October 2019 PMID 31619572

Definitions, methods, and applications in interpretable machine learning.

W James Murdoch, Chandan Singh, Karl Kumbier, Reza Abbasi-Asl, Bin Yu

Mentions

74
Peak: 27 in Oct 2019
across 4 sources since Oct 2019

Extended reach

518,373
potential audience

Total likes

857

Video views

30,857

Mentions per month

Oct 2019 – Jul 2023

Where it's discussed

  • X / Twitter68 posts
  • News3 articles
  • Blogs2 articles
  • YouTube1 videos

AI synopsis

What people are saying

Discussions highlight key points from the publication, such as the necessity of interpretability in machine learning models and the introduction of the PDR framework. Phrases like 'a must-read for data scientists' and references to its transformative potential underscore the strong enthusiasm and perceived significance of the work, while expressions about balancing performance and interpretability illustrate the practical implications discussed in the publication.

AgreementModerate agreement

Most discussions reflect a supportive view of the publication's emphasis on explainability in machine learning.

InterestHigh interest

There is a high level of interest in the topic, with many users sharing and reposting related content.

EngagementHigh engagement

Several discussions provide in-depth analysis of the publication's concepts, indicating a robust engagement with the material.

ImpactHigh impact

Many participants perceive the publication as having a significant influence on the field and the importance of interpreting machine learning models.

Abstract in brief

  • The text discusses the importance of interpretability in machine learning, emphasizing the need for understanding how models make predictions beyond just their accuracy.
  • It introduces the PDR (predictive, descriptive, relevant) framework, which offers criteria for evaluating interpretation methods based on predictive accuracy, descriptive accuracy, and relevancy to human audiences.
  • Additionally, it categorizes existing interpretation techniques into model-based and post hoc approaches, providing examples and highlighting the role of human perspectives in assessing interpretability.

Top posts

Most liked on X and Bluesky
Reza Abbasi-Asl
@Reza_Abbassi · X

Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.co/wmq10ChIxL @UCBerkeley @Berkeley_EECS @UCSF @AllenInstitute

Oct 16, 2019 · 34 likes · 8 shares · 980 followers View post →
Masahiro Ryo
@RyoMasahiro · X

@ChristophMolnar Definitions, methods, and applications in interpretable machine learning https://t.co/Mgbigz3Vvr iterative RF https://t.co/xxlZiLlYU0 Please Stop Permuting Features https://t.co/PCIWHFBIc0 Statistical assessment of feature selection https://t.co/pEljQHAxuY

Nov 19, 2019 · 14 likes · 3 shares · 2,584 followers View post →
Machine Learning FLX
@machinelearnflx · X

Definitions, methods, and applications in interpretable machine learning https://t.co/z5ZdUKzLLk #MachineLearning

Dec 22, 2019 · 4 likes · 4 shares · 169,461 followers View post →
Jason H. Moore, PhD
@moorejh · X

Definitions, methods, and applications in interpretable machine learning - PNAS (2019) https://t.co/fP4rqMdFJX #machinelearning #datascience #XAI

May 24, 2021 · 4 likes · 1 share · 34,218 followers View post →
Jordan Harrod
@JordanBHarrod · X

And lastly, we looked into explainable and interpretable ML on Friday: https://t.co/rafb1xEiNc

Sep 29, 2020 · 4 likes · 11,759 followers View post →
Nima Dehghani
@neurovium · X

Definitions, methods, and applications in interpretable machine learning https://t.co/7HT9LIY8t0 @PNASNews

Oct 29, 2019 · 4 likes · 1 share · 2,709 followers View post →

All mentions

Um Interlocutor
@UmInterlocutor · X

Comportamentos emergentes das IAs: https://t.co/qoqwXgK1EI Explainable AI: https://t.co/77N7DPUBva

Jul 4, 2023 · 2 likes · 83 followers View post →
Agingdoc
@agingdoc1 · X

@suinleelab presenting @americanaging describing explainable AI- a powerful framework to help interpret your own machine learning (eg prediction) model. Helpful links for⬆️overview/tools -https://t.co/YDkXlj5Qjj -https://t.co/oQH5Oq00EF YT for Dummies

May 19, 2022 · 41,019 followers View post →
Knut Jägersberg
@JagersbergKnut · X

Definitions, methods, and applications in interpretable machine learning Interpretation in the Data–Science Life Cycle https://t.co/z1Z4lw7w3y https://t.co/XZzgjwlfv1

