-
2
-
-
70350680424
-
A model-based approach for discrete data clustering and feature weighting using MAP and stochastic complexity
-
Dec.
-
N. Bouguila, "A model-based approach for discrete data clustering and feature weighting using MAP and stochastic complexity," IEEE Trans. Knowl. Data Eng., vol. 21, no. 12, pp. 1649-1664, Dec. 2009.
-
(2009)
IEEE Trans. Knowl. Data Eng.
, vol.21
, Issue.12
, pp. 1649-1664
-
-
Bouguila, N.1
-
4
-
-
0026151470
-
A neural network approach to statistical pattern classification by 'semiparametric' estimation of probability density functions
-
May
-
H. G. C. Tråvén, "A neural network approach to statistical pattern classification by 'semiparametric' estimation of probability density functions," IEEE Trans. Neural Netw., vol. 2, no. 3, pp. 366-377, May 1991.
-
(1991)
IEEE Trans. Neural Netw.
, vol.2
, Issue.3
, pp. 366-377
-
-
Tråvén, H.G.C.1
-
5
-
-
84958141402
-
Parametric mixture models for multi-labeled text
-
Vancouver, BC, Canada Dec.
-
N. Ueda and K. Saito, "Parametric mixture models for multi-labeled text," in Proc. 16th Annu. Conf. Neural Inform. Process. Syst., Vancouver, BC, Canada, Dec. 2002, pp. 721-728.
-
(2002)
Proc. 16th Annu. Conf. Neural Inform. Process. Syst.
, pp. 721-728
-
-
Ueda, N.1
Saito, K.2
-
6
-
-
0001471775
-
Unsupervised learning
-
H. B. Barlow, "Unsupervised learning," Neural Comput., vol. 1, no. 3, pp. 295-311, 1989.
-
(1989)
Neural Comput.
, vol.1
, Issue.3
, pp. 295-311
-
-
Barlow, H.B.1
-
7
-
-
0013068632
-
Probabilistic instance-based learning
-
Bari, Italy Jul.
-
H. Tirri, P. Kontkanen, and P. Myllymäki, "Probabilistic instance-based learning," in Proc. 13th Int. Conf. Mach. Learn., Bari, Italy, Jul. 1996, pp. 507-515.
-
(1996)
Proc. 13th Int. Conf. Mach. Learn.
, pp. 507-515
-
-
Tirri, H.1
Kontkanen, P.2
Myllymäki, P.3
-
8
-
-
24644484198
-
On the naïve Bayes model for text categorization
-
Key West, FL Jan.
-
S. Eyheramendy, D. D. Lewis, and D. Madigan, "On the naïve Bayes model for text categorization," in Proc. 9th Int. Workshop Artif. Intell. Statist., Key West, FL, Jan. 2003, pp. 1-8.
-
(2003)
Proc. 9th Int. Workshop Artif. Intell. Statist.
, pp. 1-8
-
-
Eyheramendy, S.1
Lewis, D.D.2
Madigan, D.3
-
9
-
-
0001673996
-
A comparison of event models for naïve Bayes text classification
-
Madison, WI Jul.
-
A. McCallum and K. Nigam, "A comparison of event models for naïve Bayes text classification," in Proc. AAAI Workshop Learn. Text Categorization, Madison, WI, Jul. 1998, pp. 41-48.
-
(1998)
Proc. AAAI Workshop Learn. Text Categorization
, pp. 41-48
-
-
McCallum, A.1
Nigam, K.2
-
11
-
-
31844437086
-
Modeling word burstiness using the Dirichlet distribution
-
DOI 10.1145/1102351.1102420, ICML 2005 - Proceedings of the 22nd International Conference on Machine Learning
-
R. E. Madsen, D. Kauchak, and C. Elkan, "Modeling word burstiness using the Dirichlet distribution," in Proc. 22nd Int. Conf. Mach. Learn., Bonn, Germany, Aug. 2005, pp. 545-552. (Pubitemid 43183377)
-
(2005)
ICML 2005 - Proceedings of the 22nd International Conference on Machine Learning
, pp. 545-552
-
-
Madsen, R.E.1
Kauchak, D.2
Elkan, C.3
-
12
-
-
34250816203
-
Unsupervised learning of a finite discrete mixture: Applications to texture modeling and image databases summarization
-
DOI 10.1016/j.jvcir.2007.02.005, PII S1047320307000107
-
N. Bouguila and D. Ziou, "Unsupervised learning of a finite discrete mixture: Applications to texture modeling and image databases summarization," J. Visual Commun. Image Represent., vol. 18, no. 4, pp. 295-309, Aug. 2007. (Pubitemid 46978397)
-
(2007)
Journal of Visual Communication and Image Representation
, vol.18
, Issue.4
, pp. 295-309
-
-
Bouguila, N.1
Ziou, D.2
-
13
-
-
69249211134
-
A discrete mixture-based kernel for SVMs: Application to spam and image categorization
-
Nov.
