-
1
-
-
84905224559
-
A parallel algorithm for big tensor decomposition using randomly compressed cubes (PARACOMP)
-
May 4-9, Florence, Italy
-
N. Sidiropoulos, E. Papalexakis, and C. Faloutsos, "A parallel algorithm for big tensor decomposition using randomly compressed cubes (PARACOMP)," in Proc. IEEE ICASSP 2014, May 4-9, Florence, Italy.
-
(2014)
Proc. IEEE ICASSP
-
-
Sidiropoulos, N.1
Papalexakis, E.2
Faloutsos, C.3
-
2
-
-
77955837319
-
Batch and adaptive PARAFAC-based blind separation of convolutive speech mixtures
-
D. Nion, K. Mokios, N. Sidiropoulos, and A. Potamianos, "Batch and adaptive PARAFAC-based blind separation of convolutive speech mixtures," IEEE Trans. Audio, Speech, Lang. Processing, vol. 18, no. 6, pp. 1193-1207, 2010.
-
(2010)
IEEE Trans. Audio, Speech, Lang. Processing
, vol.18
, Issue.6
, pp. 1193-1207
-
-
Nion, D.1
Mokios, K.2
Sidiropoulos, N.3
Potamianos, A.4
-
3
-
-
80053092482
-
Notes on nonnegative tensor factorization of the spectrogram for audio source separation: Statistical insights and towards self-clustering of the spatial cues
-
S. Ystad, M. Aramaki, R. Kronland-Martinet, and K. Jensen, Eds. Berlin: Springer
-
C. Fevotte and A. Ozerov, "Notes on nonnegative tensor factorization of the spectrogram for audio source separation: Statistical insights and towards self-clustering of the spatial cues," in Exploring Music Contents, ser. Lecture Notes in Computer Science, S. Ystad, M. Aramaki, R. Kronland-Martinet, and K. Jensen, Eds. Berlin: Springer, 2011, vol. 6684, pp. 102-115.
-
(2011)
Exploring Music Contents, Ser. Lecture Notes in Computer Science
, vol.6684
, pp. 102-115
-
-
Fevotte, C.1
Ozerov, A.2
-
4
-
-
0033901839
-
Blind PARAFAC receivers for DS-CDMA systems
-
DOI 10.1109/78.824675
-
N. Sidiropoulos, G. Giannakis, and R. Bro, "Blind PARAFAC receivers for DSCDMA systems," IEEE Trans. Signal Processing, vol. 48, no. 3, pp. 810-823, 2000. (Pubitemid 30576249)
-
(2000)
IEEE Transactions on Signal Processing
, vol.48
, Issue.3
, pp. 810-823
-
-
Sidiropoulos, N.D.1
Giannakis, G.B.2
Bro, R.3
-
5
-
-
0034250083
-
Parallel factor analysis in sensor array processing
-
N. Sidiropoulos, R. Bro, and G. Giannakis, "Parallel factor analysis in sensor array processing," IEEE Trans. Signal Processing, vol. 48, no. 8, pp. 2377-2388, 2000.
-
(2000)
IEEE Trans. Signal Processing
, vol.48
, Issue.8
, pp. 2377-2388
-
-
Sidiropoulos, N.1
Bro, R.2
Giannakis, G.3
-
6
-
-
84866867881
-
Parcube: Sparse parallelizable tensor decompositions
-
P. A. Flach, T. D. Bie, and N. Cristianini, Eds. Berlin: Springer
-
E. E. Papalexakis, C. Faloutsos, and N. D. Sidiropoulos, "Parcube: Sparse parallelizable tensor decompositions." in ECML/PKDD (1), ser. Lecture Notes in Computer Science, P. A. Flach, T. D. Bie, and N. Cristianini, Eds. Berlin: Springer, 2012, vol. 7523, pp. 521-536.
