Publications:

  1. Y. N. Silva, J. Martinez, P. Castro Cea, H. Razente, M. C. Nardini Barioni.
    Diversity Similarity Join for Big Data. The 16th International Conference on Similarity Search and Applications (SISAP) A Coruña, Spain, 2023.
    [Paper] [Springer Link]

  2. P. Cech, J. Lokoc, Y. N. Silva.
    Pivot-based Approximate k-NN Similarity Joins for Big High-dimensional Data. Information Systems, 87, January, 2020, DOI: 10.1016/j.is.2019.06.006.
    [Paper] [ScienceDirect Link]

  3. C. Rong, L. Chen, Y. N. Silva.
    Parallel Time Series Join using Spark. Concurrency and Computation: Practice and Experience (Wiley CCPE), 2020, DOI: 10.1002/cpe.5622.
    [Paper] [Wiley Online Library Link]

  4. Y. N. Silva, M. Sandoval (ASU Undergraduate Student), D. Prado (ASU Undergraduate Student), X. Wallace (ASU Undergraduate Student), C. Rong.
    Similarity Grouping in Big Data Systems. The 12th International Conference on Similarity Search and Applications (SISAP), Newark, NJ, USA, 2019. Springer LNCS, 11807, pp 212-220, 2019.
    [Paper] [Springer Link] [Source Code and Data Generator]

  5. C. Rong, C. Lin, Y. N. Silva, J. Wang.
    Fast and Scalable Distributed Set Similarity Joins for Big Data Analytics. The 33rd IEEE International Conference on Data Engineering (ICDE) , San Diego, CA, USA, 2017
    [Paper]

  6. P. Cech, J. Marousek, J. Lokoc, Y. N. Silva, J. Starks.
    Comparing MapReduce-based k-NN Similarity Joins on Hadoop for High-dimensional Data. The 13th International Conference on Advanced Data Mining and Applications (ADMA), Singapore, 2017
    [Springer Link]

  7. Y. N. Silva, J. M. Reed, A. Wadsworth (ASU Undergraduate Student), K. Brown (ASU Undergraduate Student), C. Rong.
    An Experimental Survey of MapReduce-based Similarity Joins. The 9th International Conference on Similarity Search and Applications (SISAP) , Tokyo, Japan, 2016. Springer LNCS, 9939, pp 181-195, 2016.
    [Paper] [Source Code and Accompanying Resources]

  8. C. Rong, Y. N. Silva, C. Li.
    String Similarity Join with Different Similarity Thresholds Based on Novel Indexing Techniques. Frontiers of Computer Science, 2016.
    [Paper] 

  9. Y. N. Silva, J. Reed (ASU Undergraduate Student), L. Tsosie (ASU Undergraduate Student), T. Matti (ASU Undergraduate Student)
    Similarity join for big geographic data. Refereed book chapter. In Geographical Information Systems: Trends and Technologies, E. Pourabbas (Ed.), pp 20-49, CRC Press: Boca Raton, Florida, 2014.
    [Book Website] [Amazon]

  10. Y. N. Silva, J. Reed (ASU Undergraduate Student).
    Exploiting mapreduce-based similarity joins. ACM SIGMOD International Conference on Management of Data, Scottsdale, USA, 2012.
    [Paper] [Source Code]

  11. Y. N. Silva, J. Reed (ASU Undergraduate Student), L. Tsosie (ASU Undergraduate Student).
    Mapreduce-based similiarity join for metric spaces. The VLDB International Workshop on Cloud Intelligence (VLDB/Cloud-I) , Istanbul, Turkey, 2012.
    [Paper] [Presentation] [Source Code]

  12. Y. N. Silva, J. Reed (ASU Undergraduate Student), L. Tsosie (ASU Undergraduate Student).
    Technical report: Mapreduce-based similiarity join for metric spaces. Technical Report, Arizona State University, 2012.
    [Paper]