-
N. Bouguila and O. Amayri, "A discrete mixture-based kernel for SVMs: Application to spam and image categorization," Inform. Process. Manage., vol. 45, no. 6, pp. 631-642, Nov. 2009.
-
(2009)
Inform. Process. Manage.
, vol.45
, Issue.6
, pp. 631-642
-
-
Bouguila, N.1
Amayri, O.2
-
14
-
-
29344452454
-
A Bayesian multiresolution independence test for continuous variables
-
Seattle, WA Aug.
-
D. Margaritis and S. Thrun, "A Bayesian multiresolution independence test for continuous variables," in Proc. 7th Conf. Uncertainty Artif. Intell., Seattle, WA, Aug. 2001, pp. 346-353.
-
(2001)
Proc. 7th Conf. Uncertainty Artif. Intell.
, pp. 346-353
-
-
Margaritis, D.1
Thrun, S.2
-
15
-
-
31844454466
-
Dependent Dirichlet priors and optimal linear estimators for belief net parameters
-
Banff, AB, Canada Jul.
-
P. M. Hooper, "Dependent Dirichlet priors and optimal linear estimators for belief net parameters," in Proc. 10th Conf. Uncertainty Artif. Intell., Banff, AB, Canada, Jul. 2004, pp. 251-259.
-
(2004)
Proc. 10th Conf. Uncertainty Artif. Intell.
, pp. 251-259
-
-
Hooper, P.M.1
-
16
-
-
0000730309
-
Bayesian estimation methods for 2 2 contingency tables using mixtures of Dirichlet distributions
-
Sep.
-
J. H. Albert and A. K. Gupta, "Bayesian estimation methods for 2 2 contingency tables using mixtures of Dirichlet distributions," J. Amer. Statist. Assoc., vol. 78, no. 383, pp. 708-717, Sep. 1983.
-
(1983)
J. Amer. Statist. Assoc.
, vol.78
, Issue.383
, pp. 708-717
-
-
Albert, J.H.1
Gupta, A.K.2
-
17
-
-
0037266163
-
Improving Markov chain Monte Carlo model search for data mining
-
P. Giudici and R. Castelo, "Improving Markov chain Monte Carlo model search for data mining," Mach. Learn., vol. 50, nos. 1-2, pp. 127-158, 2003.
-
(2003)
Mach. Learn.
, vol.50
, Issue.1-2
, pp. 127-158
-
-
Giudici, P.1
Castelo, R.2
-
18
-
-
40349098629
-
Clustering of count data using generalized dirichlet multinomial distributions
-
DOI 10.1109/TKDE.2007.190726, 4407701
-
N. Bouguila, "Clustering of count data using generalized Dirichlet multinomial distributions," IEEE Trans. Knowl. Data Eng., vol. 20, no. 4, pp. 462-474, Apr. 2008. (Pubitemid 351337416)
-
(2008)
IEEE Transactions on Knowledge and Data Engineering
, vol.20
, Issue.4
, pp. 462-474
-
-
Bouguila, N.1
-
19
-
-
33749257142
-
Clustering documents with an exponential-family approximation of the Dirichlet compound multinomial distribution
-
Pittsburgh, PA Jun.
-
C. Elkan, "Clustering documents with an exponential-family approximation of the Dirichlet compound multinomial distribution," in Proc. 23rd Int. Conf. Mach. Learn., Pittsburgh, PA, Jun. 2006, pp. 289-296.
-
(2006)
Proc. 23rd Int. Conf. Mach. Learn.
