Harmonic analysis of symmetric random graphs
Kybernetika (2020)
- Volume: 56, Issue: 6, page 1081-1089
- ISSN: 0023-5954
Access Full Article
topAbstract
topHow to cite
topLauritzen, Steffen. "Harmonic analysis of symmetric random graphs." Kybernetika 56.6 (2020): 1081-1089. <http://eudml.org/doc/296988>.
@article{Lauritzen2020,
abstract = {This note attempts to understand graph limits as defined by Lovasz and Szegedy in terms of harmonic analysis on semigroups. This is done by representing probability distributions of random exchangeable graphs as mixtures of characters on the semigroup of unlabeled graphs with node-disjoint union, thereby providing an alternative derivation of de Finetti's theorem for random exchangeable graphs.},
author = {Lauritzen, Steffen},
journal = {Kybernetika},
keywords = {characters; deFinetti's theorem; exchangeability; extreme point models; graph limits; graphons; positive definite functions; semigroups},
language = {eng},
number = {6},
pages = {1081-1089},
publisher = {Institute of Information Theory and Automation AS CR},
title = {Harmonic analysis of symmetric random graphs},
url = {http://eudml.org/doc/296988},
volume = {56},
year = {2020},
}
TY - JOUR
AU - Lauritzen, Steffen
TI - Harmonic analysis of symmetric random graphs
JO - Kybernetika
PY - 2020
PB - Institute of Information Theory and Automation AS CR
VL - 56
IS - 6
SP - 1081
EP - 1089
AB - This note attempts to understand graph limits as defined by Lovasz and Szegedy in terms of harmonic analysis on semigroups. This is done by representing probability distributions of random exchangeable graphs as mixtures of characters on the semigroup of unlabeled graphs with node-disjoint union, thereby providing an alternative derivation of de Finetti's theorem for random exchangeable graphs.
LA - eng
KW - characters; deFinetti's theorem; exchangeability; extreme point models; graph limits; graphons; positive definite functions; semigroups
UR - http://eudml.org/doc/296988
ER -
References
top- Aldous, D., 10.1016/0047-259x(81)90099-3, J. Multivar. Anal. 11 (1981), 581-598. MR0637937DOI10.1016/0047-259x(81)90099-3
- Aldous, D., 10.1007/bfb0099421, In: École d'Été de Probabilités de Saint-Flour XIII - 1983 (P. Hennequin, ed.), Springer-Verlag, Heidelberg 1985, pp. 1-198. MR0883646DOI10.1007/bfb0099421
- Berg, C., Christensen, J. P. R., Ressel, P., 10.1007/bf01360957, Math. Ann. 259 (1976), 253-274. MR0420150DOI10.1007/bf01360957
- Berg, C., Christensen, J. P. R., Ressel, P., 10.1007/978-1-4612-1128-0, Springer-Verlag, New York 1984. MR0747302DOI10.1007/978-1-4612-1128-0
- Borgs, C., Chayes, J., Lovász, L., Sós, V., Vesztergombi, K., 10.1016/j.aim.2008.07.008, Adv. Math. 219 (2008), 1801-1851. MR2455626DOI10.1016/j.aim.2008.07.008
- Diaconis, P., Freedman, D., 10.1214/aop/1176994663, Ann. Probab. 8 (1980), 745-764. MR0577313DOI10.1214/aop/1176994663
- Diaconis, P., Freedman, D., 10.1016/0022-2496(81)90039-0, J. Math. Psychol. 24 (1981), 112-138. MR0640207DOI10.1016/0022-2496(81)90039-0
- Diaconis, P., Janson, S., Graph limits and exchangeable random graphs., Rendiconti di Matematica, Serie VII 28 (2008), 33-61. MR2463439
- Drton, M., Richardson, T. S., 10.1111/j.1467-9868.2007.00636.x, J. Roy. Statist. Soc. Series B 70 (2008), 287-309. MR2424754DOI10.1111/j.1467-9868.2007.00636.x
- Freedman, D., 10.1080/01621459.1977.10480637, J. Amer. Statist. Assoc. 72 (1977), 681. MR0445667DOI10.1080/01621459.1977.10480637
- Holland, P. W., Leinhardt, S., 10.1080/01621459.1981.10477598, J. Amer. Statist. Assoc. 76 (1981), 33-50. MR0608176DOI10.1080/01621459.1981.10477598
- Hoover, D. N., Relations on probability spaces and arrays of random variables., Preprint, Institute of Advanced Study, Princeton 1979.
- Lauritzen, S., Rinaldo, A., Sadeghi, K., Random networks, graphical models, and exchangeability., J. Roy. Statist. Soc., Series B, 80 (2018), 481-508. MR3798875
- Lauritzen, S., Rinaldo, A., Sadeghi, K., 10.18409/jas.v10i1.73, J. Algebr. Statist. 10 (2019), 85-114. MR3947125DOI10.18409/jas.v10i1.73
- Lauritzen, S. L., General exponential models for discrete observations., Scand. J. Statist. 2 (1975), 23-33. MR0378163
- Lauritzen, S. L., 10.1007/978-1-4612-1023-8, Springer-Verlag, Heidelberg 1988. MR0971253DOI10.1007/978-1-4612-1023-8
- Lauritzen, S. L., 10.1007/bf02419265, Rendiconti di Matematica, Serie VII 28 (2008), 83-95. MR2463441DOI10.1007/bf02419265
- Lovász, L., 10.1090/coll/060, Colloquium Publications, American Mathematical Society, Rhode Island 2012. MR3012035DOI10.1090/coll/060
- Lovász, L., Szegedy, B., 10.1016/j.jctb.2006.05.002, J. Combinat. Theory, Series B 96 (2006), 933-957. MR2274085DOI10.1016/j.jctb.2006.05.002
- Matúš, F., Finite Partially Exchangeable Arrays., Technical Report 1856, Institute of Information Theory and Automation, Academy of Sciences of the Czech Republic, Prague 1995.
- Orbantz, P., Roy, D. M., 10.1109/tpami.2014.2334607, IEEE Trans. Pattern Anal. Machine Intel. 37 (2015), 437-461. DOI10.1109/tpami.2014.2334607
- Ressel, P., 10.1214/aop/1176992913, Ann. Probab. 13 (1985), 898-922. MR0799427DOI10.1214/aop/1176992913
- Ressel, P., Exchangeability and semigroups., Rendiconti di Matematica, Serie VII 28 (2008), 63-81. MR2463440
- Silverman, B. W., 10.1017/s0001867800042932, Adv. Appl. Probab. 8 (1976), 806-819. MR0431348DOI10.1017/s0001867800042932
- Snijders, T. A. B., Pattison, P. E., Robins, G. L., Handcock, M. S., 10.1111/j.1467-9531.2006.00176.x, Sociolog. Methodology 36 (2006), 99-153. DOI10.1111/j.1467-9531.2006.00176.x
NotesEmbed ?
topTo embed these notes on your page include the following JavaScript code on your page where you want the notes to appear.