Sep 20, 2021 · 6,936 followers View post →
Maximus November
@pgolding · X

Definitions, methods, and applications in interpretable machine learning https://t.co/M62SXjxfnU

Aug 1, 2021 · 2,637 followers View post →
Telepath.io
@TelepathAI · X

Explainable AI is important for understanding when a model goes “wrong or worse [goes] rogue”. Great overview by @JordanBHarrod https://t.co/14haeU9NtT

May 27, 2021 · 45 followers View post →
Machine Learning Bot
@ML_Tweet_Bot · X

RT @miltondp: Definitions, methods, and applications in interpretable machine learning https://t.co/PjbxnHmSpZ

May 25, 2021 · 1 share · 10,137 followers View post →
Milton Pividori
@miltondp · X

Definitions, methods, and applications in interpretable machine learning https://t.co/PjbxnHmSpZ

May 25, 2021 · 1 like · 1 share · 485 followers View post →
Mehmet Koyutürk
@koyuturkm · X

RT @moorejh: Definitions, methods, and applications in interpretable machine learning - PNAS (2019) https://t.co/fP4rqMdFJX #machinelearnin…

May 24, 2021 · 1 share · 317 followers View post →
Jason H. Moore, PhD
@moorejh · X

Definitions, methods, and applications in interpretable machine learning - PNAS (2019) https://t.co/fP4rqMdFJX #machinelearning #datascience #XAI

May 24, 2021 · 4 likes · 1 share · 34,218 followers View post →
Flutter Bot
@FlutterBot007 · X

RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…

Feb 9, 2021 · 10 shares · 106 followers View post →
100 Days Of ML Code
@100DaysOfMLCode · X

RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…

Feb 8, 2021 · 10 shares · 6,127 followers View post →
Dev Retweet Bot
@DevRetweetBot · X

RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…

Feb 8, 2021 · 10 shares · 1,456 followers View post →
Cyber Security Feed
@cybersec_feeds · X

RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…

Feb 8, 2021 · 10 shares · 28,554 followers View post →
Gnuts about Code
@CodeGnuts · X

RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…

Feb 8, 2021 · 10 shares · 3,294 followers View post →
Chidambara .ML.
@chidambara09 · X

RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…

Feb 8, 2021 · 10 shares · 11,713 followers View post →
godfrey™
@godfrey_G_ · X

RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…

Feb 8, 2021 · 10 shares · 5,027 followers View post →
Francesca Grisoni
@fra_grisoni · X

RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…

Feb 8, 2021 · 10 shares · 4,412 followers View post →
HubOfML
@hubofml · X

RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…

Feb 8, 2021 · 10 shares · 9,014 followers View post →
Flutter
@fluttbot · X

RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…

Feb 8, 2021 · 10 shares · 2,591 followers View post →
The Developer Bot
@TheDeveloperBot · X

RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…

Feb 8, 2021 · 10 shares · 4,509 followers View post →
Kevin Corella N.
@KevinClarity · X

Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bigdata #100DaysOfMLCode #Python #flutter #cybersecurity #RStats #CodeNewbie #DataScience #DEVCommunity #RPA #artificialintelligence https://t.co/916F3zRDGg

Feb 8, 2021 · 3 likes · 10 shares · 1,901 followers View post →
zach
@z4chburris · X

RT @ZetaneSystems: #xAI and interpretable #machinelearning. Get an overview of the topic and key strategies employed today in 8 minutes. ht…

Oct 6, 2020 · 4 shares · 348 followers View post →
Olivia
@_OliviaBot · X

RT @ZetaneSystems: #xAI and interpretable #machinelearning. Get an overview of the topic and key strategies employed today in 8 minutes. ht…

Oct 5, 2020 · 4 shares · 1,006 followers View post →
API Learn Community
@api_learnn · X

RT @ZetaneSystems: #xAI and interpretable #machinelearning. Get an overview of the topic and key strategies employed today in 8 minutes. ht…

Oct 5, 2020 · 4 shares · 1,914 followers View post →
Rajesh
@imrajeshberwal · X

RT @ZetaneSystems: #xAI and interpretable #machinelearning. Get an overview of the topic and key strategies employed today in 8 minutes. ht…