, pp. 289-296
-
-
Elkan, C.1
-
20
-
-
34547504185
-
Spatial color image databases summarization
-
Honolulu, HI Apr.
-
N. Bouguila, "Spatial color image databases summarization," in Proc. IEEE Int. Conf. Acous., Speech, Signal Process., Honolulu, HI, Apr. 2007, pp. 953-956.
-
(2007)
Proc. IEEE Int. Conf. Acous., Speech, Signal Process.
, pp. 953-956
-
-
Bouguila, N.1
-
21
-
-
0001453215
-
Sur quelques points de la théorie des probabilités
-
G. Pólya, "Sur quelques points de la théorie des probabilités," Ann. de l'Inst. Henri Poincaré, vol. 1, no. 2, pp. 117-161, 1930.
-
(1930)
Ann. de l'Inst. Henri Poincaré
, vol.1
, Issue.2
, pp. 117-161
-
-
Pólya, G.1
-
22
-
-
60849091358
-
Alternative prior assumptions for improving the performance of naïve Bayesian classifiers
-
Apr.
-
T.-T. Wong, "Alternative prior assumptions for improving the performance of naïve Bayesian classifiers," Data Mining Knowl. Discovery, vol. 18, no. 2, pp. 183-213, Apr. 2009.
-
(2009)
Data Mining Knowl. Discovery
, vol.18
, Issue.2
, pp. 183-213
-
-
Wong, T.-T.1
-
23
-
-
51649088874
-
Discrete data clustering using finite mixture models
-
Jan.
-
N. Bouguila and W. ElGuebaly, "Discrete data clustering using finite mixture models," Pattern Recognit., vol. 42, no. 1, pp. 33-42, Jan. 2009.
-
(2009)
Pattern Recognit.
, vol.42
, Issue.1
, pp. 33-42
-
-
Bouguila, N.1
Elguebaly, W.2
-
25
-
-
0019625159
-
ON A MULTIVARIATE EXTENSION OF THE GAMMA AND BETA DISTRIBUTIONS
-
B. D. Sivazlian, "On a multivariate extension of the Gamma and Beta distributions," SIAM J. Appl. Math., vol. 41, no. 2, pp. 205-209, Oct. 1981. (Pubitemid 12503945)
-
(1981)
SIAM Journal on Applied Mathematics
, vol.41
, Issue.2
, pp. 205-209
-
-
Sivazlian, B.D.1
-
26
-
-
0001726141
-
Multivariate Liouville distributions
-
Dec.
-
R. D. Gupta and D. S. P. Richards, "Multivariate Liouville distributions," J. Multivariate Anal., vol. 23, no. 2, pp. 233-256, Dec. 1987.
-
(1987)
J. Multivariate Anal.
, vol.23
, Issue.2
, pp. 233-256
-
-
Gupta, R.D.1
Richards, D.S.P.2
-
27
-
-
33646682404
-
Practical Bayesian estimation of a finite beta mixture through gibbs sampling and its applications
-
DOI 10.1007/s11222-006-8451-7
-
N. Bouguila, D. Ziou, and E. Monga, "Practical Bayesian estimation of a finite Beta mixture through Gibbs sampling and its applications," Statist. Comput., vol. 16, no. 2, pp. 215-225, Jun. 2006. (Pubitemid 43742298)
-
(2006)
Statistics and Computing
, vol.16
, Issue.2
, pp. 215-225
-
-
Bouguila, N.1
Ziou, D.2
Monga, E.3
-
30
-
-
0000755030
-
Statistical mechanics of learning from examples
-
Apr.
-
H. S. Seung, H. Sompolinsky, and N. Tishby, "Statistical mechanics of learning from examples," Phys. Rev. A, vol. 45, no. 8, pp. 6056-6091, Apr. 1992.