-
(2012)
ECML/PKDD (1), Ser. Lecture Notes in Computer Science
, vol.7523
, pp. 521-536
-
-
Papalexakis, E.E.1
Faloutsos, C.2
Sidiropoulos, N.D.3
-
7
-
-
0000433620
-
Least squares algorithms under unimodality and non-negativity constraints
-
R. Bro and N. Sidiropoulos, "Least squares regression under unimodality and non-negativity constraints," J. Chemomet., vol. 12, no. 4, pp. 223-247, July/Aug. 1998. (Pubitemid 128478954)
-
(1998)
Journal of Chemometrics
, vol.12
, Issue.4
, pp. 223-247
-
-
Bro, R.1
Sidiropoulos, N.D.2
-
8
-
-
85020942483
-
Multiway component analysis: Tensor decompositions for signal processing applications
-
to be published
-
A. Cichocki, D. Mandic, C. Caiafa, A.-H. Phan, G. Zhou, Q. Zhao, and L. De Lathauwer, "Multiway component analysis: Tensor decompositions for signal processing applications," IEEE Signal Processing Mag., to be published.
-
IEEE Signal Processing Mag.
-
-
Cichocki, A.1
Mandic, D.2
Caiafa, C.3
Phan, A.-H.4
Zhou, G.5
Zhao, Q.6
De Lathauwer, L.7
-
9
-
-
49749096526
-
Efficient MATLAB computations with sparse and factored tensors
-
Dec.
-
B. W. Bader and T. G. Kolda, "Efficient MATLAB computations with sparse and factored tensors," SIAM J. Sci. Comput., vol. 30, no. 1, pp. 205-231, Dec. 2007.
-
(2007)
SIAM J. Sci. Comput.
, vol.30
, Issue.1
, pp. 205-231
-
-
Bader, B.W.1
Kolda, T.G.2
-
11
-
-
66849113522
-
Adaptive algorithms to track the PARAFAC decomposition of a third-order tensor
-
D. Nion and N. Sidiropoulos, "Adaptive algorithms to track the PARAFAC decomposition of a third-order tensor," IEEE Trans. Signal Processing, vol. 57, no. 6, pp. 2299-2310, 2009.
-
(2009)
IEEE Trans. Signal Processing
, vol.57
, Issue.6
, pp. 2299-2310
-
-
Nion, D.1
Sidiropoulos, N.2
-
12
-
-
79955992666
-
PARAFAC algorithms for large-scale problems
-
A. Phan and A. Cichocki, "PARAFAC algorithms for large-scale problems," Neurocomputing, vol. 74, no. 11, pp. 1970-1984, 2011.
-
(2011)
Neurocomputing
, vol.74
, Issue.11
, pp. 1970-1984
-
-
Phan, A.1
Cichocki, A.2
-
13
-
-
84866665200
-
Multi-way compressed sensing for sparse low-rank tensors
-
N. Sidiropoulos and A. Kyrillidis, "Multi-way compressed sensing for sparse low-rank tensors," IEEE Signal Processing Lett., vol. 19, no. 11, pp. 757-760, 2012.
-
(2012)
IEEE Signal Processing Lett.
, vol.19
, Issue.11
, pp. 757-760
-
-
Sidiropoulos, N.1
Kyrillidis, A.2
-
14
-
-
84872112858
-
From k-means to higher-way co-clustering: Multilinear decomposition with sparse latent factors
-
E. Papalexakis, N. Sidiropoulos, and R. Bro, "From k-means to higher-way co-clustering: Multilinear decomposition with sparse latent factors," IEEE Trans. Signal Processing, vol. 61, no. 2, pp. 493-506, 2013.
-
(2013)
IEEE Trans. Signal Processing
, vol.61
, Issue.2
, pp. 493-506
-
-
Papalexakis, E.1
Sidiropoulos, N.2
Bro, R.3
-
15
-
-
28244467902
-
Low-rank decomposition of multi-way arrays: A signal processing perspective
-
2004 Sensor Array and Multichannel Signal Processing Workshop
-
N. Sidiropoulos, "Low-rank decomposition of multi-way arrays: A signal processing perspective," in Proc. IEEE SAM Workshop, Sitges, Barcelona, Spain, 2004, pp. 52-58. (Pubitemid 41703403)
-
(2004)
2004 Sensor Array and Multichannel Signal Processing Workshop
, pp. 52-58
-
-
Sidiropoulos, N.D.1
-
16
-
-
68649096448
-
Tensor decompositions and applications
-
T. Kolda and B. Bader, "Tensor decompositions and applications," SIAM Rev., vol. 51, no. 3, pp. 455-500, 2009.
-
(2009)
SIAM Rev.
