, C. W. Swonger

Mach. Vis. Appl., 1991

Computer vision hardware using the Radon transform.

W. B. Baringer, Robert W. Brodersen, Dragutin Petkovic

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1991

1990

On improving the accuracy of the Hough transform.

Wayne Niblack, Dragutin Petkovic

Mach. Vis. Appl., 1990

1989

The need for accuracy verification of machine vision algorithms and systems.

Dragutin Petkovic

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1989

1988

Machine Vision Algorithms for Automated Inspection Thin-Film Disk Heads.

Jorge L. C. Sanz, Dragutin Petkovic

IEEE Trans. Pattern Anal. Mach. Intell., 1988

Projection-based high accuracy measurement of straight line edges.

Dragutin Petkovic, Wayne Niblack, Myron Flickner

Mach. Vis. Appl., 1988

Robust multi-agent decision making in faulty environment.

Amotz Bar-Noy, Danny Dolev, Dragutin Petkovic

Proceedings of the 9th International Conference on Pattern Recognition, 1988

On improving the accuracy of the Hough transform: theory, simulations, and experiments.

Wayne Niblack, Dragutin Petkovic

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1988

Experiments and evaluations of rule based methods in image analysis.

Wayne Niblack, Dragutin Petkovic, Dick Damian

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1988

1987

A Rule-Based System for Verifying Engineering Specifications in Industrial Visual Inspection Applications.

Dragutin Petkovic, Eric B. Hinkle

IEEE Trans. Pattern Anal. Mach. Intell., 1987

P³E: New Life for Projection-Based Image Processing.

Eric B. Hinkle, Jorge L. C. Sanz, Anil K. Jain, Dragutin Petkovic

J. Parallel Distributed Comput., 1987

Computing Multi-Colored Polygonal Masks in Pipeline Architectures and Its Application to Automated Visual Inspection.

Jorge L. C. Sanz, Its'hak Dinstein, Dragutin Petkovic

Commun. ACM, 1987

1981

A procedure for multimicroprocessor system testing during development.

Borko Furht, Dragutin Petkovic

Microprocess. Microsystems, 1981