-
(1992)
Phys. Rev. A
, vol.45
, Issue.8
, pp. 6056-6091
-
-
Seung, H.S.1
Sompolinsky, H.2
Tishby, N.3
-
31
-
-
0032202775
-
Deterministic annealing for clustering, compression, classification, regression, and related optimization problems
-
PII S0018921998078608
-
K. Rose, "Deterministic annealing for clustering, compression, classification, regression, and related optimization problems," Proc. IEEE, vol. 86, no. 11, pp. 2210-2239, Nov. 1998. (Pubitemid 128720301)
-
(1998)
Proceedings of the IEEE
, vol.86
, Issue.11
, pp. 2210-2239
-
-
Rose, K.1
-
32
-
-
33749013037
-
Semi-supervised model-based document clustering: A comparative study
-
DOI 10.1007/s10994-006-6540-7
-
S. Zhong, "Semi-supervised model-based document clustering: A comparative study," Mach. Learn., vol. 65, no. 1, pp. 3-29, Oct. 2006. (Pubitemid 44451192)
-
(2006)
Machine Learning
, vol.65
, Issue.1
, pp. 3-29
-
-
Zhong, S.1
-
33
-
-
0032029288
-
Deterministic annealing EM algorithm
-
DOI 10.1016/S0893-6080(97)00133-0, PII S0893608097001330
-
N. Ueda and R. Nakano, "Deterministic annealing EM algorithm," Neural Netw., vol. 11, no. 2, pp. 271-282, Mar. 1998. (Pubitemid 28231473)
-
(1998)
Neural Networks
, vol.11
, Issue.2
, pp. 271-282
-
-
Ueda, N.1
Nakano, R.2
-
35
-
-
77950857605
-
Simplifying mixture models through function approximation
-
Apr.
-
K. Zhang and J. T. Kwok, "Simplifying mixture models through function approximation," IEEE Trans. Neural Netw., vol. 21, no. 4, pp. 644-658, Apr. 2010.
-
(2010)
IEEE Trans. Neural Netw.
, vol.21
, Issue.4
, pp. 644-658
-
-
Zhang, K.1
Kwok, J.T.2
-
36
-
-
73949130630
-
A Dirichlet process mixture of generalized Dirichlet distributions for proportional data modeling
-
Jan.
-
N. Bouguila and D. Ziou, "A Dirichlet process mixture of generalized Dirichlet distributions for proportional data modeling," IEEE Trans. Neural Netw., vol. 21, no. 1, pp. 107-122, Jan. 2010.
-
(2010)
IEEE Trans. Neural Netw.
, vol.21
, Issue.1
, pp. 107-122
-
-
Bouguila, N.1
Ziou, D.2
-
37
-
-
36048970168
-
High-dimensional unsupervised selection and estimation of a finite generalized Dirichlet mixture model based on minimum message length
-
Oct.
-
N. Bouguila and D. Ziou, "High-dimensional unsupervised selection and estimation of a finite generalized Dirichlet mixture model based on minimum message length," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 10, pp. 1716-1731, Oct. 2007.
-
(2007)
IEEE Trans. Pattern Anal. Mach. Intell.
, vol.29
, Issue.10
, pp. 1716-1731
-
-
Bouguila, N.1
Ziou, D.2
-
38
-
-
84950934893
-
Bayes factors
-
Jun.
-
R. E. Kass and A. E. Raftery, "Bayes factors," J. Amer. Statist. Assoc., vol. 90, no. 430, pp. 773-795, Jun. 1995.
-
(1995)
J. Amer. Statist. Assoc.
, vol.90
, Issue.430
, pp. 773-795
-
-
Kass, R.E.1
Raftery, A.E.2
-
39
-
-
0028544395
-
Network information criterion-determining the number of hidden units for an artificial neural network model
-
Nov.
-
N. Murata, S. Yoshizawa, and S.-I. Amari, "Network information criterion-determining the number of hidden units for an artificial neural network model," IEEE Trans. Neural Netw., vol. 5, no. 6, pp. 865-872, Nov. 1994.
-
(1994)
IEEE Trans. Neural Netw.
, vol.5
, Issue.6
, pp. 865-872
-
-
Murata, N.1
Yoshizawa, S.2
Amari, S.-I.3
-
40
-
-
0026221027
-
An information criterion for optimal neural network selection
-
Sep.
-
D. B. Fogel, "An information criterion for optimal neural network selection," IEEE Trans. Neural Netw., vol. 2, no. 5, pp. 490-497, Sep. 1991.
-
(1991)
IEEE Trans. Neural Netw.
