A Big Data Guide to Understanding Climate Change: The Case for Theory-Guided Data Science

ABSTRACT

(2018) D. H. Levinson et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Statistical significance of climate sensitivity predictors obtained by data mining

(2014) Peter M. Caldwell et al.   GEOPHYSICAL RESEARCH LETTERS

The Parable of Google Flu: Traps in Big Data Analysis

(2014) D. Lazer et al.   SCIENCE

Seasonal aspects of the recent pause in surface warming

(2014) Kevin E. Trenberth et al.   Nature Climate Change

Fundamental limitations of Ad hoc linear and quadratic multi-level regression models for physical systems

(2012) Andrew Majda et al.   DISCRETE AND CONTINUOUS DYNAMICAL SYSTEMS-SERIES B

Little change in global drought over the past 60 years

(2012) Justin Sheffield et al.   NATURE

Physics constrained nonlinear regression models for time series

(2012) Andrew J Majda et al.   NONLINEARITY

Increasing drought under global warming in observations and models

(2012) Aiguo Dai   Nature Climate Change

The changing science of machine learning

(2011) Pat Langley   MACHINE LEARNING

Global observations of nonlinear mesoscale eddies

(2011) Dudley B. Chelton et al.   PROGRESS IN OCEANOGRAPHY

Forecasting Fire Season Severity in South America Using Sea Surface Temperature Anomalies

(2011) Y. Chen et al.   SCIENCE

Climate Data Challenges in the 21st Century

(2011) J. T. Overpeck et al.   SCIENCE

The Influence of Nonlinear Mesoscale Eddies on Near-Surface Oceanic Chlorophyll

(2011) D. B. Chelton et al.   SCIENCE

The backbone of the climate network

(2009) J. F. Donges et al.   EPL

Detecting influenza epidemics using search engine query data

(2008) Jeremy Ginsberg et al.   NATURE

Synchronization in complex networks

(2008) Alex Arenas et al.   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS