λ-diverse nearest neighbors browsing for multidimensional data

IEEE Transactions on Knowledge and Data Engineering

Volumn 25, Issue 3, 2013, Pages 481-493

  Kucuktunc, Onur ^a   Ferhatosmanoglu, Hakan ^b  

^a Ohio State University   (United States)

^b BILKENT UNIVERSITY   (Turkey)

Author keywords

angular similarity; diverse nearest neighbor search; Diversity; Gabriel graph; natural neighbors

Indexed keywords

ANGULAR SIMILARITY; DIVERSITY; GABRIEL GRAPH; NATURAL NEIGHBORS; NEAREST NEIGHBOR SEARCH;

ALGORITHMS; COMPUTATIONAL MECHANICS; DECISION TREES; FORESTRY;

IMAGE RETRIEVAL;

ALGORITHMS; COMPUTATION; DECISION MAKING; FORESTRY; IMAGE ANALYSIS;

EID: 84873314865     PISSN: 10414347     EISSN: None     Source Type: Journal    
DOI: 10.1109/TKDE.2011.251     Document Type: Article

References (33)

1. P.K. Agarwal, L. Arge, and K. Yi, "I/O-Efficient Construction of Constrained Delaunay Triangulations," Proc. 13th European Symp. Algorithms (ESA '05), pp. 355-366, 2005. (Pubitemid 41491540)
2. F. Aurenhammer and R. Klein, "Voronoi Diagrams," Handbook of Computational Geometry, J. Sack and G. Urrutia, eds., chapter 5, pp. 201-290, Elsevier Science Publising, 2000.
3. C.B. Barber, D.P. Dobkin, and H. Huhdanpaa, "The Quickhull Algorithm for Convex Hulls," ACM Trans. Math. Software, vol. 22, no. 4, pp. 469-483, 1996. (Pubitemid 126417394)
4. J. Carbonell and J. Goldstein, "The use of MMR, Diversity-Based Reranking for Reordering Documents and Producing Summaries," Proc. 21st Int'l ACM SIGIR Conf. Research and Development in Information Retrieval (SIGIR '98), pp. 335-336, 1998.
5. B. Carterette, "An Analysis of NP-Completeness in Novelty and Diversity Ranking," Proc. Second Int'l Conf. Theory of Information Retrieval (ICTIR '09), pp. 200-211, 2009.
6. B. Carterette, "An Analysis of NP-Completeness in Novelty and Diversity Ranking," Information Retrieval, vol. 14, no. 1, pp. 89-106, 2011.
7. H. Chen and D.R. Karger, "Less is More: Probabilistic Models for Retrieving Fewer Relevant Documents," Proc. 29th Int'l ACM SIGIR Conf. Research and Development in Information Retrieval (SIGIR '06), pp. 429-436, 2006.
8. C.L. Clarke, M. Kolla, G.V. Cormack, O. Vechtomova, A. Ashkan, S. Bü ttcher, and I. MacKinnon, "Novelty and Diversity in Information Retrieval Evaluation," Proc. 31st Int'l ACM SIGIR Conf. Research and Development in Information Retrieval (SIGIR '08), pp. 659-666, 2008.
9. M. Drosou and E. Pitoura, "Diversity Over Continuous Data," IEEE Data Eng. Bull., vol. 32, no. 4, pp. 49-56, Dec. 2009.
10. R.A. Dwyer, "Higher-Dimensional Voronoi Diagrams in Linear Expected Time," Proc. Fifth Ann. Symp. Computational Geometry (SCG '89), pp. 326-333, 1989.
11. S. Fortune, Voronoi Diagrams and Delaunay Triangulations. 1992.
12. K.R. Gabriel and R.R. Sokal, "A New Statistical Approach to Geographic Variation Analysis," Systematic Zoology, vol. 18, no. 3, pp. 259-278, 1969.
13. J.C. Gower, "A General Coefficient of Similarity and Some of Its Properties," Biometrics, vol. 27, no. 4, pp. 857-871, 1971.
14. M. Halvey, P. Punitha, D. Hannah, R. Villa, F. Hopfgartner, A. Goyal, and J.M. Jose, "Diversity, Assortment, Dissimilarity, Variety: A Study of Diversity Measures Using Low Level Features for Video Retrieval," Proc. 31th European Conf. IR Research on Advances in Information Retrieval (ECIR '09), pp. 126-137, 2009.
