Definitions, methods, and applications in interpretable machine learning.

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

October 2019

Synopsis of Social media discussions

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.

A
Agreement
 Moderate agreement

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

I
Interest
 High level of interest

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

E
Engagement
 High engagement

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

I
Impact
 High level of impact

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

Social Mentions

YouTube

1 Videos

Twitter

68 Posts

Blogs

2 Articles

News

3 Articles

Metrics

Video Views

30,857

Total Likes

857

Extended Reach

518,373

Social Features

74

Timeline: Posts about article

Top Social Media Posts

Posts referencing the article

Jordan Harrod

September 26, 2020

30,857 views

  • Um Interlocutor
    @UmInterlocutor (Twitter)

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

    July 4, 2023

    2

  • Agingdoc
    @agingdoc1 (Twitter)

    @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
    view full post

    May 19, 2022

  • Knut Jägersberg
    @JagersbergKnut (Twitter)

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

    September 20, 2021

  • Maximus November
    @pgolding (Twitter)

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

    August 1, 2021

  • Telepath.io
    @TelepathAI (Twitter)

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

    May 27, 2021

  • Machine Learning Bot
    @ML_Tweet_Bot (Twitter)

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

    May 25, 2021

    1

  • Milton Pividori
    @miltondp (Twitter)

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

    May 25, 2021

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  • Mehmet Koyutürk
    @koyuturkm (Twitter)

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

    May 24, 2021

    1

  • Jason H. Moore, PhD
    @moorejh (Twitter)

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

    May 24, 2021

    4

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  • Flutter Bot
    @FlutterBot007 (Twitter)

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

    February 9, 2021

    10

  • 100 Days Of ML Code
    @100DaysOfMLCode (Twitter)

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

    February 8, 2021

    10

  • Dev Retweet Bot
    @DevRetweetBot (Twitter)

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

    February 8, 2021

    10

  • Cyber Security Feed
    @cybersec_feeds (Twitter)

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

    February 8, 2021

    10

  • Gnuts about Code
    @CodeGnuts (Twitter)

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

    February 8, 2021

    10

  • Chidambara .ML.
    @chidambara09 (Twitter)

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

    February 8, 2021

    10

  • godfrey™
    @godfrey_G_ (Twitter)

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

    February 8, 2021

    10

  • Francesca Grisoni
    @fra_grisoni (Twitter)

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

    February 8, 2021

    10

  • HubOfML
    @hubofml (Twitter)

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

    February 8, 2021

    10

  • Flutter
    @fluttbot (Twitter)

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

    February 8, 2021

    10

  • The Developer Bot
    @TheDeveloperBot (Twitter)

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

    February 8, 2021

    10

  • Kevin Corella N.
    @KevinClarity (Twitter)

    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
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    February 8, 2021

    3

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  • zach
    @z4chburris (Twitter)

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

    October 6, 2020

    4

  • Olivia
    @_OliviaBot (Twitter)

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

    October 5, 2020

    4

  • API Learn Community
    @api_learnn (Twitter)

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

    October 5, 2020

    4

  • Rajesh
    @imrajeshberwal (Twitter)

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

    October 5, 2020

    4

  • Zetane
    @ZetaneSystems (Twitter)

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

    October 5, 2020

    3

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  • Jordan Harrod
    @JordanBHarrod (Twitter)

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

    September 29, 2020

    4

  • tony gomis
    @tonygomis (Twitter)

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

    January 14, 2020

  • MoCrypto
    @MoCrypto7 (Twitter)

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

    December 22, 2019

    4

  • Eric Jurio
    @ericjurio (Twitter)

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

    December 22, 2019

    4

  • Christopher Burnette
    @Calcaware (Twitter)

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

    December 22, 2019

    4

  • Curious Luke
    @TheCuriousLuke (Twitter)

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

    December 22, 2019

    4

  • Machine Learning FLX
    @machinelearnflx (Twitter)

