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Dragutin Petkovic
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- affiliation: San Francisco State University, USA
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2020 – today
- 2023
- [c45]Denise Kleinrichert, Carlos Montemayor, Dragutin Petkovic:
San Francisco State University Graduate Certificate in Ethical AI - overview and early experiences. AAAI Spring Symposium: SRAI 2023: 61-62 - 2022
- [i1]Dragutin Petkovic:
It is not "accuracy vs. explainability" - we need both for trustworthy AI systems. CoRR abs/2212.11136 (2022) - 2021
- [j18]Mike Wong, Paul Previde, Jack Cole, Brook Thomas, Nayana Laxmeshwar, Emily K. Mallory, Jake Lever
, Dragutin Petkovic, Russ B. Altman, Anagha Kulkarni:
Search and visualization of gene-drug-disease interactions for pharmacogenomics and precision medicine research using GeneDive. J. Biomed. Informatics 117: 103732 (2021) - 2020
- [c44]Dragutin Petkovic, A. Alavi, D. Cai, M. Wong:
Random Forest Model and Sample Explainer for Non-experts in Machine Learning - Two Case Studies. ICPR Workshops (3) 2020: 62-75 - [c43]Dragutin Petkovic, Lester Kobzik, Reza Ghanadan:
AI Ethics and Values in Biomedicine - Technical Challenges and Solutions. PSB 2020: 731-735
2010 – 2019
- 2019
- [j17]Jennifer L. Wilson
PathFXweb: a web application for identifying drug safety and efficacy phenotypes. Bioinform. 35(21): 4504-4506 (2019) - 2018
- [c42]Dragutin Petkovic, Sabiha H. Barlaskar, Jizhou Yang, Rainer Todtenhoefer:
From Explaining How Random Forest Classifier Predicts Learning of Software Engineering Teamwork to Guidance for Educators. FIE 2018: 1-7 - [c41]Dragutin Petkovic, Russ B. Altman, Mike Wong, Arthur Vigil:
Improving the explainability of Random Forest classifier - user centered approach. PSB 2018: 204-215 - [c40]Paul Previde, Brook Thomas, Mike Wong, Emily K. Mallory, Dragutin Petkovic, Russ B. Altman, Anagha Kulkarni:
GeneDive: A gene interaction search and visualization tool to facilitate precision medicine. PSB 2018: 590-601 - [c39]Dragutin Petkovic, Lester Kobzik, Christopher Ré:
Machine learning and deep analytics for biocomputing: Call for better explainability. PSB 2018: 623-627 - 2017
- [d1]Dragutin Petkovic, Rainer Todtenhoefer, Shihong Huang:
Data for Software Engineering Teamwork Assessment in Education Setting. UCI Machine Learning Repository, 2017 - 2016
- [j16]Dragutin Petkovic:
Using Learning Analytics to Assess Capstone Project Teams. Computer 49(1): 80-83 (2016) - [c38]Dragutin Petkovic, Marc Sosnick-Pérez, Kazunori Okada, Rainer Todtenhoefer, Shihong Huang, Nidhi Miglani, Arthur Vigil:
Using the random forest classifier to assess and predict student learning of Software Engineering Teamwork. FIE 2016: 1-7 - 2014
- [c37]Dragutin Petkovic, Marc Sosnick-Pérez, Shihong Huang, Rainer Todtenhoefer, Kazunori Okada, Swati Arora, Ramasubramanian Sreenivasen, Lorenzo Flores, Sonai Dubey:
SETAP: Software engineering teamwork assessment and prediction using machine learning. FIE 2014: 1-8 - [c36]Kazunori Okada, Lorenzo Flores, Mike Wong, Dragutin Petkovic:
Microenvironment-Based Protein Function Analysis by Random Forest. ICPR 2014: 3138-3143 - 2013
