Estimation of Vectors Similarity by Their Randomized Binary Projections
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| 024 | 7 | 0 | |a 10.1007/s10559-015-9774-1 |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s10559-015-9774-1 | ||
| 100 | 1 | |a Rachkovskij |D D. |u International Scientific and Training Center of Information Technologies and Systems, National Academy of Sciences and Ministry of Education and Science of Ukraine, Kyiv, Ukraine |4 aut | |
| 245 | 1 | 0 | |a Estimation of Vectors Similarity by Their Randomized Binary Projections |h [Elektronische Daten] |c [D. Rachkovskij] |
| 520 | 3 | |a We analyze the estimation of the angle, scalar product, and the Euclidean distance of real-valued vectors using binary vectors with controlled sparsity. Transformation is carried out by projection using a binary random matrix with elements {0,1} and the output threshold transformation. We also provide a comparative analysis of the error obtained while estimating the similarity measures of input vectors by some similarity measures of output binary vectors based on their scalar product. | |
| 540 | |a Springer Science+Business Media New York, 2015 | ||
| 690 | 7 | |a binary random projections |2 nationallicence | |
| 690 | 7 | |a sparse binary representations |2 nationallicence | |
| 690 | 7 | |a estimate of vector similarity |2 nationallicence | |
| 773 | 0 | |t Cybernetics and Systems Analysis |d Springer US; http://www.springer-ny.com |g 51/5(2015-09-01), 808-818 |x 1060-0396 |q 51:5<808 |1 2015 |2 51 |o 10559 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s10559-015-9774-1 |q text/html |z Onlinezugriff via DOI |
| 898 | |a BK010053 |b XK010053 |c XK010000 | ||
| 900 | 7 | |a Metadata rights reserved |b Springer special CC-BY-NC licence |2 nationallicence | |
| 908 | |D 1 |a research-article |2 jats | ||
| 949 | |B NATIONALLICENCE |F NATIONALLICENCE |b NL-springer | ||
| 950 | |B NATIONALLICENCE |P 856 |E 40 |u https://doi.org/10.1007/s10559-015-9774-1 |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 100 |E 1- |a Rachkovskij |D D. |u International Scientific and Training Center of Information Technologies and Systems, National Academy of Sciences and Ministry of Education and Science of Ukraine, Kyiv, Ukraine |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Cybernetics and Systems Analysis |d Springer US; http://www.springer-ny.com |g 51/5(2015-09-01), 808-818 |x 1060-0396 |q 51:5<808 |1 2015 |2 51 |o 10559 | ||