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

    December 22, 2019

    4

    4

  • BITPRIME.CO
    @Bitprimeco (Twitter)

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

    December 10, 2019

  • Ahmad Bazzi
    @drahmadbazzi (Twitter)

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

    November 24, 2019

    3

  • Tapan jain
    @jainnitk (Twitter)

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

    November 24, 2019

    3

  • Masahiro Ryo
    @RyoMasahiro (Twitter)

    @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
    view full post

    November 19, 2019

    14

    3

  • ═╬╬═
    @milesboard (Twitter)

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

    November 15, 2019

  • ɒwI .Y
    @Y_IWSK (Twitter)

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

    November 9, 2019

    1

  • Masahiro Ryo
    @RyoMasahiro (Twitter)

    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"
    view full post

    November 9, 2019

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    1

  • Atlantic AI Labs
    @atlanticailabs (Twitter)

    Definitions, methods, and applications in interpretable machine learning https://t.co/IfYF25Z44G
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    November 4, 2019

  • Juan C. Correa
    @jcorrean (Twitter)

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

    October 31, 2019

    3

  • mauro_iker
    @mauro_iker (Twitter)

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

    October 31, 2019

  • Dimitri Perrin
    @dperrin (Twitter)

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

    October 30, 2019

    3

  • Data For Science
    @data4sci (Twitter)

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

    October 30, 2019

  • Bruno Gonçalves
    @bgoncalves (Twitter)

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

    October 30, 2019

    3

    3

  • * Checks Notes, Shakes Head *
    @balicea1 (Twitter)

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

    October 29, 2019

    1

  • Tom Ordonez
    @tomordonez (Twitter)

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

    October 29, 2019

  • Nima Dehghani
    @neurovium (Twitter)

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

    October 29, 2019

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  • NetScience
    @net_science (Twitter)

    Definitions, methods, and applications in interpretable machine learning [Statistics] https://t.co/FJEbpNqjYj
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    October 29, 2019

    3

  • mauro_iker
    @mauro_iker (Twitter)

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

    October 23, 2019

    2

  • Shaman Narayanasamy
    @shaman_ns (Twitter)

    RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L
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    October 22, 2019

    5

  • Susana MartinezArbas
    @smartinezarbas (Twitter)

    RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L
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    October 21, 2019

    5

  • Wanja
    @accelerationguy (Twitter)

    RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L
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    October 21, 2019

    5

  • Ignacio Borlaf-Mena
    @borlafgis (Twitter)

    RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L
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    October 21, 2019

    5

  • ɒwI .Y
    @Y_IWSK (Twitter)

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

    October 20, 2019

    5

  • Masahiro Ryo
    @RyoMasahiro (Twitter)

    Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L
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    October 20, 2019

    3

    5

  • Santchi
    @SantchiWeb (Twitter)

    RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…
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    October 17, 2019

    8

  • Chandan Singh
    @csinva (Twitter)

    RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…
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    October 17, 2019

    8

  • John Che
    @generadar (Twitter)

    Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/QVXooUyAE3
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    October 17, 2019

  • John Manning
    @DrJuun (Twitter)

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

    October 17, 2019

    8

  • Morteza Dehghani
    @MortezDehghani (Twitter)

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

    October 16, 2019

    8

  • Mohammad Atari
    @MohammadAtari90 (Twitter)

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

    October 16, 2019

    8

  • Dinesh Barupal
    @dk_barupal (Twitter)

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

    October 16, 2019

    8

  • Atul Butte
    @atulbutte (Twitter)

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

    October 16, 2019

    8

  • Reza Abbasi-Asl
    @Reza_Abbassi (Twitter)

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

    October 16, 2019

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  • Santchi
    @SantchiWeb (Twitter)

    RT @AINewsFeed: Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/BpkvAWKP86 #ai #ml #dl
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    October 16, 2019

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  • AI News Feed
    @AINewsFeed (Twitter)

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

    October 16, 2019

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Abstract Synopsis

  • 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.