ROLEX: A NOVEL METHOD FOR INTERPRETABLE MACHINE LEARNING USING ROBUST LOCAL EXPLANATIONS.

Authors: Kim, Buomsoo (Raymond)¹ rkim0927@iastate.edu, Srinivasan, Karthik² karthiks@ku.edu, Kong, Sung Hye³ sh.chel@gmail.com, Kim, Jung Hee³ jhkxingfu@gmail.com, Shin, Chan Soo³ csshin@snu.ac.kr, Ram, Sudha⁴ sram@arizona.edu

Source: MIS Quarterly. Sep2023, Vol. 47 Issue 3, p1303-1332. 30p. 4 Color Photographs, 8 Diagrams, 12 Charts, 3 Graphs.

Subject Terms: *Medical care, *Big data, Machine learning, Explanation, Prediction models, Health information systems

Symmetric and Asymmetric Allocating Concepts Under Multiple-Goals.

Authors: Huang, Jong-Chin¹ (AUTHOR) hjc@mail.nptu.edu.tw, Chen, Kelvin H.-C.¹ (AUTHOR) kelvin@mail.nptu.edu.tw, Liao, Yu-Hsien² (AUTHOR) twincos@ms25.hinet.net

Source: Symmetry (20738994). Nov2024, Vol. 16 Issue 11, p1428. 15p.

Subject Terms: *GENERALIZATION, *EXPLANATION

The Dull Edge of Occam's Razor.

Authors: ORESKES, NAOMI (AUTHOR)

Source: Scientific American. Nov2024, Vol. 331 Issue 4, p70-71. 2p. 1 Cartoon or Caricature.

Subjects: ANT behavior, TORNADOES, EXPLANATION

Perpetrators' folk explanations of their regretted and justified aggressive behaviors.

Authors: McCarthy, Randy J.¹ (AUTHOR) rmccarthy3@niu.edu, Wilson, Jared P.¹ (AUTHOR)

Source: Journal of Social Psychology. 2024, Vol. 164 Issue 5, p809-822. 14p.

Subject Terms: Explanation

This illusion expands as you stare at it – now we know why.

Authors: Sparkes, Matthew

Source: New Scientist. 2/1/2025, Vol. 265 Issue 3528, p14-14. 5/8p. 1 Color Photograph.

Subjects: OPTICAL illusions, COMPUTER simulation, GANGLIA, EXPLANATION

Who Says Scientific Laws Are Not Explanatory?: On a Curious Clash Between Science Education and Philosophy of Science: V. Edelsztein, C. Cormick: V. Edelsztein, C. Cormick.

Authors: Edelsztein, Valeria¹, valecaroedel@yahoo.com, Cormick, Claudio²

Source: Science & Education; Feb2025, Vol. 34 Issue 1, p345-376, 32p

Higher‐order evidence and the duty to double‐check.

Authors: Palmira, Michele¹ (AUTHOR) michelepalmira@gmail.com

Source: Nous. Sep2024, Vol. 58 Issue 3, p799-824. 26p.

Subject Terms: *EXPLANATION

Moral principle explanations of supervenience.

Authors: Bhogal, Harjit¹ bhogal@umd.edu

Source: Philosophical Studies. Sep2024, Vol. 181 Issue 9, p2199-2218. 20p.

Subject Terms: *SUPERVENIENCE (Philosophy), *EXPLANATION, *ETHICS, *METAPHYSICS, *MODALITY (Theory of knowledge)

Expressivism about explanatory relevance.

Authors: Hunt, Josh¹ joshhunt@mit.edu

Source: Philosophical Studies. Sep2024, Vol. 181 Issue 9, p2063-2089. 27p.

Subject Terms: *EXPRESSIVISM (Ethics), *EXPLANATION, *RELEVANCE (Philosophy), *OBJECTIVITY, *EMPIRICISM

Plumbing metaphysical explanatory depth.

Authors: Emmerson, Nicholas¹ nje987@bham.ac.uk

Source: Philosophical Studies. Sep2024, Vol. 181 Issue 9, p2091-2112. 22p.

