Vincent Oria
Chair, Ying Wu College of Computing
- vincent.oria@njit.edu
- 973-596-5767
- 4302 Guttenberg Information Technologies Center (GITC)
Education
Ph.D.
2026 Fall Courses
CS 631 - DATA MGT SYSTEMS DESIGN
CS 790A - DOCT DISSERTATION & RES
IS 701B - MASTER'S THESIS
IS 725 - INDEPENDENT STUDY I
IS 790A - DOCT DISSERTATION & RES
IT 488 - INDEPENDENT STUDY
CS 725 - INDEPENDENT STUDY I
CS 726 - INDEPENDENT STUDY II
IS 491 - SENIOR PROJECT - IS
IS 792 - PRE-DOCTORAL RESEARCH
CS 489 - COMPUTER SCIENCE RESEARCH PROJ
IS 488 - INDEPENDENT STUDY IN INFO
IS 776 - IS RESEARCH STUDY
CS 700B - MASTER'S PROJECT
IS 700B - MASTER'S PROJECT
IS 726 - INDEPENDENT STUDY II
CS 488 - INDEPENDENT STUDY IN CS
CS 792 - PRE-DOCTORAL RESEARCH
IS 489 - INFO UNDERGRAD THESIS RESEARCH
CS 701B - MASTER'S THESIS
Past Courses
CS 431: INTRO DATABASE SYSTEMS
CS 631: DATA MANAGEMENT SYSTEM DESIGN
CS 631: DATA MGT SYSTEMS DESIGN
CS 632: ADV DATABASE SYS DESIGN
CS 731: APP OF DATA BASE SYST
MIS 645: INFORMTN SYSTEMS PRINCIPLES
Research Interests
Multimedia Databases, Spatio-temporal Databases, Recommender Systems
Journal Article
Patrick M. O'Keefe, Viacheslav Sadykov, Alexander G. Kosovichev, Irina N. Kitiashvili, Vincent Oria, Gelu M. Nita, Fraila Francis, Chun-Jie Chong, Paul Kosovich, Aatiya Ali, Russell D. Marroquin. 2024. "The Random Hivemind: An ensemble deep learning application to the solar energetic particle prediction problem." Advances in Space Research, vol. 74, no. 12, pp. 6252-6263.
Paul A. Kosovich, Alexander G. Kosovichev, Viacheslav M. Sadykov, Spiridon Kasapis, Irina N. Kitiashvili, Patrick M. O'Keefe, Aatiya Ali, Vincent Oria, Samuel Granovsky, Chun Jie Chong, Gelu M. Nita. 2024. "Time Series of Magnetic Field Parameters of Merged MDI and HMI Space-weather Active Region Patches as Potential Tool for Solar Flare Forecasting." Astrophys.J., vol. 972, no. 2, pp. 169.
Aatiya Ali, Viacheslav Sadykov, Alexander G. Kosovichev, Irina N. Kitiashvili, Vincent Oria, Gelu M. Nita, Egor Illarionov, Patrick M. O'Keefe, Fraila Francis, Chun-Jie Chong, Paul Kosovich, Russell D. Marroquin. 2024. "Predicting Solar Proton Events of Solar Cycles 22-24 Using GOES Proton and Soft-X-Ray Flux Features." Astrophys. J. Suppl., vol. 270, no. 1, pp. 15.
Russell D. Marroquin, Viacheslav Sadykov, Alexander G. Kosovichev, Irina N. Kitiashvili, Vincent Oria, Gelu M. Nita, Egor Illarionov, Patrick M. O'Keefe, Fraila Francis, Chun Jie Chong, Paul Kosovich, Aatiya Ali. 2023. "Statistical Study of the Correlation between Solar Energetic Particles and Properties of Active Regions." Astrophys.J., vol. 952, no. 2, pp. 97.
Aatiya Ali, Viacheslav Sadykov, Alexander G. Kosovichev, Irina N. Kitiashvili, Vincent Oria, Gelu M. Nita, Egor Illarionov, Patrick M. O'Keefe, Fraila Francis, Chun-Jie Chong, Paul Kosovich, Russell D. Marroquin. 2023. "Predicting Solar Proton Events of Solar Cycles 22-24 using GOES Proton \& Soft X-Ray Flux Statistics." arXiv e-prints, pp. arXiv:2303.05446.