- [j15]Shihong Huang, Dragutin Petkovic, Kazunori Okada, Marc H. Sosnick, Shenhaochen Zhu, Rainer Todtenhoefer:
Toward objective and quantitative assessment and prediction of teamwork effectiveness in software engineering courses. ACM SIGSOFT Softw. Eng. Notes 38(1): 7-9 (2013) - 2012
- [c35]Dragutin Petkovic, Kazunori Okada
Work in progress: A machine learning approach for assessment and prediction of teamwork effectiveness in software engineering education. FIE 2012: 1-3 - 2011
- [c34]Alexandr Mamei, Rainer Todtenhoefer, Dragutin Petkovic:
Work in progress - Elassys: Online tool for teamwork analysis and assessment in software engineering education. FIE 2011: 1
2000 – 2009
- 2008
- [c33]Dragutin Petkovic, Gary D. Thompson, Rainer Todtenhoefer:
Assessment and comparison of local and global SW engineering practices in a classroom setting. ITiCSE 2008: 78-82 - [p1]Spiros H. Courellis, Katherine A. Kantardjieff, Robert Chun, Kimberly Cousins, Patrick Fleming, Nicholas Kioussis, Brooke Lustig, Dragutin Petkovic, Shantanu Sharma, William Thibault, Faramarz Valafar
The G2 Project: Establishing A CSU "Grand Grid" for Scientific Computing in Research and Education. Innovative Techniques in Instruction Technology, E-learning, E-assessment, and Education 2008: 505-508 - 2006
- [c32]Dragutin Petkovic, Gary D. Thompson, Rainer Todtenhoefer:
Teaching practical software engineering and global software engineering: evaluation and comparison. ITiCSE 2006: 294-298 - 2005
- [c31]Dragutin Petkovic, E. Lank, F. A. Ramirez, S. Raghavendra, F. Chen, C. Pekiner, A. Fregoso, A. Marquez:
Asynchronous multimedia annotations for web-based collaboration in biology education. Storage and Retrieval Methods and Applications for Multimedia 2005: 108-113 - 2004
- [c30]E. Lank, Dragutin Petkovic, F. A. Ramirez-Weber, J. Hafernik, J. Hsieh, J. Maag, S. Pathuri, C. Pekiner, S. Raghavendra:
BioMedia: multimedia information systems for biology research, education, and collaboration. Storage and Retrieval Methods and Applications for Multimedia 2004: 351-359 - 2001
- [c29]Savitha Srinivasan, Dulce B. Ponceleon, Arnon Amir, Brian Blanchard, Dragutin Petkovic:
Engineering the Web for Multimedia. Web Engineering 2001: 77-89 - 2000
- [j14]Tanveer Fathima Syeda-Mahmood, Dragutin Petkovic:
On describing color and shape information in images. Signal Process. Image Commun. 16(1-2): 15-31 (2000) - [c28]Tanveer Fathima Syeda-Mahmood, Savitha Srinivasan, Arnon Amir
CueVideo: A System for Cross-Modal Search and Browse of Video Databases. CVPR 2000: 2786-2787 - [c27]Arnon Amir, Dulce B. Ponceleon, Brian Blanchard, Dragutin Petkovic, Savitha Srinivasan, G. Cohen:
Using Audio Time Scale Modification for Video Browsing. HICSS 2000 - [c26]Savitha Srinivasan, Dragutin Petkovic:
Phonetic confusion matrix based spoken document retrieval. SIGIR 2000: 81-87
1990 – 1999
- 1999
- [c25]Savitha Srinivasan, Dulce B. Ponceleon, Arnon Amir, Dragutin Petkovic:
"What is in that Video Anyway?" In Search of Better Browsing. ICMCS, Vol. 1 1999: 388-393 - [c24]Dulce B. Ponceleon, Arnon Amir, Savitha Srinivasan, Tanveer Fathima Syeda-Mahmood, Dragutin Petkovic:
