Efficient processing of probabilistic reverse nearest neighbor queries over uncertain data

VLDB Journal

Volumn 18, Issue 3, 2009, Pages 787-808

  Lian, Xiang ^a   Chen, Lei ^a  

^a HONG KONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Hong Kong)

Author keywords

Geometric pruning; Probablistic reverse nearest neighbor; Uncertain databases

Indexed keywords

DATA OBJECTS; ENVIRONMENTAL DISTURBANCES; FALSE DISMISSALS; GEOMETRIC PRUNING; MEASUREMENT DEVICE; MOVING OBJECTS; NEAREST NEIGHBORS; PROBABLISTIC REVERSE NEAREST NEIGHBOR; PROCESSING APPROACH; PRUNING METHODS; QUERY OBJECT; REAL APPLICATIONS; REVERSE NEAREST NEIGHBORS; SEARCH SPACES; UNCERTAIN DATA; UNCERTAIN DATABASE; UNCERTAIN DATABASES;

EID: 67649556427     PISSN: 10668888     EISSN: 0949877X     Source Type: Journal    
DOI: 10.1007/s00778-008-0123-0     Document Type: Article

References (44)

1. Achtert, E., Böhm, C., Kröger, P., Kunath, P., Pryakhin, A., Renz, M.: Efficient reverse k-nearest neighbor search in arbitrary metric spaces. In: SIGMOD, pp. 515-526 (2006) (Pubitemid 46946536)
2. Böhm, C., Pryakhin, A., Schubert, M.: The Gauss-tree: efficient object identification in databases of probabilistic feature vectors. In: ICDE, p. 9 (2006) (Pubitemid 44539801)
3. Cai, Y., Ng, R.: Indexing spatio-temporal trajectoires with Chebyshev polynomials. In: Proc. ACM SIGMOD Int. Conf. on Management of Data, pp. 599-610 (2004)
4. Chen, J., Cheng, R.: Efficient evaluation of imprecise location-dependent queries. In: ICDE, pp. 586-595 (2007) (Pubitemid 47422062)
5. Chen, Q., Chen, L., Lian, X., Liu, Y., Yu, J.X.: Indexable pla for efficient similarity search. In: VLDB, pp. 435-446 (2007)
6. Cheng, R., Chen, J.: Probabilistic verifiers: evaluating constrained nearest-neighbor queries over uncertain data. In: ICDE (2008)
7. Cheng, R., Kalashnikov, D.V., Prabhakar, S.: Evaluating probabilistic queries over imprecise data. In: SIGMOD, pp. 551-562 (2003)
8. Cheng, R., Kalashnikov, D.V., Prabhakar, S.: Querying imprecise data in moving object environments. In: TKDE, vol. 16, pp. 1112-1127 (2004)
9. Cheng, R., Xia, Y., Prabhakar, S., Shah, R., Vitter, J.: Efficient indexing methods for probabilistic threshold queries over uncertain data. In: VLDB, pp. 876-887 (2004)
10. Ciaccia, P., Patella, M., Zezula, P.: M-tree: an efficient access method for similarity search in metric spaces. In: VLDB, pp. 426-435 (1997)
11. Faradjian, A., Gehrke, J., Bonnet, P.: Gadt: A probability space ADT for representing and querying the physical world. In: ICDE, pp. 201-211 (2002) (Pubitemid 34278709)
12. Guttman, A.: R-trees: a dynamic index structure for spatial searching. In: SIGMOD, pp. 47-57 (1984) (Pubitemid 15469534)
13. Kang, J.M., Mokbel, M.F., Shekhar, S., Xia, T., Zhang, D.: Continuous evaluation of monochromatic and bichromatic reverse nearest neighbors. In: ICDE, pp. 806-815 (2007) (Pubitemid 47422084)
14. Katayama, N., Satoh, S.: The SR-tree: an index structure for high-dimensional nearest neighbor queries. In: SIGMOD, pp. 369-380 (1997) (Pubitemid 127456800)
15. Keogh, E., Chakrabarti, K., Pazzani, M., Mehrotra, S.: Locally adaptive dimensionality reduction for indexing large time series databases. In: Proc. ACM SIGMOD Int. Conf. on Management of Data, pp. 151-162 (2001) (Pubitemid 33604441)
16. Koch, C., Olteanu, D., Antova, L., Jansen, T.: Fast and simple relational processing of uncertain data. In: ICDE (2008)
17. Kollios, G., Yi, K., Li, F., Srivastava, D.: Efficient processing of top-k queries in uncertain databases. In: ICDE (2008)