, vol.2
, Issue.5
, pp. 490-497
-
-
Fogel, D.B.1
-
41
-
-
0018015137
-
Modeling by shortest data description
-
Sep.
-
J. Rissanen, "Modeling by shortest data description," Automatica, vol. 14, no. 5, pp. 465-471, Sep. 1987.
-
(1987)
Automatica
, vol.14
, Issue.5
, pp. 465-471
-
-
Rissanen, J.1
-
44
-
-
35048901041
-
On the significance of real-world conditions for material classification
-
Prague, Czech Republic May
-
E. Hayman, B. Caputo, M. Fritz, and J.-O. Eklundh, "On the significance of real-world conditions for material classification," in Proc. 8th Eur. Conf. Comput. Vis., Prague, Czech Republic, May 2004, pp. 253-266.
-
(2004)
Proc. 8th Eur. Conf. Comput. Vis.
, pp. 253-266
-
-
Hayman, E.1
Caputo, B.2
Fritz, M.3
Eklundh, J.-O.4
-
45
-
-
0019541773
-
EMPIRICAL EVALUATION OF GENERALIZED COOCURRENCE MATRICES
-
L. S. Davis, M. Clearman, and J. K. Aggarwal, "An empirical evaluation of generalized cooccurrence matrices," IEEE Trans. Pattern Anal. Mach. Intell., vol. 3, no. 2, pp. 214-221, Mar. 1981. (Pubitemid 11497389)
-
(1981)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.PAMI-3
, Issue.2
, pp. 214-221
-
-
Davis, L.S.1
Clearman, M.2
Aggarwal, J.K.3
-
46
-
-
0003112904
-
Texture analysis
-
P. S. P. Wang C. H. Chen, and L. F. Pau, Eds. Singapore: World Scientific
-
M. Tuceryan and A. K. Jain, "Texture analysis," in The Handbook of Pattern Recognition and Computer Vision, P. S. P. Wang, C. H. Chen, and L. F. Pau, Eds. Singapore: World Scientific, 1998, pp. 207-248.
-
(1998)
The Handbook of Pattern Recognition and Computer Vision
, pp. 207-248
-
-
Tuceryan, M.1
Jain, A.K.2
-
47
-
-
33846580425
-
Local features and kernels for classification of texture and object categories: A comprehensive study
-
DOI 10.1007/s11263-006-9794-4
-
J. Zhang, M. Marszalek, S. Lazebnik, and C. Schmid, "Local features and kernels for classification of texture and object categories: A comprehensive study," Int. J. Comput. Vis., vol. 73, no. 2, pp. 213-238, Jun. 2007. (Pubitemid 46181625)
-
(2007)
International Journal of Computer Vision
, vol.73
, Issue.2
, pp. 213-238
-
-
Zhang, J.1
Marszalek, M.2
Lazebnik, S.3
Schmid, C.4
-
48
-
-
24344452988
-
A sparse texture representation using local affine regions
-
DOI 10.1109/TPAMI.2005.151
-
S. Lazebnik, C. Schmid, and J. Ponce, "A sparse texture representation using local affine regions," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 8, pp. 1265-1278, Aug. 2005. (Pubitemid 41245056)
-
(2005)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.27
, Issue.8
, pp. 1265-1278
-
-
Lazebnik, S.1
Schmid, C.2
Ponce, J.3
-
49
-
-
0019522390
-
Textons, the elements of texture perception, and their interactions
-
DOI 10.1038/290091a0
-
B. Julesz, "Textons, the elements of texture perception, and their interactions," Nature, vol. 290, no. 5802, pp. 91-97, Mar. 1981. (Pubitemid 11149681)
-
(1981)
Nature
, vol.290
, Issue.5802
, pp. 91-97
-
-
Julesz, B.1
-
50
-
-
0039006081
-
Reflectance and texture of real-world surfaces
-
K. J. Dana, B. van Ginneken, S. K. Nayar, and J. J. Koenderink, "Reflectance and texture of real-world surfaces," ACM Trans. Graph., vol. 18, no. 1, pp. 1-34, Jan. 1999. (Pubitemid 129547675)
-
(1999)
ACM Transactions on Graphics
, vol.18
, Issue.1
, pp. 1-34
-
-
Dana, K.J.1
Van Ginneken, B.2
Nayar, S.K.3
Koenderink, J.J.4
-
51
-
-
0032209062
-
Feature Detection with Automatic Scale Selection
-
T. Lindeberg, "Feature detection with automatic scale selection," Int. J. Comput. Vis., vol. 30, no. 2, pp. 79-116, 1998. (Pubitemid 128517917)
-
(1998)
International Journal of Computer Vision
, vol.30
, Issue.2
, pp. 79-116
-
-
Lindeberg, T.1
-
52
-
-
3042535216
-
Distinctive image features from scale-invariant keypoints
-
Nov.