CueVideo: automated multimedia indexing and retrieval. ACM Multimedia (2) 1999: 199 - [c23]Savitha Srinivasan, Dragutin Petkovic, Dulce B. Ponceleon:
Towards robust features for classifying audio in the CueVideo system. ACM Multimedia (1) 1999: 393-400 - [c22]Arnon Amir
CueVideo: Automated Video/Audio Indexing and Browsing (demonstration abstract). SIGIR 1999: 326 - 1998
- [c21]Dulce B. Ponceleon, Savitha Srinivasan, Arnon Amir
Key to Effective Video Retrieval: Effective Cataloging and Browsing. ACM Multimedia 1998: 99-107 - [c20]Wayne Niblack, Xiaoming Zhu, James L. Hafner, Thomas M. Breuel, Dulce B. Ponceleon, Dragutin Petkovic, Myron Flickner, Eli Upfal
Updates to the QBIC System. Storage and Retrieval for Image and Video Databases (SPIE) 1998: 150-161 - 1997
- [c19]Dragutin Petkovic:
Challenges and Opportunities for Pattern Recognition and Computer Vision Research in Year 2000 and Beyond. ICIAP (1) 1997: 1-5 - 1996
- [j13]Philippe Aigrain, HongJiang Zhang, Dragutin Petkovic:
Content-Based Representation and Retrieval of Visual Media: A State-of-the-Art Review. Multim. Tools Appl. 3(3): 179-202 (1996) - [j12]Dragutin Petkovic:
Erratum. Real Time Imaging 2(4): 265-266 (1996) - [c18]Borko Furht, Dragutin Petkovic, Arturo Pizano:
Workshop on multimedia applications (abstract only). SAC 1996: 1 - [c17]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:
Recent applications of IBM's query by image content (QBIC). SAC 1996: 2-6 - 1995
- [j11]Myron Flickner, Harpreet S. Sawhney, Jonathan Ashley, Qian Huang, Byron Dom, Monika Gorkani, Jim Hafner, Denis Lee, Dragutin Petkovic, David Steele, Peter Yanker:
Query by Image and Video Content: The QBIC System. Computer 28(9): 23-32 (1995) - [c16]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:
Towards Heterogeneous Multimedia Information Systems: The Garlic Approach. RIDE-DOM 1995: 124-131 - [c15]Jonathan Ashley, Myron Flickner, James L. Hafner, Denis Lee, Wayne Niblack, Dragutin Petkovic:
The Query By Image Content (QBIC) System. SIGMOD Conference 1995: 475 - [c14]Jonathan Ashley, Ron Barber, Myron Flickner, James L. Hafner, Denis Lee, Wayne Niblack, Dragutin Petkovic:
Automatic and Semiautomatic Methods for Image Annotation and Retrieval in Query by Image Content (QBIC). Storage and Retrieval for Image and Video Databases (SPIE) 1995: 24-35 - [c13]Harold Treat, Ed Ort, J. Ho, Mimi Vo, J. S. Jang, L. Hall, Frank Tung, Dragutin Petkovic:
Searching Images Using Ultimedia Manager. Storage and Retrieval for Image and Video Databases (SPIE) 1995: 204-213 - [c12]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:
Querying Multimedia Data from Multiple Repositories by Content: the Garlic Project. VDB 1995: 17-35 - 1994
- [j10]Christos Faloutsos
Efficient and Effective Querying by Image Content. J. Intell. Inf. Syst. 3(3/4): 231-262 (1994) - [c11]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:
Multimedia Manager: Query by Image Content and Its Applications. COMPCON 1994: 424-429 - [c10]Denis Lee, Ron Barber, Wayne Niblack, Myron Flickner, Jim Hafner, Dragutin Petkovic:
Query by Image Content using Multiple Objects and Multiple Features: Use Interface Issues. ICIP (2) 1994: 76-80 - [c9]Denis Lee, Ron Barber, Wayne Niblack, Myron Flickner, Jim Hafner, Dragutin Petkovic:
