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Counterfactuals

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11 documents available in our comprehensive collection of Counterfactuals resources. Find practical guides, tutorials, and documentation to enhance your knowledge.

Preview of Counterfactual Explainers
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Counterfactual Explainers (101.pdf)

607 KBEN 12 pages
Counterfactual explanations help end-users understand how a Machine Learning model outcome could be changed to a more desirable outcome by identifying...
Preview of Counterfactual Explanations
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Counterfactual Explanations (350_main_paper.pdf)

5.88 MBEN 10 pages
Counterfactual explanations are obtained by identifying the smallest input change to alter a prediction. Predictive multiplicity occurs when multiple classifiers provide almost equal solutions. A general upper bound for counterfactual explanation costs is derived, depending on...
Preview of Counterfactuals Can't Count: A Rejoinder to David Chalmers
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Counterfactuals Can't Count: A Rejoinder to David Chalmers (2002 Counterfactuals cant count.pdf)

257 KBEN 11 pages
The argument presented is a reflection on a notion of computation developed by Putnam. It establishes that every open system implements the trace of a Finite State Automaton over a finite time window. This result challenges the idea that psychological states can be functional...
Preview of https://cepa.stanford.edu/sites/default/files/workshops/GH_JSM%20Proceedings%202010.pdf
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https://cepa.stanford.edu/sites/default/files/workshops/GH_JSM%20Proceedings%202010.pdf (GH_JSM Proceedings 2010.pdf)

222 KBEN 15 pages
The proposed method estimates natural direct and indirect effects by weighting experimental units to approximate counterfactual mediator distributions,...
Preview of Value Chains Forum
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Value Chains Forum (Session4-VC-Forum-JP.pptx.pdf)

85 KBJay PearlmanEN 8 pages
Value Chains forum discussed various topics including effects of increasing temperatures, flood events, and harmful algal blooms.
Preview of Jan Jääskeläinen: Evidence from Finnish Physiotherapy Markets
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Jan Jääskeläinen: Evidence from Finnish Physiotherapy Markets (presentation_procurement_physio.pdf)

474 KBAuthor 1, Author 2EN 27 pages
Researchers study public procurement (PP) in isolation from private markets, leaving trade-offs unknown, such as why organize PP instead of buying from the...
Preview of Electricity Market Mechanisms
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Electricity Market Mechanisms (IncDecGame_Submission.pdf)

2.75 MBEN 65 pages
Simplified market mechanisms in the Italian Electricity Market lead to inefficient supplier behavior. Suppliers alter offers to increase real-time profits, resulting in re-dispatch costs averaging 15% of total energy consumption costs. This issue may worsen with growing...
Preview of http://piketty.pse.ens.fr/files/MarkevitchZhuravskaya2016.pdf
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http://piketty.pse.ens.fr/files/MarkevitchZhuravskaya2016.pdf (MarkevitchZhuravskaya2016.pdf)

2.21 MBToshibaEN 79 pages
The abolition of serfdom in the Russian Empire in 1861 led to a significant increase in agricultural productivity, peasants' living standards, and industrial...
Preview of The Financial Crisis and the Policy Responses : An Empirical Analysis of What Went Wrong
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The Financial Crisis and the Policy Responses : An Empirical Analysis of What Went Wrong (taylor1.pdf)

1.34 MBJohn B. TaylorEN 18 pages
John B.
Preview of Norway's Sex Purchase Ban Evaluation
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Norway's Sex Purchase Ban Evaluation (Evaluation.pdf)

481 KBAnders AalbuEN 4 pages
Norway criminalized buying sex in 2009 to combat human trafficking and reduce prostitution. A 2014 evaluation found mixed results, with some reduction in street prostitution but concerns about increased online activity and potential harm to sex workers.
Preview of Cerebellar-Inspired Learning Rule for Feedback Controller Gain Adaptation
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Cerebellar-Inspired Learning Rule for Feedback Controller Gain Adaptation (med_2017_dellasantina.pdf)

1.03 MBEN 6 pages
A cerebellar-inspired learning rule, Model-enhanced Least Mean Squares (ME-LMS), adapts feedback controller gains by incorporating a forward model of the controlled system, mirroring the role of Purkinje cells in precise motor control. This approach extends counter-factual...

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