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Occam's Razor

Occam's Razor is a philosophical principle that suggests that, all things being equal, the simplest explanation or solution is usually the best one. However, recent experimental evidence has challenged the utility of this principle.

* New Experimental Evidence: A paper published in 1996 presents systematic procedure for post-processing decision trees produced by C4.5, which rejects Occam's Razor and instead attends to other factors.
* Alternative Formulation: Another paper provides a new representation-independent formulation of Occam's Razor theorem based on Kolmogorov complexity, allowing for better sample complexity than previous versions.
* Combinatorial Problems: A third paper interprets Occam's Razor in the context of posets of functions, leading to unusual new combinatorial problems.

While Occam's Razor remains a widely discussed principle, these recent findings suggest that its utility may be limited or context-dependent.
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icon http://arxiv.org/abs/cs/9605101v1

Further Experimental Evidence against the Utility of Occam's Razo...

This paper presents new experimental evidence against the utility of Occam's razor. A~systematic procedure is presented for post-processing decision trees produced by C4.5. This procedure was derived ...
icon http://arxiv.org/abs/cs/0201005v2

Sharpening Occam's Razor

We provide a new representation-independent formulation of Occam's razor theorem, based on Kolmogorov complexity. This new formulation allows us to: (i) Obtain better sample complexity than both len...
icon http://arxiv.org/abs/1504.07441v1

The Combinatorics of Occam's Razor

Occam's Razor tells us to pick the simplest model that fits our observations. In order to make sense of his process mathematically, we interpret it in the context of posets of functions. Our approach ...
icon http://arxiv.org/abs/1205.2198v2

Seesaw Mechanism with Occam's Razor

We discuss the seesaw mechanism which includes the minimum number of parameters for successful leptogenesis and three neutrino oscillations in the spirit of Occam's razor. We show that models with two...
icon http://arxiv.org/abs/astro-ph/0604410v1

Occam's razor meets WMAP

Using a variety of quantitative implementations of Occam's razor we examine the low quadrupole, the ``axis of evil'' effect and other detections recently made appealing to the excellent WMAP data. We ...
icon http://arxiv.org/abs/2111.15090v2

The Geometric Occam's Razor Implicit in Deep Learning

In over-parameterized deep neural networks there can be many possible parameter configurations that fit the training data exactly. However, the properties of these interpolating solutions are poorly u...
icon https://en.wikipedia.org/wiki/Occam%27s_razor

Occam's razor - Wikipedia

York, New York: Basic Books. ISBN 978-0-465-09137-9. Dowe, David L.; Steve Gardner; Graham Oppy (December 2007). "Bayes not Bust! Why Simplicity is no
icon https://www.reddit.com/r/AMA/comments/1qxj2gh/im_the_former_max_security_co_whos_been_posting/

I'm the former max security CO who's been posting about Epstein's...

[https://www.reddit.com/r/Epstein/comments/1qyem4w/posting\_again\_sorry\_if\_its\_a\_lot\_ive\_been/](https://www.reddit.com/r/Epstein/comments/1qyem4w/posting_again_sorry_if_its_a_lot_ive_been/) Ple...
icon https://www.reddit.com/r/AMA/comments/1qwcbja/im_a_former_maximum_security_co_who_posted_about/

I'm a former maximum security CO who posted about Epstein's suspi...

[https://www.reddit.com/r/Epstein/comments/1qyem4w/posting\_again\_sorry\_if\_its\_a\_lot\_ive\_been/](https://www.reddit.com/r/Epstein/comments/1qyem4w/posting_again_sorry_if_its_a_lot_ive_been/) Pl...
icon http://arxiv.org/abs/2105.14467v1

Occam Learning Meets Synthesis Through Unification

The generalizability of PBE solvers is the key to the empirical synthesis performance. Despite the importance of generalizability, related studies on PBE solvers are still limited. In theory, few exis...
icon https://www.snopes.com/news/2021/07/16/lab-leak-evidence/

The 'Occam's Razor Argument' Has Not Shifted in Favor of a COVID ...

Proponents of the "COVID lab leak" theory that COVID-19 originated as a result of work performed at the Wuhan Institute of Virology keep repeating the same misinformation.
icon https://web.archive.org/web/20210806232609/https://www.snopes.com/news/2021/07/16/lab-leak-evidence/

The ‘Occam's Razor Argument’ Has Not Shifted in Favor of a CO...

Proponents of the "COVID lab leak" theory that COVID-19 originated as a result of work performed at the Wuhan Institute of Virology keep repeating the same misinformation.
icon https://en.wikipedia.org/wiki/Diagnosis

Diagnosis - Wikipedia

Block Hackam's dictum Occam's razor Regression diagnostics Sutton's law Medical diagnosis Molecular diagnostics CDR computerized assessment system Computer-aided
icon http://arxiv.org/abs/2103.08867v3

Particular textures of the minimal seesaw model

Following the Occam's razor principle, we explore the particular textures (featuring texture zeros and equalities) of the Dirac neutrino mass matrix in the minimal seesaw model (where only two right-h...