18. Korn, F., Muthukrishnan, S.: Influence sets based on reverse nearest neighbor queries. In: SIGMOD, pp. 201-212 (2000)
19. Korn, F., Muthukrishnan, S., Srivastava, D.: Reverse nearest neighbor aggregates over data streams. In: VLDB, pp. 814-825 (2002)
20. Kriegel, H.-P., Kunath, P., Pfeifle, M., Renz, M.: Probabilistic similarity join on uncertain data. In: DASFAA, pp. 295-309 (2006) (Pubitemid 43978648)
21. Kriegel, H.-P., Kunath, P., Renz, M.: Probabilistic nearest-neighbor query on uncertain objects. In: DASFAA, pp. 337-348 (2007)
22. Li, M., Liu, Y.: Underground coal mine monitoring with wireless sensor network. ACM Trans. Sensor Netw. (TOSN) (2009)
23. Lian, X., Chen, L.: Monochromatic and bichromatic reverse skyline search over uncertain databases. In: SIGMOD (2008)
24. Lian, X., Chen, L.: Probabilistic ranked queries in uncertain databases. In: EDBT (2008)
25. Liu, Y., Chen, L., Pei, J., Chen, Q., Zhao, Y.: Mining frequent trajectory patterns for activity monitoring using radio frequency tag arrays. In: PERCOM (2007)
26. Ljosa, V., Singh, A.K.: APLA: indexing arbitrary probability distributions. In: ICDE, pp. 247-258 (2007)
27. Ljosa, V., Singh, A.K.: Top-k spatial joins of probabilistic objects. In: ICDE (2008)
28. Pei, J., Jiang, B., Lin, X., Yuan, Y.: Probabilistic skylines on uncertain data. In: VLDB, pp. 15-26 (2007)
29. Pei, J., Lin, X., Hua, M., Zhang, W.: Efficiently answering probabilistic threshold top-k queries on uncertain data. In: ICDE (2008)
30. Prabhakar, S., Mayfield, C., Cheng, R., Singh, S., Shah, R., Neville, J., Hambrusch, S.: Database support for pdf attributes. In: ICDE (2008)
31. Re, C., Dalvi, N., Suciu, D.: Efficient top-k query evaluation on probabilistic data. In: ICDE, pp. 886-895 (2007) (Pubitemid 47422092)
32. Sarma, A.D., Benjelloun, O., Halevy, A.Y., Widom, J.: Working models for uncertain data. In: ICDE, p. 7 (2006) (Pubitemid 44539799)
33. Singh, A., Ferhatosmanoglu, H., Tosun, A.: High dimensional reverse nearest neighbor queries. In: CIKM, pp. 91-98 (2003)
34. Singh, S., Mayfield, C., Shah, R., Prabhakar, S., Hambrusch, S., Neville, J., Cheng, R.: Database support for probabilistic attributes and tuples. In: ICDE (2008)
35. Soliman, M.A., Ilyas, I.F., Chang, K.C.: Top-k query processing in uncertain databases. In: ICDE, pp. 896-905 (2007) (Pubitemid 47422093)
36. Stanoi, I., Agrawal, D., Abbadi, A.E.: Reverse nearest neighbor queries for dynamic databases. In: ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery, pp. 44-53 (2000)
37. Tao, Y., Cheng, R., Xiao, X., Ngai, W.K., Kao, B., Prabhakar, S.: Indexing multi-dimensional uncertain data with arbitrary probability density functions. In: VLDB, pp. 922-933 (2005) (Pubitemid 43991065)
38. Tao, Y., Papadias, D., Lian, X.: Reverse kNN search in arbitrary dimensionality. In: VLDB, pp. 744-755 (2004)
39. Tao, Y., Papadias, D., Lian, X., Xiao, X.: Multidimensional reverse kNN search. In: VLDBJ (2005)
40. Theodoridis, Y., Sellis, T.: A model for the prediction of R-tree performance. In: PODS, pp. 161-171 (1996)
41. Yang, C., Lin, K.I.: An index structure for efficient reverse nearest neighbor queries. In: ICDE, pp. 485-492 (2001) (Pubitemid 32457151)
42. Yiu, M.L., Mamoulis, N.: Reverse nearest neighbors search in ad-hoc subspaces. In: ICDE, p. 76 (2006) (Pubitemid 44539868)
43. Yiu, M.L., Papadias, D., Mamoulis, N., Tao, Y.: Reverse nearest neighbors in large graphs. In: ICDE, pp. 186-187 (2005)
44. Yu, P.S., Aggarwal, C.: On high dimensional indexing of uncertain data. In: ICDE (2008)