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Serendipity based recommender system for perovskites material discovery: balancing exploration and exploitation across multiple models

Venkateswaran Shekar, Vincent Yu, Benjamin J. Garcia, David Benjamin Gordon, Gemma E. Moran, David M. Blei, Loïc M. Roch, Alberto García-Durán, Mansoor Ani Najeeb, Margaret Zeile, Philip W. Nega, Zhi Li, Mina A. Kim, Emory M. Chan, Alexander J. Norquist, Sorelle Friedler, Joshua Schrier

Version 2 posted 20 July 2022

986

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3

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Materials Science

Working Paper

An Open-Source Environmental Chamber for Materials-Stability Testing Using an Optical Proxy

Rodolfo Keesey, Armi Tiihonen, Alexander E. Siemenn, Thomas W. Colburn, Shijing Sun, Noor Titan Putri Hartono, James Serdy, Margaret Zeile, Keqing He, Cole A. Gurtner, Austin C. Flick, Clio Batali, Alex Encinas, Richa R. Naik, Zhe Liu, Felipe Oviedo, I. Marius Peters, Janak Thapa, Siyu Isaac Parker Tian, Reinhold H. Dauskardt, Alexander J. Norquist, Tonio Buonassisi

Version 2 posted 22 September 2022

611

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Materials Chemistry

Working Paper

Active Meta-Learning for Predicting and Selecting Perovskite Crystallization Experiments

Venkateswaran Shekar, Gareth Nicholas, Mansoor Ani Najeeb, Margaret Zeile, Vincent Yu, Xiaorong Wang, Dylan Slack, Zhi Li, Philip Nega, Emory Chan, Alexander Norquist, Joshua Schrier, Sorelle Friedler

Version 1 posted 27 October 2021

712

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Materials Chemistry

Working Paper

Using automated serendipity to discover how trace water promotes and inhibits lead halide perovskite crystal formation

Philip Nega, Zhi Li, Victor Ghosh, Janak Thapa, Shijing Sun, Noor Titan Putri Hartono, Mansoor Ani Najeeb Nellikkal, Alexander J. Norquist, Tonio Buonassisi, Emory M. Chan, Joshua Schrier

Version 1 posted 23 June 2021

384

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Materials Science

Working Paper

Robot-Accelerated Perovskite Investigation and Discovery (RAPID): 1. Inverse Temperature Crystallization

Zhi Li, Mansoor Ani Najeeb, Liana Alves, Alyssa Sherman, Peter Cruz Parrilla, Ian M. Pendleton, Matthias Zeller, Joshua Schrier, Alexander J. Norquist, Emory Chan

Version 1 posted 24 October 2019

1,558

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1

Citations

Materials Science

Working Paper

Dimensional control over metal halide perovskite crystallization guided by active learning

Zhi Li, Philip Nega, Mansoor Najeeb, Chaochao Dun, Matthias Zeller, Jeffrey Urban, Wissam Saidi, Joshua Schrier, Alexander Norquist, Emory Chan

Version 1 posted 04 October 2021

586

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Inorganic Chemistry

Working Paper

A spatiotemporal route to understanding metal halide perovskite crystallization

Mansoor Ani Najeeb, Rodolfo Keesey, Margaret Zeile, Venkateswaran Shekar, Zhi Li, Nicholas Leiby, Matthias Zeller, Emory Chan, Joshua Schrier, Alexander Norquist

Version 1 posted 28 January 2022

312

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Materials Chemistry

Review

In Pursuit of the Exceptional: Research Directions for Machine Learning in Chemical and Materials Science

Joshua Schrier, Alexander Norquist, Tonio Buonassisi, Jakoah Brgoch

Version 2 posted 21 August 2023

1,392

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Materials Chemistry

Working Paper

Active learning of ligands that enhance perovskite nanocrystal luminescence

Min A Kim, Qianxiang Ai, Alexander J. Norquist, Joshua Schrier, Emory M Chan

Version 1 posted 03 May 2024

232

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9 results in Alexander Norquist in Authors: Alexander Norquist

Serendipity based recommender system for perovskites material discovery: balancing exploration and exploitation across multiple models

An Open-Source Environmental Chamber for Materials-Stability Testing Using an Optical Proxy

Active Meta-Learning for Predicting and Selecting Perovskite Crystallization Experiments

Using automated serendipity to discover how trace water promotes and inhibits lead halide perovskite crystal formation

Robot-Accelerated Perovskite Investigation and Discovery (RAPID): 1. Inverse Temperature Crystallization

Dimensional control over metal halide perovskite crystallization guided by active learning

A spatiotemporal route to understanding metal halide perovskite crystallization

In Pursuit of the Exceptional: Research Directions for Machine Learning in Chemical and Materials Science

Active learning of ligands that enhance perovskite nanocrystal luminescence

9 results in Authors: Alexander Norquist