Oct 5, 2020 · 4 shares · 643 followers View post →
Zetane
@ZetaneSystems · X

#xAI and interpretable #machinelearning. Get an overview of the topic and key strategies employed today in 8 minutes. https://t.co/DF9Z6vJafv

Oct 5, 2020 · 3 likes · 4 shares · 172 followers View post →
Jordan Harrod
@JordanBHarrod · X

And lastly, we looked into explainable and interpretable ML on Friday: https://t.co/rafb1xEiNc

Sep 29, 2020 · 4 likes · 11,759 followers View post →
tony gomis
@tonygomis · X

Definitions, methods, and applications in interpretable machine learning https://t.co/G9SVSTtT2R

Jan 14, 2020 · 224 followers View post →
MoCrypto
@MoCrypto7 · X

RT @machinelearnflx: Definitions, methods, and applications in interpretable machine learning https://t.co/z5ZdUKzLLk #MachineLearning

Dec 22, 2019 · 4 shares · 212 followers View post →
Eric Jurio
@ericjurio · X

RT @machinelearnflx: Definitions, methods, and applications in interpretable machine learning https://t.co/z5ZdUKzLLk #MachineLearning

Dec 22, 2019 · 4 shares · 926 followers View post →
Christopher Burnette
@Calcaware · X

RT @machinelearnflx: Definitions, methods, and applications in interpretable machine learning https://t.co/z5ZdUKzLLk #MachineLearning

Dec 22, 2019 · 4 shares · 8,936 followers View post →
Curious Luke
@TheCuriousLuke · X

RT @machinelearnflx: Definitions, methods, and applications in interpretable machine learning https://t.co/z5ZdUKzLLk #MachineLearning

Dec 22, 2019 · 4 shares · 6,654 followers View post →
Machine Learning FLX
@machinelearnflx · X

Definitions, methods, and applications in interpretable machine learning https://t.co/z5ZdUKzLLk #MachineLearning

Dec 22, 2019 · 4 likes · 4 shares · 169,461 followers View post →
BITPRIME.CO
@Bitprimeco · X

Definitions, methods, and applications in interpretable machine learning https://t.co/ST0c6obI08

Dec 10, 2019 · 84 followers View post →
Ahmad Bazzi
@drahmadbazzi · X

RT @RyoMasahiro: @ChristophMolnar Definitions, methods, and applications in interpretable machine learning https://t.co/Mgbigz3Vvr iterati…

Nov 24, 2019 · 3 shares · 11,078 followers View post →
Tapan jain
@jainnitk · X

RT @RyoMasahiro: @ChristophMolnar Definitions, methods, and applications in interpretable machine learning https://t.co/Mgbigz3Vvr iterati…

Nov 24, 2019 · 3 shares · 424 followers View post →
Masahiro Ryo
@RyoMasahiro · X

@ChristophMolnar Definitions, methods, and applications in interpretable machine learning https://t.co/Mgbigz3Vvr iterative RF https://t.co/xxlZiLlYU0 Please Stop Permuting Features https://t.co/PCIWHFBIc0 Statistical assessment of feature selection https://t.co/pEljQHAxuY

Nov 19, 2019 · 14 likes · 3 shares · 2,584 followers View post →
═╬╬═
@milesboard · X

Definitions, methods, and applications in interpretable machine learning #DeepLearning https://t.co/ZqvyF5BJhH (subscription needed) https://t.co/nOdcLGzXqW

Nov 15, 2019 · 1,200 followers View post →
ɒwI .Y
@Y_IWSK · X

RT @RyoMasahiro: A must-read for data scientists: "Definitions, methods, and applications in interpretable machine learning" https://t.co/M…

Nov 9, 2019 · 1 share · 300 followers View post →
Masahiro Ryo
@RyoMasahiro · X

A must-read for data scientists: "Definitions, methods, and applications in interpretable machine learning" https://t.co/Mgbigz3Vvr In short, "remember the trade-off btw. performance & interpretability, and think carefully at which point they should be balanced in your project"

Nov 9, 2019 · 3 likes · 1 share · 2,584 followers View post →
Atlantic AI Labs
@atlanticailabs · X

Definitions, methods, and applications in interpretable machine learning https://t.co/IfYF25Z44G

