-
1
-
-
61849150502
-
K nearest neighbours with mutual information for simultaneous classification and missing data imputation
-
García-Laencina, P.J.; Sancho-Gómez, J.L.; Figueiras-Vidal, A.R.; Verleysen, M. K nearest neighbours with mutual information for simultaneous classification and missing data imputation. Neurocomputation 2009, 72, 1483-1493.
-
(2009)
Neurocomputation
, vol.72
, pp. 1483-1493
-
-
García-Laencina, P.J.1
Sancho-Gómez, J.L.2
Figueiras-Vidal, A.R.3
Verleysen, M.4
-
2
-
-
28944453700
-
Multiple imputation scheme for overcoming the missing values and variability issues in ITS data
-
Ni, D.; Leonard, J.D.; Guin, A.; Feng, C. Multiple imputation scheme for overcoming the missing values and variability issues in ITS data. J. Transport. Eng. 2005, 131, 931-938.
-
(2005)
J. Transport. Eng.
, vol.131
, pp. 931-938
-
-
Ni, D.1
Leonard, J.D.2
Guin, A.3
Feng, C.4
-
3
-
-
1642365673
-
Exploring imputation techniques for missing data in transportation management systems
-
Smith, B.L.; Scherer, W.T.; Conklin, J.H. Exploring imputation techniques for missing data in transportation management systems. Transport. Res. Record. J. Transport. Res. Board 2003, 1836, 132-142.
-
(2003)
Transport. Res. Record. J. Transport. Res. Board
, vol.1836
, pp. 132-142
-
-
Smith, B.L.1
Scherer, W.T.2
Conklin, J.H.3
-
4
-
-
57749178570
-
A BPCA Based Missing Value Imputing Method for Traffic Flow Volume Data
-
In, Eindhoven, The Neatherlands, 4-6 June
-
Qu, L.; Zhang, Y.; Hu, J.; Jia, L.; Li, L. A BPCA Based Missing Value Imputing Method for Traffic Flow Volume Data. In Proceedings of 2008 IEEE Intelligent Vehicles Symposium, Eindhoven, The Neatherlands, 4-6 June 2008; pp. 985-990.
-
(2008)
Proceedings of 2008 IEEE Intelligent Vehicles Symposium
, pp. 985-990
-
-
Qu, L.1
Zhang, Y.2
Hu, J.3
Jia, L.4
Li, L.5
-
5
-
-
38049151102
-
Estimating Missing Data in Data Streams
-
In, Springer: Berlin/Heidelberg, Germany
-
Jiang, N.; Gruenwald, L. Estimating Missing Data in Data Streams. In Advances in Databases: Concepts, Systems and Applications; Springer: Berlin/Heidelberg, Germany, 2007; pp. 981-987.
-
(2007)
Advances in Databases: Concepts, Systems and Applications
, pp. 981-987
-
-
Jiang, N.1
Gruenwald, L.2
-
6
-
-
84872255037
-
-
Avaiable online:, (accessed on 1 July 2013)
-
Netflix Prize. Avaiable online: http://www.netflixprize.com (accessed on 1 July 2013).
-
Netflix Prize
-
-
-
8
-
-
65449121157
-
Factorization Meets the Neighborhood: A Multifaceted Collaborative Filtering Model
-
In, Las Vegas, NV, USA
-
Koren, Y. Factorization Meets the Neighborhood: A Multifaceted Collaborative Filtering Model. In Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Las Vegas, NV, USA, 2008; pp. 426-434.
-
(2008)
Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
, pp. 426-434
-
-
Koren, Y.1
-
9
-
-
84898964201
-
Algorithms for non-negative matrix factorization
-
Seung, D.; Lee, L. Algorithms for non-negative matrix factorization. Adv. Neural Inf. Process. Syst. 2001, 13, 556-562.
-
(2001)
Adv. Neural Inf. Process. Syst.
, vol.13
, pp. 556-562
-
-
Seung, D.1
Lee, L.2
-
10
-
-
26944457949
-
-
Ph. D Thesis, Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA
-
Srebro, N. Learning with Matrix Factorizations. Ph. D Thesis, Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA, 2004.
