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Open Access
Peer-reviewed
Research Article
An autoencoder and artificial neural network-based method to estimate parity status of wild mosquitoes from near-infrared spectra
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Masabho P. Milali ,
Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Software, Validation, Visualization, Writing – original draft, Writing – review & editing
* E-mail: pmasabho@ihi.or.tz
Affiliations Department of Mathematical and Statistical Sciences, Marquette University, Milwaukee, WI, United States of America, Environmental Health and Ecological Sciences Thematic Group, Ifakara Health Institute, Ifakara, Tanzania
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Samson S. Kiware,
Roles Conceptualization, Data curation, Methodology, Supervision, Validation, Visualization, Writing – review & editing
Affiliations Department of Mathematical and Statistical Sciences, Marquette University, Milwaukee, WI, United States of America, Environmental Health and Ecological Sciences Thematic Group, Ifakara Health Institute, Ifakara, Tanzania
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Nicodem J. Govella,
Roles Data curation, Validation, Writing – review & editing
Affiliation Environmental Health and Ecological Sciences Thematic Group, Ifakara Health Institute, Ifakara, Tanzania
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Fredros Okumu,
Roles Funding acquisition, Project administration, Supervision, Validation, Writing – review & editing
Affiliation Environmental Health and Ecological Sciences Thematic Group, Ifakara Health Institute, Ifakara, Tanzania
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Naveen Bansal,
Roles Supervision, Validation, Writing – review & editing
Affiliation Department of Mathematical and Statistical Sciences, Marquette University, Milwaukee, WI, United States of America
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Serdar Bozdag,
Roles Supervision, Validation, Writing – review & editing
Affiliation Department of Computer Science, Marquette University, Milwaukee, WI, United States of America
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Jacques D. Charlwood,
Roles Data curation, Funding acquisition, Validation, Writing – review & editing
Affiliation Liverpool School of Tropical Medicine, Liverpool, England, United Kingdom
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Marta F. Maia,
Roles Funding acquisition, Project administration, Writing – review & editing
Affiliations Wellcome Trust Research Programme, Kenya Medical Research Institute, Kilifi, Kenya, Swiss Tropical and Public Health Institute, Basel, Switzerland, University of Basel, Basel, Switzerland
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Sheila B. Ogoma,
Roles Funding acquisition, Writing – review & editing
Affiliation Clinton Health Access Initiative, Nairobi, Kenya
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Floyd E. Dowell,
Roles Resources, Validation, Writing – review & editing
Affiliation Center for Grain and Animal Health Research, USDA, Agricultural Research Service, Manhattan, KS, United States of America
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George F. Corliss,
Roles Conceptualization, Funding acquisition, Methodology, Resources, Supervision, Validation, Writing – review & editing
Affiliations Department of Mathematical and Statistical Sciences, Marquette University, Milwaukee, WI, United States of America, Department of Electrical and Computer Engineering, Marquette University, Milwaukee, WI, United States of America
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Maggy T. Sikulu-Lord ,
Contributed equally to this work with: Maggy T. Sikulu-Lord, Richard J. Povinelli
Roles Data curation, Funding acquisition, Project administration, Supervision, Validation, Writing – review & editing
Affiliation The School of Public Health, University of Queensland, Brisbane, Queensland, Australia
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Richard J. Povinelli
Contributed equally to this work with: Maggy T. Sikulu-Lord, Richard J. Povinelli
Roles Conceptualization, Funding acquisition, Methodology, Resources, Software, Supervision, Validation, Visualization, Writing – review & editing
Affiliations Department of Mathematical and Statistical Sciences, Marquette University, Milwaukee, WI, United States of America, Department of Electrical and Computer Engineering, Marquette University, Milwaukee, WI, United States of America
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An autoencoder and artificial neural network-based method to estimate parity status of wild mosquitoes from near-infrared spectra
- Masabho P. Milali,
- Samson S. Kiware,
- Nicodem J. Govella,
- Fredros Okumu,
- Naveen Bansal,
- Serdar Bozdag,
- Jacques D. Charlwood,
- Marta F. Maia,
- Sheila B. Ogoma,
- Floyd E. Dowell
- Published: June 18, 2020
- https://doi.org/10.1371/journal.pone.0234557
- See the preprint