What does the Laplace Transform tell us? A visual explanation [video]
Points: 293 | Comments: 61 | Author: peter_d_sherman
For shits and giggles: Binary search on queue (see comments for explanation)
Points: 11 | Comments: 1 | Author: die_sekte
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Explanation - Wikipedia
explanation. So too, there are many different things that can be used to explain something. Aristotle recognized four archetypes of explanation. These were
On Relating 'Why?' and 'Why Not?' Explanations
Explanations of Machine Learning (ML) models often address a 'Why?' question. Such explanations can be related with selecting feature-value pairs which are sufficient for the prediction. Recent work has investigated explanations that address a 'Why N...
[1606.08813] European Union regulations on algorithmic decision-making and a "right to exp…
We summarize the potential impact that the European Union's new General Data Protection Regulation will have on the routine use of machine learning algorithms. Slated to take effect as law across the EU in 2018, it will restrict automated individual decision-making (that is, algo…
A Note about: Local Explanation Methods for Deep Neural Networks lack Sensitivity to Param…
Local explanation methods, also known as attribution methods, attribute a deep network's prediction to its input (cf. Baehrens et al. (2010)). We respond to the claim from Adebayo et al. (2018) that local explanation methods lack sensitivity, i.e., D...
Iterative Partial Fulfillment of Counterfactual Explanations: Benefits and Risks
Counterfactual (CF) explanations, also known as contrastive explanations and algorithmic recourses, are popular for explaining machine learning models in high-stakes domains. For a subject that receives a negative model prediction (e.g., mortgage app...
What Gets Echoed? Understanding the "Pointers" in Explanations of Persuasive Arguments
Explanations are central to everyday life, and are a topic of growing interest in the AI community. To investigate the process of providing natural language explanations, we leverage the dynamics of the /r/ChangeMyView subreddit to build a dataset wi...
Right to explanation - Wikipedia
its subfield of machine learning, a right to [an] explanation is a right to be given an explanation for an output of the algorithm. Such rights primarily
Evaluating Readability and Faithfulness of Concept-based Explanations
With the growing popularity of general-purpose Large Language Models (LLMs), comes a need for more global explanations of model behaviors. Concept-based explanations arise as a promising avenue for explaining high-level patterns learned by LLMs. Yet...
A-PETE: Adaptive Prototype Explanations of Tree Ensembles
The need for interpreting machine learning models is addressed through prototype explanations within the context of tree ensembles. An algorithm named Adaptive Prototype Explanations of Tree Ensembles (A-PETE) is proposed to automatise the selection...
Diagnosing AI Explanation Methods with Folk Concepts of Behavior
We investigate a formalism for the conditions of a successful explanation of AI. We consider "success" to depend not only on what information the explanation contains, but also on what information the human explainee understands from it. Theory of mi...
Explanation Shift: Detecting distribution shifts on tabular data via the explanation space
As input data distributions evolve, the predictive performance of machine learning models tends to deteriorate. In the past, predictive performance was considered the key indicator to monitor. However, explanation aspects have come to attention withi...
Reward Engineering for Generating Semi-structured Explanation
Semi-structured explanation depicts the implicit process of a reasoner with an explicit representation. This explanation highlights how available information in a specific query is utilised and supplemented with information a reasoner produces from i...
Look Who's Talking Now: Implications of AV's Explanations on Driver's Trust, AV Preference…
Explanations given by automation are often used to promote automation adoption. However, it remains unclear whether explanations promote acceptance of automated vehicles (AVs). In this study, we conducted a within-subject experiment in a driving simu...
3 Round Mock With First Round Explanations and Explanations for other picks I like
No Trades, Feel free to ask for explanations on picks I didn't explain or more in depth on some! 1. TEN Abdul Carter ED Penn State. I think the Titans are going to want to take the best prospect and ...
How SponsorBlock Works in YouTube: An In-Depth Explanation
How SponsorBlock Works: A Step-by-Step Explanation The process of sponsor blocking in YouTube Vanced can be broken down into a few main steps: Identifying Video: When you watch a YouTube video, the app recognizes the video you're watching by using a unique ID. Fetching Skippable…
Wikipedia:Explanationism - Wikipedia
Explaining Preferences with Shapley Values
While preference modelling is becoming one of the pillars of machine learning, the problem of preference explanation remains challenging and underexplored. In this paper, we propose \textsc{Pref-SHAP}, a Shapley value-based model explanation framewor...