-
D. G. Lowe, "Distinctive image features from scale-invariant keypoints," Int. J. Comput. Vis., vol. 60, no. 2, pp. 91-110, Nov. 2004.
-
(2004)
Int. J. Comput. Vis.
, vol.60
, Issue.2
, pp. 91-110
-
-
Lowe, D.G.1
-
53
-
-
17544387665
-
Are object shape primitives learnable?
-
DOI 10.1016/S0925-2312(98)00130-1, PII S0925231298001301
-
L. Shams and C. von der Malsburg, "Are object shape primitives learnable?" Neurocomputing, vols. 26-27, pp. 855-863, Jun. 1999. (Pubitemid 29447397)
-
(1999)
Neurocomputing
, vol.26-27
, pp. 855-863
-
-
Shams, L.1
Von Der Malsburg, C.2
-
54
-
-
0003916202
-
Shape context: A new descriptor for shape matching and object recognition
-
Vancouver, BC, Canada Dec.
-
S. Belongie, J. Malik, and J. Puzicha, "Shape context: A new descriptor for shape matching and object recognition," in Proc. 14th Annu. Conf. Neural Inform. Process. Syst., Vancouver, BC, Canada, Dec. 2000, pp. 831-837.
-
(2000)
Proc. 14th Annu. Conf. Neural Inform. Process. Syst.
, pp. 831-837
-
-
Belongie, S.1
Malik, J.2
Puzicha, J.3
-
55
-
-
84898982939
-
Exploiting generative models in discriminative classifiers
-
Vancouver, BC, Canada Dec.
-
T. S. Jaakkola and D. Haussler, "Exploiting generative models in discriminative classifiers," in Proc. 12th Annu. Conf. Neural Inform. Process. Syst., Vancouver, BC, Canada, Dec. 1998, pp. 487-493.
-
(1998)
Proc. 12th Annu. Conf. Neural Inform. Process. Syst.
, pp. 487-493
-
-
Jaakkola, T.S.1
Haussler, D.2
-
56
-
-
58049175967
-
A data-driven mixture kernel for count data classification using support vector machines
-
Cancun, Mexico Oct.
-
N. Bouguila, "A data-driven mixture kernel for count data classification using support vector machines," in Proc. IEEE Workshop Mach. Learn. Signal Process., Cancun, Mexico, Oct. 2008, pp. 26-31.
-
(2008)
Proc. IEEE Workshop Mach. Learn. Signal Process.
, pp. 26-31
-
-
Bouguila, N.1
-
57
-
-
0032203257
-
Gradient-based learning applied to document recognition
-
Nov.
-
Y. LeCun, L. Bottou, Y. Bengio, and P. Haffner, "Gradient-based learning applied to document recognition," Proc. IEEE, vol. 86, no. 11, pp. 2278- 2324, Nov. 1998.
-
(1998)
Proc. IEEE
, vol.86
, Issue.11
, pp. 2278-2324
-
-
Lecun, Y.1
Bottou, L.2
Bengio, Y.3
Haffner, P.4
-
58
-
-
0003677393
-
-
MPEG-7 Visual Group, Seoul, Korea, Tech. Rep. ISO/IEC JTC 1/SC 29/WG 11 MPEG99/N2690 Mar.
-
S. Jeannin and M. Bober, "Description of core experiments for MPEG- 7 motion/shape," MPEG-7 Visual Group, Seoul, Korea, Tech. Rep. ISO/IEC JTC 1/SC 29/WG 11 MPEG99/N2690, Mar. 1999.
-
(1999)
Description of Core Experiments for MPEG- 7 Motion/shape
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Jeannin, S.1
Bober, M.2
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