, vol.51
, Issue.3
, pp. 455-500
-
-
Kolda, T.1
Bader, B.2
-
17
-
-
19344375707
-
-
Hoboken, NJ: Wiley
-
A. Smilde, R. Bro, P. Geladi, and J. Wiley, Multi-Way Analysis with Applications in the Chemical Sciences. Hoboken, NJ: Wiley, 2004.
-
(2004)
Multi-Way Analysis with Applications in the Chemical Sciences
-
-
Smilde, A.1
Bro, R.2
Geladi, P.3
Wiley, J.4
-
19
-
-
0002740437
-
Foundations of the PARAFAC procedure: Models and conditions for an explanatory" multimodal factor analysis
-
Dec.
-
R. Harshman, "Foundations of the PARAFAC procedure: Models and conditions for an "explanatory" multimodal factor analysis," UCLA Working Pap. Phonet., vol. 16, pp. 1-84, Dec. 1970.
-
(1970)
UCLA Working Pap. Phonet.
, vol.16
, pp. 1-84
-
-
Harshman, R.1
-
20
-
-
0002740439
-
Determination and proof of minimum uniqueness conditions for PARAFAC-1
-
R. Harshman, "Determination and proof of minimum uniqueness conditions for PARAFAC-1," UCLA Working Pap. Phonet., vol. 22, pp. 111-117, 1972.
-
(1972)
UCLA Working Pap. Phonet.
, vol.22
, pp. 111-117
-
-
Harshman, R.1
-
21
-
-
34250499792
-
Analysis of individual differences in multidimensional scaling via an n-way generalization of Eckart-Young decomposition
-
J. Carroll and J. Chang, "Analysis of individual differences in multidimensional scaling via an n-way generalization of Eckart-Young decomposition," Psychometrika, vol. 35, no. 3, pp. 283-319, 1970.
-
(1970)
Psychometrika
, vol.35
, Issue.3
, pp. 283-319
-
-
Carroll, J.1
Chang, J.2
-
22
-
-
48749101457
-
Three-way arrays: Rank and uniqueness of trilinear decompositions, with application to arithmetic complexity and statistics
-
J. Kruskal, "Three-way arrays: Rank and uniqueness of trilinear decompositions, with application to arithmetic complexity and statistics," Linear Algebra Appl., vol. 18, no. 2, pp. 95-138, 1977.
-
(1977)
Linear Algebra Appl.
, vol.18
, Issue.2
, pp. 95-138
-
-
Kruskal, J.1
-
23
-
-
0033653594
-
On the uniqueness of multilinear decomposition of N-way arrays
-
N. Sidiropoulos and R. Bro, "On the uniqueness of multilinear decomposition of N-way arrays," J. Chemomet., vol. 14, no. 3, pp. 229-239, 2000.
-
(2000)
J. Chemomet.
, vol.14
, Issue.3
, pp. 229-239
-
-
Sidiropoulos, N.1
Bro, R.2
-
24
-
-
4344616103
-
Kruskal's permutation lemma and the identification of CANDECOMP/PARAFAC and bilinear models with constant modulus constraints
-
T. Jiang and N. Sidiropoulos, "Kruskal's permutation lemma and the identification of CANDECOMP/PARAFAC and bilinear models with constant modulus constraints," IEEE Trans. Signal Processing, vol. 52, no. 9, pp. 2625-2636, 2004.
-
(2004)
IEEE Trans. Signal Processing
, vol.52
, Issue.9
, pp. 2625-2636
-
-
Jiang, T.1
Sidiropoulos, N.2
-
25
-
-
33750991900
-
On Kruskal's uniqueness condition for the Candecomp/Parafac decomposition
-
DOI 10.1016/j.laa.2006.08.010, PII S0024379506003855
-
A. Stegeman and N. Sidiropoulos, "On Kruskal's uniqueness condition for the CANDECOMP/PARAFAC decomposition," Linear Algebra Appl., vol. 420, no. 2-3, pp. 540-552, 2007. (Pubitemid 44751783)
-
(2007)
Linear Algebra and Its Applications
, vol.420
, Issue.2-3
, pp. 540-552
-
-
Stegeman, A.1
Sidiropoulos, N.D.2
-
26
-
-
84867325862
-
On generic identifiability of 3-tensors of small rank
-
L. Chiantini and G. Ottaviani, "On generic identifiability of 3-tensors of small rank," SIAM. J. Matrix Anal. Appl., vol. 33, no. 3, pp. 1018-1037, 2012.