Subject Terms: *METAPHYSICS, *EXPLANATION, *GENERALIZATION, *COUNTERFACTUALS (Logic), *CONDITIONALS (Logic)

Accumulating evidence across studies: Consistent methods protect against false findings produced by p-hacking.

Authors: Wegener, Duane T.¹ (AUTHOR) wegener.1@osu.edu, Pek, Jolynn¹ (AUTHOR), Fabrigar, Leandre R.² (AUTHOR)

Source: PLoS ONE. 8/29/2024, Vol. 19 Issue 8, p1-18. 18p.

Subject Terms: *PROBABILITY theory, *EXPLANATION

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Effects of explanations and precise anchors on salary offers.

Authors: Thorsteinson, Todd J.¹ (AUTHOR) tthorste@uidaho.edu, Clark, Mable E.¹ (AUTHOR)

Source: Journal of Social Psychology. 2024, Vol. 164 Issue 3, p351-366. 16p.

Subject Terms: *Negotiation, *Wages, Explanation

Hierarchical Fuzzy Model-Agnostic Explanation: Framework, Algorithms, and Interface for XAI

Authors: Yin, F., Lam, H., Watson, D.

Source: IEEE Transactions on Fuzzy Systems IEEE Trans. Fuzzy Syst. Fuzzy Systems, IEEE Transactions on. 33(2):549-558 Feb, 2025

Feedback.

Source: New Scientist. 11/9/2024, Vol. 264 Issue 3516, p48-48. 3/4p.

Subjects: WORD frequency, VOCABULARY, EXPLANATION

Evoking Learning by Examples through Reducing Misconceptions and Highlighting Procedures.

Authors: Barbieri, Christina Areizaga (AUTHOR), Silla, Elena M. (AUTHOR)

Source: Journal of Experimental Education. 2024, Vol. 92 Issue 4, p581-604. 24p.

Subjects: REDUCTION potential, ALGEBRA, MATHEMATICS, EXPLANATION, PROBLEM solving

A false dichotomy in denying explanatoriness any role in confirmation.

Authors: Lange, Marc¹ (AUTHOR) mlange@email.unc.edu

Source: Nous. Jun2024, Vol. 58 Issue 2, p520-535. 16p.

Subject Terms: *ARGUMENT, *EXPLANATION

Consistency, local stability, and approximation of Shapash explanation.

Authors: Assegie, Tsehay Admassu¹ tsehayadmassu2006@gmail.com, Manivannan, Bommy² bommym@mits.ac.in, Napa, Komal Kumar³ komalkumarnapa@gmail.com, Pillai Vijayammal, Bindu Kolappa⁴ bindu@rmkcet.ac.in, Govindarajan, Rajkumar³ kumar3544@gmail.com, Murugan, Sangeetha² sangee525@gmail.com, Mekonnen, Atinkut Molla⁵ atinkut19@gmail.com

Source: Telkomnika. Jun2024, Vol. 22 Issue 3, p673-680. 8p.

Subject Terms: *EXPLANATION, *MACHINE learning, *HEART diseases, *ARTIFICIAL intelligence, *DECISION making, *FAILURE mode & effects analysis

Towards Faithful Model Explanation in NLP: A Survey.

Authors: Lyu, Qing¹ (AUTHOR) lyuqing@sas.upenn.edu, Apidianaki, Marianna¹ (AUTHOR) marapi@seas.upenn.edu, Callison-Burch, Chris¹ (AUTHOR) ccb@seas.upenn.edu

Source: Computational Linguistics. Jun2024, Vol. 50 Issue 2, p657-723. 67p.

Subject Terms: *NATURAL language processing, *EXPLANATION

Nil’in Tanrı Kralları.

Alternate Title: GOD KINGS OF THE NILE.

Authors: NAKİBOĞLU, Mercan Buse¹ nakiboglumercan@gmail.com

Source: OMUIFD: Ondokuz Mayis University Review of the Faculty of Divinity / Ondokuz Mayıs Üniversitesi İlahiyat Fakültesi Dergisi. haz2024, Issue 56, Preceding p291-296. 7p.

Subject Terms: *RELIGIONS, *EXPLANATION, *AGE