Publications

Author profiles on: Google Scholar, ACM Digital Library, SCOPUS, DBLP, Semantic Scholar, Microsoft Academic, Research Gate

Journal Articles (8)

• Novak, D. & Zezula, P. (2016). PPP-Codes for Large-Scale Similarity Searching. Transactions on Large-Scale Data- and Knowledge-Centered Systems XXIV. Vol. 9510 of LNCS pp 61-87. doi:10.1007/978-3-662-49214-7_2

• Novak, D. (2015). Multi-modal Similarity Retrieval with Distributed Key-value Store. Mobile Networks and Applications, 1–12. doi:10.1007/s11036-014-0561-4

• Kozák, Å ., Novák, D., & Zezula, P. (2014). Privacy-preserving Outsourced Similarity Search. Journal of Database Management. IGI Global, 25 (3), p. 48-71. doi:10.4018/jdm.2014070103

• Novak, D., & Zezula, P. (2014). Performance Study of Independent Anchor Spaces for Similarity Searching. The Computer Journal, Oxford, UK: Oxford University Press, 57 (11), p. 1741-1755. doi:10.1093/comjnl/bxt114

• Novak, D., Batko, M., & Zezula, P. (2012). Large-scale similarity data management with distributed Metric Index. Information Processing & Management, 48(5), 855–872. doi:10.1016/j.ipm.2010.12.004

• Novak, D., Batko, M., & Zezula, P. (2011). Metric Index: An Efficient and Scalable Solution for Precise and Approximate Similarity Search. Information Systems, 36(4), 721–733. doi:10.1016/j.is.2010.10.002

• Batko, M., Falchi, F., Lucchese, C., Novak, D., Perego, R., Rabitti, F., Sedmidubsky, J., Zezula, P. (2010). Building a web-scale image similarity search system. Multimedia Tools and Applications, 47(3), 599–629. doi:10.1007/s11042-009-0339-z

• Batko, M., Novak, D., Falchi, F., & Zezula, P. (2008). Scalability comparison of Peer-to-Peer similarity search structures. Future Generation Computer Systems, 24(8), 834–848. doi:10.1016/j.future.2007.07.012

Conference Proceeding (25)

2016

• Boytsov, L., Novak, D., Malkov, Y. & Nyberg, E. (2016). Off the Beaten Path: Let’s Replace Term-Based Retrieval with k-NN Search. In Proceedings of CIKM ’16. doi:10.1145/2983323.2983815, extended version at Arxiv
• Mic, V., Novak, D. & Zezula. P. (2016). Speeding up Similarity Search by Sketches. In Proceedings of SISAP ’16. publisher site
• Mic, V., Novak, D. & Zezula. P. (2016). Designing Sketches for Similarity Filtering. In Proceedings of Data Mining Workshops (ICDMW), 2016 IEEE 16th International Conference on Data Mining. publisher site

2015

• Novak, D., Batko, M. & Zezula, P. (2015). Large-scale Image Retrieval using Neural Net Descriptors. In Proceedings of SIGIR ’15. doi:10.1145/2766462.2767868
• Novak, D., Cech, J. & Zezula. P. (2015). Efficient Image Search with Neural Net Features. In Proceedings of SISAP ’15. doi:10.1007/978-3-319-25087-8_22
• Mic, V., Novak, D. & Zezula. P. (2015). Improving Sketches for Similarity Search. In Proceedings of MEMICS 2015. pp 45-57. PDF

2014

• Novak, D. (2015). Multi-modal Similarity Retrieval with a Shared Distributed Data Store. In Scalable Information Systems (Vol. 139, pp. 28–37). Springer International Publishing. doi:10.1007/978-3-319-16868-5_3

• Novak, D. & Zezula, P. (2014). Rank Aggregation of Candidate Sets for Efficient Similarity Search. In Database and Expert Systems Applications: 25th Internation Conference, DEXA 2014.
  LNCS Vol. 8645, pp. 42-58. Springer. doi:10.1007/978-3-319-10085-2_4. (Best paper of DEXA 2014)

2012

• Kozak, S., Novak, D. & Zezula, P. (2012). Secure Metric-Based Index for Similarity Cloud. In Secure Data Management (Vol. 7482, pp. 130–147). Springer Berlin / Heidelberg. doi:10.1007/978-3-642-32873-2_9

• Novak, D., Volny, P. & Zezula, P. (2012). Generic Subsequence Matching Framework: Modularity, Flexibility, Efficiency. In Database and Expert Systems Applications (Vol. 7447, pp. 256–265). Springer Berlin / Heidelberg. doi:10.1007/978-3-642-32597-7_23

• Lokoč, J., Novak, D., Batko, M. & Skopal, T. (2012). Visual Image Search: Feature Signatures or/and Global Descriptors. In Similarity Search and Applications (Vol. 7404, pp. 177–191). Springer Berlin/Heidelberg.  doi:10.1007/978-3-642-32153-5_13

2011

• Kyselak, M., Novak, D. & Zezula, P. (2011). Stabilizing the recall in similarity search. In SISAP 2011: Proceedings of the Fourth International Conference on SImilarity Search and APplications (pp. 43–49). ACM Press, New York, USA. doi:10.1145/1995412.1995422

2010

• Jurkas, P., Stefina, M., Novak, D. & Batko, M. (2010). Audio similarity retrieval engine. In Proceedings of the Third International Conference on SImilarity Search and APplications (pp. 121–122). ACM Press, New York, USA. doi:10.1145/1862344.1862365