-
(2004)
Learning with Matrix Factorizations
-
-
Srebro, N.1
-
11
-
-
84898932317
-
Maximum-margin matrix factorization
-
Srebro, N.; Rennie, J.D.; Jaakkola, T. Maximum-margin matrix factorization. Adv. Neural Inf. Process. Syst. 2005, 17, 1329-1336.
-
(2005)
Adv. Neural Inf. Process. Syst.
, vol.17
, pp. 1329-1336
-
-
Srebro, N.1
Rennie, J.D.2
Jaakkola, T.3
-
12
-
-
84887382015
-
-
Avaiable online:, (accessed on 1 July 2013)
-
Independent and identically distributed random variables. Avaiable online: http://en.wikipedia.org/ wiki/ndependent and identically distributed random variables (accessed on 1 July 2013).
-
Independent and identically distributed random variables
-
-
-
13
-
-
85008044987
-
Matrix factorization techniques for rcommender systems
-
Koren, Y.; Bell, R.; Volinsky, C. Matrix factorization techniques for rcommender systems. Computer 2009, 42, 30-37.
-
(2009)
Computer
, vol.42
, pp. 30-37
-
-
Koren, Y.1
Bell, R.2
Volinsky, C.3
-
14
-
-
1542347778
-
Document Clustering Based on Non-Negative Matrix Factorization
-
In, Pisa, Italy, 28 July-1 August
-
Xu, W.; Liu, X.; Gong, Y. Document Clustering Based on Non-Negative Matrix Factorization. In Proceedings of the 26th Annual International ACM SIGIR Conference on Research and Development in Informaion Retrieval, Pisa, Italy, 28 July-1 August 2003; pp. 267-273.
-
(2003)
Proceedings of the 26th Annual International ACM SIGIR Conference on Research and Development in Informaion Retrieval
, pp. 267-273
-
-
Xu, W.1
Liu, X.2
Gong, Y.3
-
15
-
-
0033592606
-
Learning the parts of objects by non-negative matrix factorization
-
Lee, D.D.; Seung, H.S. Learning the parts of objects by non-negative matrix factorization. Nature 1999, 401, 788-791.
-
(1999)
Nature
, vol.401
, pp. 788-791
-
-
Lee, D.D.1
Seung, H.S.2
-
16
-
-
1642529511
-
Metagenes and molecular pattern discovery using matrix factorization
-
Brunet, J.P.; Tamayo, P.; Golub, T.R.; Mesirov, J.P. Metagenes and molecular pattern discovery using matrix factorization. Proc. Natl. Acad. Sci. USA 2004, 101, 4164-4169.
-
(2004)
Proc. Natl. Acad. Sci. USA
, vol.101
, pp. 4164-4169
-
-
Brunet, J.P.1
Tamayo, P.2
Golub, T.R.3
Mesirov, J.P.4
-
17
-
-
71049116435
-
Exact matrix completion via convex optimization
-
Candès, E.J.; Recht, B. Exact matrix completion via convex optimization. Found. Comput. Math. 2009, 9, 717-772.
-
(2009)
Found. Comput. Math.
, vol.9
, pp. 717-772
-
-
Candès, E.J.1
Recht, B.2
-
18
-
-
84900510076
-
Non-negative matrix factorization with sparseness constraints
-
Hoyer, P.O. Non-negative matrix factorization with sparseness constraints. J. Mach. Learn. Res. 2004, 5, 1457-1469.
-
(2004)
J. Mach. Learn. Res.
, vol.5
, pp. 1457-1469
-
-
Hoyer, P.O.1
-
19
-
-
76749107542
-
Online learning for matrix factorization and sparse coding
-
Mairal, J.; Bach, F.; Ponce, J.; Sapiro, G. Online learning for matrix factorization and sparse coding. J. Mach. Learn. Res. 2010, 11, 19-60.
-
(2010)
J. Mach. Learn. Res.
, vol.11
, pp. 19-60
-
-
Mairal, J.1
Bach, F.2
Ponce, J.3
Sapiro, G.4
-
20
-
-
33745179218
-
1 Norm Factorization in the Presence of Outliers and Missing Data by Alternative Convex Programming
-
In, San Diego, CA, USA, 20-26 June
-
1 Norm Factorization in the Presence of Outliers and Missing Data by Alternative Convex Programming. In Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), San Diego, CA, USA, 20-26 June 2005; pp. 739-746.
