[HTML][HTML] A high-bias, low-variance introduction to machine learning for physicists
Abstract Machine Learning (ML) is one of the most exciting and dynamic areas of modern
research and application. The purpose of this review is to provide an introduction to the core …
research and application. The purpose of this review is to provide an introduction to the core …
[HTML][HTML] Assessing and addressing the re-eutrophication of Lake Erie: Central basin hypoxia
…, DK Rucinski, E Rutherford, DJ Schwab… - Journal of Great Lakes …, 2014 - Elsevier
Relieving phosphorus loading is a key management tool for controlling Lake Erie eutrophication.
During the 1960s and 1970s, increased phosphorus inputs degraded water quality and …
During the 1960s and 1970s, increased phosphorus inputs degraded water quality and …
Transport and mixing between the coastal and offshore waters in the Great Lakes: a review
YR Rao, DJ Schwab - Journal of Great Lakes Research, 2007 - Elsevier
… Lesht, BM, and Schwab, DJ 2004. A comparison of observed and modeled surface waves
in southern Lake Michigan and the implications for models of sediment resuspension. J. …
in southern Lake Michigan and the implications for models of sediment resuspension. J. …
Supervised learning with tensor networks
E Stoudenmire, DJ Schwab - Advances in neural …, 2016 - proceedings.neurips.cc
Tensor networks are approximations of high-order tensors which are efficient to work with
and have been very successful for physics and mathematics applications. We demonstrate …
and have been very successful for physics and mathematics applications. We demonstrate …
An exact mapping between the variational renormalization group and deep learning
Deep learning is a broad set of techniques that uses multiple layers of representation to
automatically learn relevant features directly from structured data. Recently, such techniques …
automatically learn relevant features directly from structured data. Recently, such techniques …
Mean circulation in the Great Lakes
D Beletsky, JH Saylor, DJ Schwab - Journal of Great Lakes Research, 1999 - Elsevier
… and numerically model the observed lake physics (Schwab 1992). It also provided impetus
… Schwab, DJ 1992. A review of hydrodynamic modeling in the Great Lakes from 1950–1990 …
… Schwab, DJ 1992. A review of hydrodynamic modeling in the Great Lakes from 1950–1990 …
Massive microbiological groundwater contamination associated with a waterborne outbreak in Lake Erie, South Bass Island, Ohio
…, LS Mansfield, DL Wilson, DJ Schwab… - Environmental …, 2007 - ehp.niehs.nih.gov
Background A groundwater-associated outbreak affected approximately 1,450 residents
and visitors of South Bass Island, Ohio, between July and September 2004. Objectives To …
and visitors of South Bass Island, Ohio, between July and September 2004. Objectives To …
α-Ketoglutarate coordinates carbon and nitrogen utilization via enzyme I inhibition
CD Doucette, DJ Schwab, NS Wingreen… - Nature chemical …, 2011 - nature.com
Microbes survive in a variety of nutrient environments by modulating their intracellular
metabolism. Balanced growth requires coordinated uptake of carbon and nitrogen, the primary …
metabolism. Balanced growth requires coordinated uptake of carbon and nitrogen, the primary …
Modeling circulation and thermal structure in Lake Michigan: Annual cycle and interannual variability
D Beletsky, DJ Schwab - Journal of Geophysical Research …, 2001 - Wiley Online Library
… Physical mechanisms responsible for observed long-term circulation patterns are investigated
more fully in a companion paper (DJ Schwab and D. Beletsky, manuscript in preparation, …
more fully in a companion paper (DJ Schwab and D. Beletsky, manuscript in preparation, …
Energetic costs of cellular computation
… PM and DJS would like to thank the Aspen Center for Physics, where this work was initiated.
We are especially grateful to Thierry Mora for clarifying the relationship between the rate k 1 …
We are especially grateful to Thierry Mora for clarifying the relationship between the rate k 1 …