-
(2012)
SIAM J. Matrix Anal. Appl.
, vol.33
, Issue.3
, pp. 1018-1037
-
-
Chiantini, L.1
Ottaviani, G.2
-
27
-
-
33746359652
-
Sufficient conditions for uniqueness in Candecomp/Parafac and indscal with random component matrices
-
DOI 10.1007/11336-006-1278-2
-
A. Stegeman, J. ten Berge, and L. De Lathauwer, "Sufficient conditions for uniqueness in CANDECOMP/PARAFAC and INDSCAL with random component matrices," Psychometrika, vol. 71, no. 2, pp. 219-229, 2006. (Pubitemid 44116380)
-
(2006)
Psychometrika
, vol.71
, Issue.2
, pp. 219-229
-
-
Stegeman, A.1
Ten Berge, J.M.F.2
De Lathauwer, L.3
-
29
-
-
0018011435
-
Kronecker products and matrix calculus in system theory
-
J. Brewer, "Kronecker products and matrix calculus in system theory," IEEE Trans. Circuits Syst., vol. 25, no. 9, pp. 772-781, 1978. (Pubitemid 9394325)
-
(1978)
IEEE Trans Circuits Syst
, vol.CAS-25
, Issue.9
, pp. 772-781
-
-
Brewer John, W.1
-
30
-
-
0037418225
-
1 minimization
-
DOI 10.1073/pnas.0437847100
-
D. Donoho and M. Elad, "Optimally sparse representation in general (nonorthogonal) dictionaries via minimization," Proc. Nat. Acad. Sci., vol. 100, no. 5, pp. 2197-2202, 2003. (Pubitemid 36297476)
-
(2003)
Proceedings of the National Academy of Sciences of the United States of America
, vol.100
, Issue.5
, pp. 2197-2202
-
-
Donoho, D.L.1
Elad, M.2
-
31
-
-
37549003336
-
MapReduce: Simplified data processing on large clusters
-
J. Dean and S. Ghemawat, "MapReduce: simplified data processing on large clusters," Commun. ACM, vol. 51, no. 1, pp. 107-113, 2008.
-
(2008)
Commun. ACM
, vol.51
, Issue.1
, pp. 107-113
-
-
Dean, J.1
Ghemawat, S.2
-
32
-
-
85032780245
-
-
Hadoop. [Online]. Available
-
Apache. Hadoop. [Online]. Available: http://hadoop.apache.org/
-
Apache
-
-
-
33
-
-
80053169569
-
-
[Online]. Available
-
A. Hadoop. Word count example. [Online]. Available: http://wiki.apache. org/hadoop/WordCount
-
Word Count Example
-
-
Hadoop, A.1
-
34
-
-
84866052446
-
Gigatensor: Scaling tensor analysis up by 100 times-algorithms and discoveries
-
U. Kang, E. Papalexakis, A. Harpale, and C. Faloutsos, "Gigatensor: Scaling tensor analysis up by 100 times-algorithms and discoveries," in Proc. 18th ACM SIGKDD Int. Conf. Knowledge Discovery and Data Mining, 2012, pp. 316-324.
-
(2012)
Proc. 18th ACM SIGKDD Int. Conf. Knowledge Discovery and Data Mining
, pp. 316-324
-
-
Kang, U.1
Papalexakis, E.2
Harpale, A.3
Faloutsos, C.4
-
35
-
-
79957962519
-
Spectral analysis for billion-scale graphs: Discoveries and implementation
-
New York: Springer
-
U. Kang, B. Meeder, and C. Faloutsos, "Spectral analysis for billion-scale graphs: Discoveries and implementation," in Advances in Knowledge Discovery and Data Mining. New York: Springer, 2011, pp. 13-25.
-
(2011)
Advances in Knowledge Discovery and Data Mining
, pp. 13-25
-
-
Kang, U.1
Meeder, B.2
Faloutsos, C.3
|