Joshua Evan Blumenstock

Orcid: 0000-0002-1813-7414

Affiliations:
  • University of California, Berkeley, CA, USA


According to our database1, Joshua Evan Blumenstock authored at least 43 papers between 2008 and 2024.

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Bibliography

2024
Enabling Humanitarian Applications with Targeted Differential Privacy.
CoRR, 2024

2023
Big Data Privacy in Emerging Market Fintech and Financial Services: A Research Agenda.
CoRR, 2023

Privacy Guarantees for Personal Mobility Data in Humanitarian Response.
CoRR, 2023

Fairness and Representation in Satellite-Based Poverty Maps: Evidence of Urban-Rural Disparities and Their Impacts on Downstream Policy.
Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

Moving targets: When does a poverty prediction model need to be updated?
Proceedings of the 6th ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies, 2023

2022
Machine learning and phone data can improve targeting of humanitarian aid.
Nat., 2022

Can Strategic Data Collection Improve the Performance of Poverty Prediction Models?
CoRR, 2022

Program Targeting with Machine Learning and Mobile Phone Data: Evidence from an Anti-Poverty Intervention in Afghanistan.
CoRR, 2022

(Machine) Learning What Policies Value.
CoRR, 2022

Note: Home Location Detection from Mobile Phone Data: Evidence from Togo.
Proceedings of the COMPASS '22: ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies, Seattle, WA, USA, 29 June 2022, 2022

Phone Sharing and Cash Transfers in Togo: Quantitative Evidence from Mobile Phone Data.
Proceedings of the COMPASS '22: ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies, Seattle, WA, USA, 29 June 2022, 2022

2021
Micro-Estimates of Wealth for all Low- and Middle-Income Countries.
CoRR, 2021

2020
Manipulation-Proof Machine Learning.
CoRR, 2020

Connecting Isolated Communities: Quantitative Evidence on the Adoption of Community Cellular Networks in the Philippines.
Proceedings of the 2020 International Conference on Information and Communication Technologies and Development, 2020

Balancing Competing Objectives with Noisy Data: Score-Based Classifiers for Welfare-Aware Machine Learning.
Proceedings of the 37th International Conference on Machine Learning, 2020

Targeting Development Aid with Machine Learning and Mobile Phone Data.
Proceedings of the 3rd ACM SIGCAS Conference on Computing and Sustainable Societies, 2020

2019
The Illusion of Change: Correcting for Biases in Change Inference for Sparse, Societal-Scale Data.
Proceedings of the World Wide Web Conference, 2019

Mining University Registrar Records to Predict First-Year Undergraduate Attrition.
Proceedings of the 12th International Conference on Educational Data Mining, 2019

Who Ties the World Together? Evidence from a Large Online Social Network.
Proceedings of the Complex Networks and Their Applications VIII, 2019

Multi-GCN: Graph Convolutional Networks for Multi-View Networks, with Applications to Global Poverty.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018
eKichabi: Information Access through Basic Mobile Phones in Rural Tanzania.
Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, 2018

2017
An Investigation of Phone Upgrades in Remote Community Cellular Networks.
Proceedings of the Ninth International Conference on Information and Communication Technologies and Development, 2017

Can Human Development be Measured with Satellite Imagery?
Proceedings of the Ninth International Conference on Information and Communication Technologies and Development, 2017

Understanding the Impact of Urban Infrastructure: New Insights from Population-Scale Data.
Proceedings of the Ninth International Conference on Information and Communication Technologies and Development, 2017

2016
Machine Learning Across Cultures: Modeling the Adoption of Financial Services for the Poor.
CoRR, 2016

Predicting Student Dropout in Higher Education.
CoRR, 2016

Predictors without Borders: Behavioral Modeling of Product Adoption in Three Developing Countries.
Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2016

Observing gender dynamics and disparities with mobile phone metadata.
Proceedings of the Eighth International Conference on Information and Communication Technologies and Development, 2016

2015
Promises and pitfalls of mobile money in Afghanistan: evidence from a randomized control trial.
Proceedings of the Seventh International Conference on Information and Communication Technologies and Development, 2015

The Price is Right?: Statistical evaluation of a crowd-sourced market information system in Liberia.
Proceedings of the 2015 Annual Symposium on Computing for Development, 2015

Behavioral Modeling for Churn Prediction: Early Indicators and Accurate Predictors of Custom Defection and Loyalty.
Proceedings of the 2015 IEEE International Congress on Big Data, New York City, NY, USA, June 27, 2015

2014
Computational challenges in the analysis of large, sparse, spatiotemporal data.
Proceedings of the DIDC'14, 2014

Probabilistic Inference of Unknown Locations: Exploiting Collective Behavior when Individual Data is Scarce.
Proceedings of the Fifth ACM Symposium on Computing for Development, 2014

2013
Expanding Rural Cellular Networks with Virtual Coverage.
Proceedings of the 10th USENIX Symposium on Networked Systems Design and Implementation, 2013

Towards operationalizing outlier detection in community health programs.
Proceedings of the International conference on information and communication technologies and development, 2013

Social and spatial ethnic segregation: a framework for analyzing segregation with large-scale spatial network data.
Proceedings of the Annual Symposium on Computing for Development, 2013

2012
Inferring patterns of internal migration from mobile phone call records: evidence from Rwanda.
Inf. Technol. Dev., 2012

Differences in phone use between men and women: quantitative evidence from Rwanda.
Proceedings of the Fifth International Conference on Information and Communication Technologies and Development, 2012

2011
Research overview for doctoral colloquium.
Proceedings of the iConference 2011, 2011

Using mobile phone data to measure the ties between nations.
Proceedings of the iConference 2011, 2011

2010
Mobile divides: gender, socioeconomic status, and mobile phone use in Rwanda.
Proceedings of the 4th ACM/IEEE International Conference on Information and Communication Technologies and Development, 2010

Who's Calling? Demographics of Mobile Phone Use in Rwanda.
Proceedings of the Artificial Intelligence for Development, 2010

2008
Size matters: word count as a measure of quality on wikipedia.
Proceedings of the 17th International Conference on World Wide Web, 2008


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