15. J.R. Haritsa, "The KNDN Problem: A Quest for Unity in Diversity," IEEE Data Eng. Bull., vol. 32, no. 4, pp. 15-22, Dec. 2009.
16. G.R. Hjaltason and H. Samet, "Distance Browsing in Spatial Databases," ACM Trans. Database Systems, vol. 24, no. 2, pp. 265-318, 1999.
17. M. Isenburg, Y. Liu, J. Shewchuk, and J. Snoeyink, "Streaming Computation of Delaunay Triangulations," ACM Trans. Graphics, vol. 25, pp. 1049-1056, July 2006. (Pubitemid 44481067)
18. A. Jain, P. Sarda, and J.R. Haritsa, "Providing Diversity in KNearest Neighbor Query Results," Proc. Eighth Pacific-Asia Conf. Advances in Knowledge Discovery and Data Mining (PAKDD '04), pp. 404-413, 2003. (Pubitemid 38824924)
19. H. Ledoux and C. Gold, "An Efficient Natural Neighbour Interpolation Algorithm for Geoscientific Modelling," Proc. 11th Int'l Symp. Spatial Data Handling (SDH '04), pp. 23-25, 2004.
20. X.-Y. Li, P.-J. Wan, Y. Wang, and O. Frieder, "Sparse Power Efficient Topology for Wireless Networks," Proc. 35th Ann. Hawaii Int'l Conf. System Sciences (HICSS '02), pp. 3839-3848, 2002.
21. B. Liu and H.V. Jagadish, "Using Trees to Depict a Forest," Proc. VLDB Endowment, vol. 2, no. 1, pp. 133-144, 2009.
22. D.B. Lomet, "Letter from the Editor-in-Chief," IEEE Data Eng. Bull., vol. 32, no. 4, p. 1, Dec. 2009.
23. D. Matula and R. Sokal, "Properties of Gabriel Graphs Relevant to Geographical Variation Research and the Clustering of Points on the Plane," Geographical Analysis, vol. 12, pp. 205-222, 1980.
24. B.-U. Pagel, F. Korn, and C. Faloutsos, "Deflating the Dimensionality Curse Using Multiple Fractal Dimensions," Proc. 16th Int'l Conf. Data Eng. (ICDE '00), pp. 589-598, 2000. (Pubitemid 30585710)
25. N. Roussopoulos, S. Kelley, and F. Vincent, "Nearest Neighbor Queries," Proc. ACM SIGMOD Int'l Conf. Management of Data (SIGMOD '95), pp. 71-79, 1995.
26. J.R. Shewchuk, "Triangle: Engineering a 2D Quality Mesh Generator and Delaunay Triangulator," Selected papers from the Workshop on Applied Computational Geometry, Towards Geometric Engineering, pp. 203-222, 1996. (Pubitemid 126140158)
27. R. Sibson, "A Brief Description of Natural Neighbor Interpolation," Interpolating Multivariate Data, vol. 21, pp. 21-36, 1981.
28. Y. Tao, "Diversity in Skylines," IEEE Data Eng. Bull., vol. 32, no. 4, pp. 65-72, Dec. 2009.
29. E. Vee, U. Srivastava, J. Shanmugasundaram, P. Bhat, and S. Amer-Yahia, "Efficient Computation of Diverse Query Results," Proc. 24th Int'l Conf. Data Eng. (ICDE '08), pp. 228-236, 2008.
30. C. Yu, L. Lakshmanan, and S. Amer-Yahia, "It Takes Variety to Make a World: Diversification in Recommender Systems," Proc. 12th Int'l Conf. Extending Database Technology (EDBT '09), pp. 368-378, 2009.
31. C. Yu, L. Lakshmanan, and S. Amer-Yahia, "Recommendation Diversification Using Explanations," Proc. 25th Int'l Conf. Data Eng. (ICDE '09), pp. 1299-1302, 2009.
32. C.-N. Ziegler and G. Lausen, "Making Product Recommendations More Diverse," IEEE Data Eng. Bull., vol. 32, no. 4, pp. 23-32, Dec. 2009.
33. C.-N. Ziegler, S.M. McNee, J.A. Konstan, and G. Lausen, "Improving Recommendation Lists through Topic Diversification," Proc. 14th Int'l Conf. World Wide Web (WWW '05), pp. 22-32, 2005.