Patrick M. O'Keefe, Viacheslav Sadykov, Alexander G. Kosovichev, Irina N. Kitiashvili, Vincent Oria, Gelu M. Nita, Fraila Francis, Chun-Jie Chong, Paul Kosovich, Aatiya Ali, Russell D. Marroquin. 2023. "The Random Hivemind: An Ensemble Deep Learner. A Case Study of Application to Solar Energetic Particle Prediction Problem." arXiv e-prints, pp. arXiv:2303.08092.
Gelu M. Nita, Azim Ahmadzadeh, Serena Criscuoli, Alisdair Davey, Dale E. Gary, Manolis Georgoulis, Neal Hurlburt, Irina Kitiashvili, Dustin Kempton, Alexander G. Kosovichev, Piet Martens, Ryan McGranaghan, Vincent Oria, Kevin Reardon, Viacheslav Sadykov, Ryan Timmons, Haimin Wang, Wang, Jason T.~L.. 2022. "Revisiting the Solar Research Cyberinfrastructure Needs: A White Paper of Findings and Recommendations." arXiv e-prints, pp. arXiv:2203.09544.
Gelu M. Nita, Manolis Georgoulis, Irina Kitiashvili, Viacheslav Sadykov, Enrico Camporeale, Alexand er Kosovichev, Haimin Wang, Vincent Oria, Jason T. Wang, Rafal Angryk, Berkay Aydin, Azim Ahmadzadeh, Xiaoli Bai, Timothy Bastian, Soukaina Filali Boubrahimi, Bin Chen, Alisdair Davey, Sheldon Fereira, Gregory David Fleishman, Dale E. Gary, Andrew J. Gerrard, Gregory Hellbourg, Katherine Herbert, Jack Ireland, Egor Illarionov, Natsuha Kuroda, Qin Li, Chang Liu, Yuexin Liu, Hyomin Kim, Dustin Kempton, Ruizhe Ma, Petrus Martens, Ryan McGranaghan, Edward Semones, John Stefan, Andrey Stejko, Yaireska Collado-Vega, Meiqi Wang, Yan Xu, Sijie Yu. 2020. "Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations." arXiv e-prints, pp. arXiv:2006.12224.
Gelu M. Nita, Rafal Angryk, Berkay Aydin, Juan Banda, Tim Bastian, Tom Berger, Veronica Bindi, Laura Boucheron, Wenda Cao, Eric Christian, Georgia de
Nolfo, Edward DeLuca, Marc DeRosa, Cooper Downs, Gregory David Fleishman, Olac Fuentes, Dale E. Gary, Frank Hill, Todd Hoeksema, Qiang Hu, Raluca Ilie, Jack Ireland, Farzad Kamalabadi, Kelly Korreck, Alexander G. Kosovichev, Jessica Lin, Noe Lugaz, Anthony Mannucci, Nagi Mansour, Petrus Martens, Leila Mays, James McAteer, Scott W. McIntosh, Vincent Oria, David Pan, Marco Panesi, W. Dean Pesnell, Alexei Pevtsov, Valentin Pillet, Laurel Rachmeler, Aaron Ridley, Ludger Scherliess, Gabor Toth, Marco Velli, Stephen White, Jie Zhang, Shasha Zou. 2018. "Roadmap for Reliable Ensemble Forecasting of the Sun-Earth System." arXiv e-prints, pp. arXiv:1810.08728.
Shubha Ranjan, V Sadykov, Vincent Oria, Gelu M. Nita, Alexander G. Kosovichev. 2017. "Heliophysics Portal-Multi-Instrument Database of Solar Flares." NASA Report.
Michael E. Houle, Xiguo Ma, Vincent Oria, Jichao Sun. 2017. "Query Expansion for Content-Based Similarity Search Using Local and Global Features." Multimedia Computing, Communications, and Applications (TOMM), vol. 13, no. 3, pp. 1-25.
