4.6 Article

Data-driven and interpretable machine-learning modeling to explore the fine-scale environmental determinants of malaria vectors biting rates in rural Burkina Faso

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Economics

Causal Interpretations of Black-Box Models

Qingyuan Zhao et al.

Summary: The fields of machine learning and causal inference have developed concepts, tools, and theory for each other. Extracting causal interpretations from black-box models requires a model with good predictive performance, domain knowledge, and suitable visualization tools.

JOURNAL OF BUSINESS & ECONOMIC STATISTICS (2021)

Review Infectious Diseases

Achieving global malaria eradication in changing landscapes

Kimberly M. Fornace et al.

Summary: Land use and land cover changes have complex impacts on malaria transmission, requiring multisectoral cooperation to minimize negative effects while supporting malaria control and elimination efforts. Consideration of changing risks and integrating malaria impacts into land management decisions can accelerate progress towards malaria eradication.

MALARIA JOURNAL (2021)

Article Ecology

Predicting into unknown space? Estimating the area of applicability of spatial prediction models

Hanna Meyer et al.

Summary: Machine learning algorithms are popular for spatial mapping due to their ability to fit complex relationships, but their use is limited to data similar to the training set. The study proposes a method to assess the area where a prediction model can be reliably applied, using a Dissimilarity Index (DI) to define the Area of Applicability (AOA) and map estimated performance. Simulation studies show comparable prediction errors within the AOA to cross-validation errors, emphasizing the importance of considering the relationship between DI and cross-validation performance.

METHODS IN ECOLOGY AND EVOLUTION (2021)

Article Health Care Sciences & Services

Random forests for homogeneous and non-homogeneous Poisson processes with excess zeros

Walid Mathlouthi et al.

STATISTICAL METHODS IN MEDICAL RESEARCH (2020)

Review Infectious Diseases

The importance of vector control for the control and elimination of vector-borne diseases

Anne L. Wilson et al.

PLOS NEGLECTED TROPICAL DISEASES (2020)

Article Multidisciplinary Sciences

Malaria hotspots explained from the perspective of ecological theory underlying insect foraging

Yared Debebe et al.

SCIENTIFIC REPORTS (2020)

Proceedings Paper Computer Science, Theory & Methods

Sampling Approaches for Imbalanced Data Classification Problem in Machine Learning

Shivani Tyagi et al.

PROCEEDINGS OF RECENT INNOVATIONS IN COMPUTING, ICRIC 2019 (2020)

Article Biodiversity Conservation

landscapemetrics: an open-source R tool to calculate landscape metrics

Maximilian H. K. Hesselbarth et al.

ECOGRAPHY (2019)

Article Multidisciplinary Sciences

Definitions, methods, and applications in interpretable machine learning

W. James Murdoch et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2019)

Article Computer Science, Interdisciplinary Applications

Improving performance of spatio-temporal machine learning models using forward feature selection and target-oriented validation

Hanna Meyer et al.

ENVIRONMENTAL MODELLING & SOFTWARE (2018)

Article Biochemical Research Methods

Precrec: fast and accurate precision-recall and ROC curve calculations in R

Takaya Saito et al.

BIOINFORMATICS (2017)

Article Computer Science, Artificial Intelligence

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

Anuj Karpatne et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2017)

Article Computer Science, Interdisciplinary Applications

ranger: A Fast Implementation of Random Forests for High Dimensional Data in C plus plus and R

Marvin N. Wright et al.

JOURNAL OF STATISTICAL SOFTWARE (2017)

Review Mathematical & Computational Biology

Ten quick tips for machine learning in computational biology

Davide Chicco

BIODATA MINING (2017)

Review Environmental Sciences

Remote Sensing-Driven Climatic/Environmental Variables for Modelling Malaria Transmission in Sub-Saharan Africa

Osadolor Ebhuoma et al.

INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH (2016)

Article Health Care Sciences & Services

Interpreting predictive maps of disease: highlighting the pitfalls of distribution models in epidemiology

Nicola A. Wardrop et al.

GEOSPATIAL HEALTH (2014)

Article Computer Science, Artificial Intelligence

Explaining prediction models and individual predictions with feature contributions

Erik Strumbelj et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2014)

Article Multidisciplinary Sciences

Landscape Movements of Anopheles gambiae Malaria Vector Mosquitoes in Rural Gambia

Christopher J. Thomas et al.

PLOS ONE (2013)

Article Multidisciplinary Sciences

Use of a Mixture Statistical Model in Studying Malaria Vectors Density

Olayide Boussari et al.

PLOS ONE (2012)

Article Health Care Sciences & Services

The use of remotely sensed environmental data in the study of malaria

Vanessa Machault et al.

GEOSPATIAL HEALTH (2011)

Article Infectious Diseases

Conditions of malaria transmission in Dakar from 2007 to 2010

Libasse Gadiaga et al.

MALARIA JOURNAL (2011)

Article Statistics & Probability

To Explain or to Predict?

Galit Shmueli

STATISTICAL SCIENCE (2010)

Editorial Material Medicine, General & Internal

Ecology: A Prerequisite for Malaria Elimination and Eradication

Heather M. Ferguson et al.

PLOS MEDICINE (2010)

Article Public, Environmental & Occupational Health

Spatial distribution of mosquito larvae and the potential for targeted larval control in the Gambia

Silas Majambere et al.

AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE (2008)

Article Statistics & Probability

PREDICTIVE LEARNING VIA RULE ENSEMBLES

Jerome H. Frieman et al.

ANNALS OF APPLIED STATISTICS (2008)

Article Evolutionary Biology

Evidence for divergent selection between the molecular forms of Anopheles gambiae:: role of predation

Abdoulaye Diabate et al.

BMC EVOLUTIONARY BIOLOGY (2008)

Review Infectious Diseases

Vectors of malaria: biology, diversity, prevention, and individual protection

F. Pages et al.

MEDECINE ET MALADIES INFECTIEUSES (2007)

Article Statistics & Probability

Decision tree approaches for zero-inflated count data

Seong-Keon Lee et al.

JOURNAL OF APPLIED STATISTICS (2006)

Article Public, Environmental & Occupational Health

Cross correlation maps: A tool for visualizing and modeling time lagged associations

FC Curriero et al.

VECTOR-BORNE AND ZOONOTIC DISEASES (2005)

Article Biochemistry & Molecular Biology

Isolation and characterization of microsatellite DNA markers in the malaria vector Anopheles funestus

A Cohuet et al.

MOLECULAR ECOLOGY NOTES (2002)

Article Public, Environmental & Occupational Health

Risk of malaria attacks in Gambian children is greater away from malaria vector breeding sites

SE Clarke et al.

TRANSACTIONS OF THE ROYAL SOCIETY OF TROPICAL MEDICINE AND HYGIENE (2002)

Article Public, Environmental & Occupational Health

Cocktail polymerase chain reaction assay to identify members of the Anopheles funestus (Diptera: Culicidae) group

LL Koekemoer et al.

AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE (2002)

Article Computer Science, Artificial Intelligence

Random forests

L Breiman

MACHINE LEARNING (2001)

Article Statistics & Probability

Statistical modeling: The two cultures

L Breiman

STATISTICAL SCIENCE (2001)

Article Entomology

Characteristics of larval anopheline (Diptera: Culicidae) habitats in western Kenya

JE Gimnig et al.

JOURNAL OF MEDICAL ENTOMOLOGY (2001)