Nov 4, 2019 · 411 followers View post →
Juan C. Correa
@jcorrean · X

RT @bgoncalves: Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/xpsUQWXqoi

Oct 31, 2019 · 3 shares · 320 followers View post →
mauro_iker
@mauro_iker · X

Definitions, methods, and applications in interpretable machine learning | PNAS #XAI #ExplainableAI #AI #ArtificialIntelligence #ML #MachineLearning #DL #DeepLearning #NeuralNetworks #TrustworthyAI https://t.co/UGuh937CeF

Oct 31, 2019 · 93 followers View post →
Dimitri Perrin
@dperrin · X

RT @bgoncalves: Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/xpsUQWXqoi

Oct 30, 2019 · 3 shares · 532 followers View post →
Data For Science
@data4sci · X

Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/1HMFdHNYuR

Oct 30, 2019 · 1,447 followers View post →
Bruno Gonçalves
@bgoncalves · X

Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/xpsUQWXqoi

Oct 30, 2019 · 3 likes · 3 shares · 3,839 followers View post →
* Checks Notes, Shakes Head *
@balicea1 · X

RT @neurovium: Definitions, methods, and applications in interpretable machine learning https://t.co/7HT9LIY8t0 @PNASNews

Oct 29, 2019 · 1 share · 415 followers View post →
Tom Ordonez
@tomordonez · X

Definitions, methods, and applications in interpretable machine learning https://t.co/Dio5ZBCtED

Oct 29, 2019 · 5,882 followers View post →
Nima Dehghani
@neurovium · X

Definitions, methods, and applications in interpretable machine learning https://t.co/7HT9LIY8t0 @PNASNews

Oct 29, 2019 · 4 likes · 1 share · 2,709 followers View post →
NetScience
@net_science · X

Definitions, methods, and applications in interpretable machine learning [Statistics] https://t.co/FJEbpNqjYj

Oct 29, 2019 · 3 likes · 9,770 followers View post →
mauro_iker
@mauro_iker · X

Towards #ExplainableAI #XAI Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/VhkKUmKQX3

Oct 23, 2019 · 2 likes · 93 followers View post →
Shaman Narayanasamy
@shaman_ns · X

RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L

Oct 22, 2019 · 5 shares · 212 followers View post →
Susana MartinezArbas
@smartinezarbas · X

RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L

Oct 21, 2019 · 5 shares · 183 followers View post →
Wanja
@accelerationguy · X

RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L

Oct 21, 2019 · 5 shares · 28 followers View post →
Ignacio Borlaf-Mena
@borlafgis · X

RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L

Oct 21, 2019 · 5 shares · 552 followers View post →
ɒwI .Y
@Y_IWSK · X

RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L

Oct 20, 2019 · 5 shares · 300 followers View post →
Masahiro Ryo
@RyoMasahiro · X

Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L

Oct 20, 2019 · 3 likes · 5 shares · 2,584 followers View post →
Santchi
@SantchiWeb · X

RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…

Oct 17, 2019 · 8 shares · 7,291 followers View post →
Chandan Singh
@csinva · X

RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…

Oct 17, 2019 · 8 shares · 1,280 followers View post →
John Che
@generadar · X

Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/QVXooUyAE3

Oct 17, 2019 · 18 followers View post →
John Manning
@DrJuun · X

RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…

Oct 17, 2019 · 8 shares · 581 followers View post →
Morteza Dehghani
@MortezDehghani · X

RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…

Oct 16, 2019 · 8 shares · 2,021 followers View post →
Mohammad Atari
@MohammadAtari90 · X

RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…

Oct 16, 2019 · 8 shares · 2,261 followers View post →
Dinesh Barupal
@dk_barupal · X

RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…

Oct 16, 2019 · 8 shares · 1,597 followers View post →
Atul Butte
@atulbutte · X

RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…

Oct 16, 2019 · 8 shares · 29,800 followers View post →
Reza Abbasi-Asl
@Reza_Abbassi · X

Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.co/wmq10ChIxL @UCBerkeley @Berkeley_EECS @UCSF @AllenInstitute

Oct 16, 2019 · 34 likes · 8 shares · 980 followers View post →
Santchi
@SantchiWeb · X

RT @AINewsFeed: Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/BpkvAWKP86 #ai #ml #dl

Oct 16, 2019 · 1 share · 7,291 followers View post →
AI News Feed
@AINewsFeed · X

Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/BpkvAWKP86 #ai #ml #dl

Oct 16, 2019 · 1 like · 1 share · 9,373 followers View post →