-
(2005)
Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005)
, pp. 739-746
-
-
Ke, Q.1
Kanade, T.2
-
21
-
-
1942516801
-
Weighted Low-Rank Approximations
-
In, Washington, DC, USA, 21-24 August
-
Nati, N.S.; Jaakkola, T. Weighted Low-Rank Approximations. In proceedings of the 20th International Conference on Machine Learning (ICML 2003), Washington, DC, USA, 21-24 August 2003; pp. 720-727.
-
(2003)
Proceedings of the 20th International Conference on Machine Learning (ICML 2003)
, pp. 720-727
-
-
Nati, N.S.1
Jaakkola, T.2
-
22
-
-
34547990286
-
-
Technical Report; N-24/06/MM; Paris, France; September
-
Abernethy, J.; Bach, F.; Evgeniou, T.; Vert, J.P. Low-Rank Matrix Factorization with Attributes; Technical Report; N-24/06/MM; Paris, France; September 2006.
-
(2006)
Low-Rank Matrix Factorization with Attributes
-
-
Abernethy, J.1
Bach, F.2
Evgeniou, T.3
Vert, J.P.4
-
25
-
-
77951528523
-
The power of convex relaxation: Near-optimal matrix completion
-
Candès, E.J.; Tao, T. The power of convex relaxation: Near-optimal matrix completion. IEEE Trans. Inf. Theory 2010, 56, 2053-2080.
-
(2010)
IEEE Trans. Inf. Theory
, vol.56
, pp. 2053-2080
-
-
Candès, E.J.1
Tao, T.2
-
27
-
-
31744440684
-
Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequencyinformation
-
Candès, E.J.; Romberg, J.; Tao, T. Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequencyinformation. IEEE Trans. Inf. Theory 2006, 52, 489-509.
-
(2006)
IEEE Trans. Inf. Theory
, vol.52
, pp. 489-509
-
-
Candès, E.J.1
Romberg, J.2
Tao, T.3
-
31
-
-
70349166727
-
PPCA-based missing data imputation for traffic flow volume: A systematical approach
-
Qu, L.; Hu, J.; Li, L.; Zhang, Y. PPCA-based missing data imputation for traffic flow volume: A systematical approach. IEEE Trans. Intell. Transport. Syst. 2009, 10, 512-522.
-
(2009)
IEEE Trans. Intell. Transport. Syst.
, vol.10
, pp. 512-522
-
-
Qu, L.1
Hu, J.2
Li, L.3
Zhang, Y.4
-
34
-
-
84887355675
-
Imputing Missing Values in Its Data Archives for Intervals under 5 Minutes
-
In, Washington, DC, USA, 7-11 January
-
Gold, D.L.; Turner, S.M.; Gajewski, B.J.; Spiegelman, C. Imputing Missing Values in Its Data Archives for Intervals under 5 Minutes. In Proceedings of 80th Annual Meeting of Transportation Research Board, Washington, DC, USA, 7-11 January 2001.
-
(2001)
Proceedings of 80th Annual Meeting of Transportation Research Board
-
-
Gold, D.L.1
Turner, S.M.2
Gajewski, B.J.3
Spiegelman, C.4
-
35
-
-
77950550376
-
An Online Approach Based on Locally Weighted Learning for Real Time Traffic Flow Prediction
-
Irvine, CA, USA, 5-7 November
-
Shuai, M.; Xie, K.; Pu, W.; Song, G.; Ma, X. An Online Approach Based on Locally Weighted Learning for Real Time Traffic Flow Prediction. The 16th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM GIS 2008), Irvine, CA, USA, 5-7 November 2008.
-
(2008)
The 16th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM GIS 2008)
-
-
Shuai, M.1
Xie, K.2
Pu, W.3
Song, G.4
Ma, X.5
-
36
-
-
84887335991
-
-
Avaiable online:, (accessed on 1 July 2013)
-
Zhuhai. Avaiable online: http://en.wikipedia.org/wiki/Zhuhai (accessed on 1 July 2013).
-
Zhuhai
-
-
-
37
-
-
84887389412
-
-
Avaiable online:, (accessed on 1 July 2013)
-
Floating Car Data. Avaiable online: http://en.wikipedia.org/wiki/Floating car data (accessed on 1 July 2013).
-
Floating Car Data
-
-
|