Michael E Houle, Xiguo Ma, Vincent Oria, Jichao Sun. 2016. "Efficient Similarity Search within User-Specified Projective Subspaces." Information Systems Journal , vol. 59, pp. 2-14.
Dana Codreanu, Vincent Oria, André Péninou, Florence Sèdes. 2016. "Spatio-temporal metadata filtering and synchronising in video-surveillance." Ingénierie des Systèmes d'Information, vol. 21, no. 3, pp. 75-91.
Michael E Houle, Ma Xiguo, Vincent Oria. 2015. "Effective and Efficient Algorithms for Flexible Aggregate." IEEE Transactions on Knowledge and Data Engineering (TKDE), vol. 27, no. 12, pp. 3258-3273 .
Iulian Sandu Popa, Karine Zeitouni, Vincent Oria, Ahmed Kharrat. 2015. "Spatio-temporal compression of trajectories in road networks." GeoInformatica, vol. 19, no. 1, pp. 117-145 .
Michael Houle, Xiguo Ma, Vincent Oria, Jichao Sun. 2014. "Improving the quality of K-NN graphs through vector sparsification: application to image databases." International Journal of Multimedia Information Retrieval, vol. 3, no. 4, pp. 259-274.
Yi Yu, Roger Zimmermann, Ye Wang, Vincent Oria. 2013. "Scalable Content-Based Music Retrieval Using Chord Progression Histogram and Tree-Structure LSH." IEEE Transactions on Multimedia , vol. 15, no. 8, pp. 1969-1981 .
Michael Houle, Vincent Oria, Shin'ichi Satoh, Jichao Sun. 2013. "Annotation Propagation in Image Databases Using Similarity Graphs." ACM Transactions on Multimedia Computing, Communications and Applications (TOMCCAP), vol. 10, no. 1.
Iulian Sandu Popa, Karine Zeitouni, Vincent Oria, Dominique Barth, Sandrine Vial. 2011. "Indexing in-network trajectory flows." VLDB Journal, vol. 20, no. 5, pp. 643-669.
Zhang Li, Michael P. Bieber, Min Song, Vincent Oria, David Millard. 2011. "Supplementing virtual documents with just-in-time hypermedia functionality." International Journal on Digital Libraries.
Yi Yu, Kazuki Joe, Vincent Oria, Fabian Moerchen, Stephen J. Downie, Lei Chen, . 2009. "Multi-Version Music Search Using Acoustic Feature Union and Exact Soft mapping." In International Journal of Semantic Computing (IJSC), vol. 3, no. 2, pp. 209-234.
Conference Proceeding
"Open Science Portal for Solar Energetic Particle Prediction (SEP3)"
December, 2023.
December, 2023.
"Predicting SEP All-Clear Periods With Random Hivemind Classifiers"
October (4th Quarter/Autumn), 2023.
October (4th Quarter/Autumn), 2023.
"Using Random Hivemind Classifiers to Predict All-Clear SEP Events"
October (4th Quarter/Autumn), 2023.
October (4th Quarter/Autumn), 2023.
"Practices for Using Data-Centric Machine Learning with Imbalanced Classes: A Case of SPE Occurrence Prediction"
December, 2022.
December, 2022.
"All-Clear Prediction of Solar Proton Events with Machine Learning"
October (4th Quarter/Autumn), 2022.
October (4th Quarter/Autumn), 2022.
"Compression of Solar Spectroscopic Observations: a Case Study of Mg II k Spectral Line Profiles Observed by NASA's IRIS Satellite"
IEEE, June, 2021.
IEEE, June, 2021.
"Interactive Multi-Instrument Database of Solar Flares (IMIDSF)"
August, 2017.
August, 2017.
"UCS: Ultimate Course Search"
14th International Workshop on Content-Based Multimedia Indexing, June, 2016.
14th International Workshop on Content-Based Multimedia Indexing, June, 2016.
"Indexing Multimedia Learning Materials in Ultimate Course Search"
Proc. of The 14th International Workshop on Content-Based Multimedia Indexing (CBMI '16), June, 2016.
Proc. of The 14th International Workshop on Content-Based Multimedia Indexing (CBMI '16), June, 2016.