Indexing for complex queries on a query-by-content image database. ICPR (1) 1994: 142-146 - [c8]Byron Dom, David Steele, Dragutin Petkovic, Lionel Kuhlmann:
Algorithms for automatic disk head/slider inspection. ICPR (1) 1994: 295-300 - 1993
- [j9]Wolf-Ekkehard Blanz, C. B. Shung, Charles E. Cox, W. Greiner, Byron Dom, Dragutin Petkovic:
Design and implementation of a low-level image segmentation architecture - LISA. Mach. Vis. Appl. 6(4): 181-190 (1993) - [c7]Wayne Niblack, Ron Barber, William Equitz, Myron Flickner, Eduardo H. Glasman, Dragutin Petkovic, Peter Yanker, Christos Faloutsos, Gabriel Taubin:
The QBIC Project: Querying Images by Content, Using Color, Texture, and Shape. Storage and Retrieval for Image and Video Databases (SPIE) 1993: 173-187 - 1991
- [j8]Dragutin Petkovic, J. Wilder, Masakazu Ejiri, Robert M. Haralick, Ramesh C. Jain, Peter A. Ruetz, Jack Sklansky, C. W. Swonger:
Machine vision in the 1990s: Applications and how to get there. Mach. Vis. Appl. 4(2): 113-126 (1991) - [c6]W. B. Baringer, Robert W. Brodersen, Dragutin Petkovic:
Computer vision hardware using the Radon transform. CVPR 1991: 508-513 - 1990
- [j7]Wayne Niblack, Dragutin Petkovic:
On improving the accuracy of the Hough transform. Mach. Vis. Appl. 3(2): 87-106 (1990) - [c5]W. E. Blanz, C. B. Shung, Charles E. Cox, W. Greiner, Byron Dom, Dragutin Petkovic:
Design and implementation of a low-level image segmentation architecture-LISA. ICPR (2) 1990: 413-431
1980 – 1989
- 1989
- [c4]Dragutin Petkovic:
The need for accuracy verification of machine vision algorithms and systems. CVPR 1989: 439-440 - 1988
- [j6]Dragutin Petkovic, Wayne Niblack, Myron Flickner:
Projection-based high accuracy measurement of straight line edges. Mach. Vis. Appl. 1(3): 183-199 (1988) - [j5]Jorge L. C. Sanz, Dragutin Petkovic:
Machine Vision Algorithms for Automated Inspection Thin-Film Disk Heads. IEEE Trans. Pattern Anal. Mach. Intell. 10(6): 830-848 (1988) - [c3]Wayne Niblack, Dragutin Petkovic, Dick Damian:
Experiments and evaluations of rule based methods in image analysis. CVPR 1988: 123-128 - [c2]Wayne Niblack, Dragutin Petkovic:
On improving the accuracy of the Hough transform: theory, simulations, and experiments. CVPR 1988: 574-579 - [c1]Amotz Bar-Noy, Danny Dolev, Dragutin Petkovic:
Robust multi-agent decision making in faulty environment. ICPR 1988: 966-970 - 1987
- [j4]Jorge L. C. Sanz, Its'hak Dinstein, Dragutin Petkovic:
Computing Multi-Colored Polygonal Masks in Pipeline Architectures and Its Application to Automated Visual Inspection. Commun. ACM 30(4): 318-329 (1987) - [j3]Eric B. Hinkle, Jorge L. C. Sanz, Anil K. Jain, Dragutin Petkovic:
P3E: New Life for Projection-Based Image Processing. J. Parallel Distributed Comput. 4(1): 45-78 (1987) - [j2]Dragutin Petkovic, Eric B. Hinkle:
A Rule-Based System for Verifying Engineering Specifications in Industrial Visual Inspection Applications. IEEE Trans. Pattern Anal. Mach. Intell. 9(2): 306-311 (1987) - 1981
- [j1]Borko Furht, Dragutin Petkovic:
A procedure for multimicroprocessor system testing during development. Microprocess. Microsystems 5(7): 313-317 (1981)
Coauthor Index
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