• Novak, D., Kyselak, M. & Zezula, P. (2010). On locality-sensitive indexing in generic metric spaces. In Proceedings of the Third International Conference on SImilarity Search and APplications (pp. 59–66). ACM Press, New York, USA. doi:10.1145/1862344.1862354

2009

• Novak, D., Batko, M. & Zezula, P. (2009). Generic similarity search engine demonstrated by an image retrieval application. In Proceedings of SIGIR ’09 (p. 840). ACM Press, New York, NY, USA. doi:10.1145/1571941.1572160

• Batko, M., Kohoutkova, P. & Novak, D. (2009). CoPhIR Image Collection under the Microscope. In Proceedings of the 2009 Second International Workshop on Similarity Search and Applications (pp. 47–54). IEEE Computer Society, Washington, DC, USA. doi:10.1109/SISAP.2009.25

• Novak, D. & Batko, M. (2009). Metric Index: An Efficient and Scalable Solution for Similarity Search. In Proceedings of the 2009 Second International Workshop on Similarity Search and Applications (pp. 65–73). IEEE Computer Society, Washington, DC, USA. doi:10.1109/SISAP.2009.26

• Zezula, P., Batko, M., Dohnal, V., Novák, D. & Sedmidubský, J. (2009). Similarity Search in Large Collections of Biometric Data. In NATO RTO Modelling and Simulation Group Symposium (pp. 1–13). Brussels: NATO Research and Technology Organisation. link

• Batko, M., Dohnal, V., Novak, D. & Sedmidubsky, J. (2009). MUFIN: A Multi-feature Indexing Network. In 2009 Second International Workshop on Similarity Search and Applications (pp. 158–159). IEEE Comp. Society, Washington, DC, USA. doi:10.1109/SISAP.2009.24

2008

• Novak, D., Batko, M. & Zezula, P. (2008). Web-scale system for image similarity search: When the dreams are coming true. In 2008 International workshop on content-based multimedia indexing (pp. 446–453). IEEE. doi:10.1109/CBMI.2008.4564981

• Novák, D., Batko, M. & Zezula, P. (2008). Content-based Image Retrieval on the Web. In Proceedings of the Poster and Demonstration Paper Track of the 1st Future Internet Symposium (FIS 2008) (pp. 1–3). Vienna: CEUR Workshop Proceedings. link

• Dohnal, V., Sedmidubský, J., Zezula, P. & Novák, D. (2008). Similarity Searching: Towards Bulk-loading Peer-to-Peer Networks. In 1st International Workshop on Similarity Search and Applications (SISAP 2008) (pp. 87–94). IEEE Comp. Society. Washington, DC, USA. doi:10.1109/ICDEW.2008.4498348

2007

• Batko, M., Novak, D. & Zezula, P. (2007). MESSIF: Metric Similarity Search Implementation Framework. In Digital Libraries: Research and Development (Vol. LNCS 4877, pp. 1–10). Springer. doi:10.1007/978-3-540-77088-6

• Novák, D. (2007). Image Similarity Search: Theory and Practice. In MEMICS 2007: Third Doctoral Workshop on Mathematical and Engineering Methods in Computer Science (pp. 154–160). MU and TUB, Brno, Czech Republic. link

• Novák, D. & Zezula, P. (2007). LOBS: Load Balancing for Similarity Peer-to-Peer Structures. In Databases Information Systems and Peer-to-Peer Computing 2007 (pp. 1–8). link

2006

• Novák, D. (2006). Load Balancing in Peer-to-Peer Data Networks. In MEMICS 2006, 2nd Doctoral Workshop on Mathematical and Engineering Methods in Computer Science (pp. 151–157). Brno University of Technology. link

• Batko, M., Novak, D., Falchi, F. & Zezula, P. (2006). On scalability of the similarity search in the world of peers. In Proceedings of the 1st international conference on Scalable information systems – InfoScale ’06 (pp. 1-12). New York, USA, NY, USA: ACM Press. doi:10.1145/1146847.1146867

• Novak, D. & Zezula, P. (2006). M-Chord: A Scalable Distributed Similarity Search Structure. In Proceedings of the 1st international conference on Scalable information systems – InfoScale ’06 (pp. 1–10). New York, USA, NY, USA: ACM Press. doi:10.1145/1146847.1146866

Other: Technical Reports, Book Chapters, Thesis (5)

• Novak, D., Volny, P. & Zezula, P. (2012). Generic Subsequence Matching Framework: Modularity, Flexibility, Efficiency (pp. 1–15). arXiv:1206.2510v1. doi:arXiv:1206.2510v1

• Volny, P., Novak, D. & Zezula, P. (2011). Employing Subsequence Matching in Audio Data Processing. Faculty of Informatics, MU, Brno. FIMU-RS-2011-04 (p. 27). link

• Novak, D. (2008). Similarity Search on a Very Large Scale. Masaryk University, Brno, Czech Republic. PhD Thesis. (p. 157) link

• Novák, D. & Zezula, P. (2007). LOBS: Load Balancing for Similarity Peer-to-Peer Structures (pp. 1–38). Faculty of Informatics, MU, Brno, Czech Republic. FIMU-RS-2007-04. link

• Zezula, P., Dohnal, V. & Novák, D. (2006). Towards Scalability of Similarity Searching. In Global Data Management (pp. 277–300). Amsterdam, The Netherlands: IOS Press.