Machine learning and data analysis

Research publications

2023

Luca Mungo, François Lafond, Pablo Astudillo-Estévez, andJ. Doyne Farmer, “Reconstructing production networks using machine learning”, Journal of Economic Dynamics and Control (2023)

1992

J. Theiler, B. Galdrikian, A. Longtin, S. Eubank and J. D. Farmer, “Detecting Nonlinear Structure in Time Series”, Physica D 58 (1992): 77-94.
J. Gibson, J. D. Farmer, M. Casdagli and S. Eubank, “An Analytic Approach to Practical State Space Reconstruction,” Physica D 57(1-2) (1992): 1-30.

1991

YM. Casdagli, S. Eubank, J. D. Farmer and J. Gibson, “State Space Reconstruction in the Presence of Noise”, Physica D 51(1-3) (1991): 52-98.
J. D. Farmer and J. J. Sidorowich, “Optimal Shadowing and Noise Reduction”, Physica D 47(3) (1991): 373-392.

1990

. Doyne Farmer, “A Rosetta Stone For Connectionism”, Physica D 42(1-3) (1990): 153-187.
S. Eubank and J. D. Farmer, “An Introduction to Chaos and Prediction.” In 1989 Lectures in the Sciences of Complexity, ed. E. Jen, Santa Fe Institute Studies in the Sciences of Complexity, Lect. Vol. II. Redwood City, CA: Addison-Wesley, 1990. (Book Chapter)

1988

D, MD: Farmer, J. D., and J. J. Sidorowich. “Exploiting Chaos to Predict the Future and Reduce Noise.” In Evolution, Learning and Cognition, ed. Y. C. Lee, 277-330. Singapore: World Scientific, 1988. (Book Chapter)

1987

J. D. Farmer and J. J. Sidorowich, “Predicting Chaotic Time Series”, Physical Review Letters 59(8) (1987): 845-848.

1983

A. Brandstater, J. Swift, H. L. Swinney, A. Wolf, J. D. Farmer, E. Jen and J. P. Crutchfield, “Low-Dimensional Chaos in a Hydodynamic System. ,Physical Review Letters 51(16) (1983): 1442-1445.

1982

J. D. Farmer, J. Hart and P. Weidman, “A Phase Space Analysis of Baroclinic Flow”, Physics Letters A 91(1) (1982): 22-24.

1981

H. Froehling, J. P. Crutchfield, J. D. Farmer, N. H. Packard and R. Shaw, “On Determining the Dimension of Chaotic Flows”, Physica D 3(3) (1981): 605-617.

1980

N. H. Packard, J. P. Crutchfield, J. D. Farmer and R. S. Shaw, “Geometry from a Time Series”, Physical Review Letters 45(9) (1980): 712-716.