Patrick Riley

9.7k citations
25 papers · 2.5k · 2 hit papers · h-index 16

Impact in

Papers in

Patrick Riley

24 papers receiving 2.4k citations

Patrick Riley's Hit Papers

Prediction Errors of Molecular Machine Learning Models Lower than Hybrid DFT Error 2017 · 466 citations
4660+3+6Years since publication2505007501000

Peers

Patrick Riley
Comparison fields: 5 of 153
  • Computational Theory and Mathematics 1.1k
  • Materials Chemistry 1.3k
  • Catalysis 75
  • Molecular Biology 685
  • Physical and Theoretical Chemistry 92
Replace Caleb Geniesse with:
Caleb Geniesse United States
David Duvenaud Canada
Pascal Friederich Germany
Benjamín Sánchez-Lengeling United States
Joseph Gomes United States
Pieter-Jan Kindermans Belgium
Alain C. Vaucher Switzerland
Yu‐Ting Lin Taiwan
Jennifer N. Wei United States
Felix A. Faber United Kingdom
Patrick Riley relative to Caleb Geniesse United States Caleb Geniesse's profile →
Citations per field
00.5×11.7×
Caleb Geniesse · 1×
Citations per year

Countries citing papers authored by Patrick Riley

Since Specialization
Citations

This map shows the geographic impact of Patrick Riley's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Patrick Riley with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Patrick Riley more than expected).

Fields of papers citing papers by Patrick Riley

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Patrick Riley. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Patrick Riley. The network helps show where Patrick Riley may publish in the future.

Co-authors

The 25 scholars most cited alongside Patrick Riley, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Patrick Riley Line = papers co-authored together Patrick Riley links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 25 papers — load more, or switch the sort, to bring in the rest.

#Work
1
Molecular graph convolutions: moving beyond fingerprints
Hit paper breakdown →
20161027
2
Prediction Errors of Molecular Machine Learning Models Lower than Hybrid DFT Error
Hit paper breakdown →
2017466
3 2020215
4 1990154
5 2021120
6 2019104
7 202089
8 202067
9 202156
10 202129
11 202229
12 202426
13 199225
14 202224
15 201723
16 197319
17 202214
18 20257
19
Fast machine learning models of electronic and energetic properties consistently reach approximation errors better than DFT accuracy
20175
20 19844

About Patrick Riley

Patrick Riley is a scholar working on Computational Theory and Mathematics, Materials Chemistry, Artificial Intelligence, Molecular Biology and Experimental and Cognitive Psychology, having authored 25 papers that have together received 2.5k indexed citations. Recurring topics across this work include Machine Learning in Materials Science (12 papers), Computational Drug Discovery Methods (8 papers), Chemical Synthesis and Analysis (3 papers), Machine Learning and Data Classification (3 papers), Advanced Multi-Objective Optimization Algorithms (3 papers), Protein Structure and Dynamics (2 papers), Treatment of Major Depression (2 papers) and Schizophrenia research and treatment (2 papers). The work is most often cited by research in Computational Theory and Mathematics (1.1k citations), Materials Chemistry (1.3k citations), Catalysis (75 citations), Molecular Biology (685 citations) and Physical and Theoretical Chemistry (92 citations). Patrick Riley has collaborated with scholars based in United States, United Kingdom and Switzerland. Frequent co-authors include Steven Kearnes, Kevin McCloskey, Marc Berndl, Vijay S. Pande, Peter Tyrer, Siobhán Murphy, O. Anatole von Lilienfeld, George E. Dahl, Luke A. D. Hutchison and Felix A. Faber. Their work appears in journals such as Journal of Affective Disorders, Science Advances, Journal of Medicinal Chemistry, Journal of Chemical Information and Modeling and Scientific Reports.

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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