| 2020 | ICPR | Random Forest Model and Sample Explainer for Non-experts in Machine Learning - Two Case Studies. | Dragutin Petkovic, A. Alavi, D. Cai, M. Wong |
| 2020 | PSB | AI Ethics and Values in Biomedicine - Technical Challenges and Solutions. | Dragutin Petkovic, Lester Kobzik, Reza Ghanadan |
| 2018 | FIE | 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 |
| 2018 | PSB | Improving the explainability of Random Forest classifier - user centered approach. | Dragutin Petkovic, Russ B. Altman, Mike Wong, Arthur Vigil |
| 2018 | PSB | Machine learning and deep analytics for biocomputing: Call for better explainability. | Dragutin Petkovic, Lester Kobzik, Christopher R |
| 2018 | PSB | 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 |
| 2016 | FIE | Using the random forest classifier to assess and predict student learning of Software Engineering Teamwork. | Dragutin Petkovic, Marc Sosnick-Prez, Kazunori Okada, Rainer Todtenhoefer, Shihong Huang, Nidhi Miglani, Arthur Vigil |
| 2014 | FIE | SETAP: Software engineering teamwork assessment and prediction using machine learning. | Dragutin Petkovic, Marc Sosnick-Prez, Shihong Huang, Rainer Todtenhoefer, Kazunori Okada, Swati Arora, Ramasubramanian Sreenivasen, Lorenzo Flores, Sonai Dubey |
| 2014 | ICPR | Microenvironment-Based Protein Function Analysis by Random Forest. | Kazunori Okada, Lorenzo Flores, Mike Wong, Dragutin Petkovic |
| 2012 | FIE | 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 |
| 2011 | FIE | Work in progress - Elassys: Online tool for teamwork analysis and assessment in software engineering education. | Alexandr Mamei, Rainer Todtenhoefer, Dragutin Petkovic |
| 2008 | ITiCSE | Assessment and comparison of local and global SW engineering practices in a classroom setting. | Dragutin Petkovic, Gary D. Thompson, Rainer Todtenhoefer |
| 2006 | ITiCSE | Teaching practical software engineering and global software engineering: evaluation and comparison. | Dragutin Petkovic, Gary D. Thompson, Rainer Todtenhoefer |
| 2000 | CVPR | 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 |
| 2000 | SIGIR | Phonetic confusion matrix based spoken document retrieval. | Savitha Srinivasan, Dragutin Petkovic |
| 1999 | SIGIR | CueVideo: Automated Video/Audio Indexing and Browsing (demonstration abstract). | Arnon Amir, Savitha Srinivasan, Dulce B. Ponceleon, Dragutin Petkovic |
| 1997 | ICIAP | Challenges and Opportunities for Pattern Recognition and Computer Vision Research in Year 2000 and Beyond. | Dragutin Petkovic |
| 1996 | SAC | Workshop on multimedia applications (abstract only). | Borko Furht, Dragutin Petkovic, Arturo Pizano |
| 1996 | SAC | 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 |
| 1995 | SIGMOD | The Query By Image Content (QBIC) System. | Jonathan Ashley, Myron Flickner, James L. Hafner, Denis Lee, Wayne Niblack, Dragutin Petkovic |
| 1994 | ICIP | 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 |
| 1994 | ICPR | Algorithms for automatic disk head/slider inspection. | Byron Dom, David Steele, Dragutin Petkovic, Lionel Kuhlmann |
| 1994 | ICPR | Indexing for complex queries on a query-by-content image database. | Denis Lee, Ron Barber, Wayne Niblack, Myron Flickner, Jim Hafner, Dragutin Petkovic |
| 1991 | CVPR | Computer vision hardware using the Radon transform. | W. B. Baringer, Robert W. Brodersen, Dragutin Petkovic |
| 1990 | ICPR | Design and implementation of a low-level image segmentation architecture-LISA. | W. E. Blanz, C. B. Shung, Charles E. Cox, W. Greiner, Byron Dom, Dragutin Petkovic |
| 1989 | CVPR | The need for accuracy verification of machine vision algorithms and systems. | Dragutin Petkovic |
| 1988 | CVPR | Experiments and evaluations of rule based methods in image analysis. | Wayne Niblack, Dragutin Petkovic, Dick Damian |
| 1988 | CVPR | On improving the accuracy of the Hough transform: theory, simulations, and experiments. | Wayne Niblack, Dragutin Petkovic |
| 1988 | ICPR | Robust multi-agent decision making in faulty environment. | Amotz Bar-Noy, Danny Dolev, Dragutin Petkovic |