"Flexible Aggregate Similarity Search in High-Dimensional Data Sets"
International Conference on Similarity Search and Application , October (4th Quarter/Autumn), 2015.
International Conference on Similarity Search and Application , October (4th Quarter/Autumn), 2015.
"Efficient Algorithms for Similarity Search in Axis-Aligned Subspaces"
7th International Conference on Similarity Search and Applications, October (4th Quarter/Autumn), 2014.
7th International Conference on Similarity Search and Applications, October (4th Quarter/Autumn), 2014.
"Improving the Quality of K-NN Graphs for Image Databases through Vector Sparsification"
International Conference on Multimedia Retrieval, ICMR '14, April (2nd Quarter/Spring), 2014.
International Conference on Multimedia Retrieval, ICMR '14, April (2nd Quarter/Spring), 2014.
"Slide localization in video sequence by using a rapid and suitable segmentation in marginal space"
Proceedings of SPIE Volume 9015, Color Imaging XIX: Displaying, Processing, Hardcopy, and Applications, January (1st Quarter/Winter), 2014.
Proceedings of SPIE Volume 9015, Color Imaging XIX: Displaying, Processing, Hardcopy, and Applications, January (1st Quarter/Winter), 2014.
"Dimensional Testing for Multi-Step Similarity Search"
IEEE International Conference on Data Mining, December, 2012.
IEEE International Conference on Data Mining, December, 2012.
"Recognition and Summarization of Chord Progressions and their Application to Music Information Retrieval"
IEEE International Symposium on Multimedia, December, 2012.
IEEE International Symposium on Multimedia, December, 2012.
"Towards a Privacy Preserving Personal Photo Album Manager with Semantic Classification, Indexing and Querying Capabilities"
ACM International Conference on Multimedia, November, 2011.
ACM International Conference on Multimedia, November, 2011.
"Knowledge propagation in large image databases using neighborhood information"
ACM International Conference on Multimedia, November, 2011.
ACM International Conference on Multimedia, November, 2011.
"Job opportunities and career perspective for fresh graduates of the multimedia community"
ACM Multimedia 2011, November, 2011.
ACM Multimedia 2011, November, 2011.
"Active caching for similarity queries based on shared-neighbor information"
October (4th Quarter/Autumn), 2010.
October (4th Quarter/Autumn), 2010.
"Combining Multi-Probe Histogram and Order-Statistics Based LSH for Scalable Audio Content Retrieval"
Proceedings of ACM international conference on Multimedia (ACM MM’10), October (4th Quarter/Autumn), 2010.
Proceedings of ACM international conference on Multimedia (ACM MM’10), October (4th Quarter/Autumn), 2010.
"Recommender system for MIR research community"
Proceedings of the 2010 Joint International Conference on Digital Libraries, June, 2010.
Proceedings of the 2010 Joint International Conference on Digital Libraries, June, 2010.
"PARINET: A Tunable Access Method for in-Network Trajectories"
26th IEEE International Conference on Data Engineering, March, 2010.
26th IEEE International Conference on Data Engineering, March, 2010.
"A Partial Order Based Active Cache for Recommender Systems"
Third ACM Conference on Recommender Systems, November, 2009.
Third ACM Conference on Recommender Systems, November, 2009.
"Local summarization and multi-level LSH for retrieving multi-variant audio tracks"
Proceedings of the 17th International Conference on Multimedia 2009 (ACM MM’09), ACM, October (4th Quarter/Autumn), 2009.
Proceedings of the 17th International Conference on Multimedia 2009 (ACM MM’09), ACM, October (4th Quarter/Autumn), 2009.
"GRE: Hybrid Recommendations for NSDL Collections"
Joint Conference on Digital Libraries, June, 2009.
Joint Conference on Digital Libraries, June, 2009.
Other
"Development of Intelligent Databases and Analysis Tools for Heliophysics"
Wiley, January (1st Quarter/Winter), 2022.
Wiley, January (1st Quarter/Winter), 2022.
Chapter
Vincent Oria, Ying Li, Chitra Dorai, Michael E Houle. "Multimedia Databases: Description, Analysis, Modeling and Retrieval." pp. 14: 1-28. Computing Handbook, 2014.