English
Related papers

Related papers: Continuous Lunches Are Not Free

200 papers

No-Free-Lunch Theorems state, roughly speaking, that the performance of all search algorithms is the same when averaged over all possible objective functions. This fact was precisely formulated for the first time in a now famous paper by…

Optimization and Control · Mathematics 2014-10-17 Aureli Alabert , Alessandro Berti , Ricard Caballero , Marco Ferrante

The No Free Lunch (NFL) theorem for search and optimisation states that averaged across all possible objective functions on a fixed search space, all search algorithms perform equally well. Several refined versions of the theorem find a…

Neural and Evolutionary Computing · Computer Science 2019-06-11 James McDermott

The important recent book by G. Schurz appreciates that the no-free-lunch theorems (NFL) have major implications for the problem of (meta) induction. Here I review the NFL theorems, emphasizing that they do not only concern the case where…

Machine Learning · Computer Science 2022-07-28 David H. Wolpert

In a recent paper it was shown that No Free Lunch results hold for any subset F of the set of all possible functions from a finite set X to a finite set Y iff F is closed under permutation of X. In this article, we prove that the number of…

Neural and Evolutionary Computing · Computer Science 2007-05-23 Christian Igel , Marc Toussaint

This paper is concerned with learners who aim to learn patterns in infinite binary sequences: shown longer and longer initial segments of a binary sequence, they either attempt to predict whether the next bit will be a 0 or will be a 1 or…

Logic in Computer Science · Computer Science 2020-09-15 Gordon Belot

The concept of absence of opportunities for free lunches is one of the pillars in the economic theory of financial markets. This natural assumption has proved very fruitful and has lead to great mathematical, as well as economical, insights…

General Finance · Quantitative Finance 2010-02-16 Constantinos Kardaras

The No Free Lunch theorems are often used to argue that domain specific knowledge is required to design successful algorithms. We use algorithmic information theory to argue the case for a universal bias allowing an algorithm to succeed in…

Machine Learning · Computer Science 2011-11-17 Tor Lattimore , Marcus Hutter

The No Free Lunch theorems prove that under a uniform distribution over induction problems (search problems or learning problems), all induction algorithms perform equally. As I discuss in this chapter, the importance of the theorems arises…

Machine Learning · Computer Science 2020-07-22 David H. Wolpert

The main result of the paper is a version of the fundamental theorem of asset pricing (FTAP) for large financial markets based on an asymptotic concept of no market free lunch for monotone concave preferences. The proof uses methods from…

Probability · Mathematics 2008-12-10 Irene Klein

Tensor network machine learning models have shown remarkable versatility in tackling complex data-driven tasks, ranging from quantum many-body problems to classical pattern recognitions. Despite their promising performance, a comprehensive…

Quantum Physics · Physics 2024-12-10 Jing-Chuan Wu , Qi Ye , Dong-Ling Deng , Li-Wei Yu

For functions of two quaternionic variables that are regular in the sense of Fueter, we establish a result similar in spirit to the Hanges and Tr\`eves theorem. Namely, we show that a ball contained in the boundary of a domain is a…

Complex Variables · Mathematics 2019-11-28 Luca Baracco , Martino Fassina , Stefano Pinton

There has been a consistent criticism over the past decade of the NFL franchise tag's monetary limitations due to its biased institutions in favor of the team rather than the player. But the question whether the NFL's franchise tag is fair…

Applications · Statistics 2022-08-17 Darwin Zhou

We investigate the impossibility of universally winning trading strategies -- those generating strict profit across all market trajectories -- through three distinct mathematical paradigms. Fundamentally, under standard admissibility…

Trading and Market Microstructure · Quantitative Finance 2026-04-16 Karl Svozil

We examine two-sided markets where players arrive stochastically over time and are drawn from a continuum of types. The cost of matching a client and provider varies, so a social planner is faced with two contending objectives: a) to reduce…

Computer Science and Game Theory · Computer Science 2020-01-06 Panayotis Mertikopoulos , Heinrich H. Nax , Bary S. R. Pradelski

Multitask learning and related areas such as multi-source domain adaptation address modern settings where datasets from $N$ related distributions $\{P_t\}$ are to be combined towards improving performance on any single such distribution…

Machine Learning · Computer Science 2020-08-07 Steve Hanneke , Samory Kpotufe

Reed Conjecture is open for more than 20 years now. Here we prove that Reed Conjecture is valid for (1) {P4UnionK1, Kite}-free graphs (2) {Chair, Kite}-free graphs (3) {K2UnionK2complement , H}-free graphs and (4) {2K2, M}-free graphs where…

Combinatorics · Mathematics 2019-09-16 Medha Dhurandhar

The Free Lunch Principle: Nature thrives on freebies. She chooses nothing, and no one helps Her. She must use canonical mathematical structures as there is no one to tell Her otherwise. With this I show where variational principles are…

History and Philosophy of Physics · Physics 2018-10-24 George Svetlichny

We show that there exists an entire function which has neither fixed points nor invariant Baker domains. The question whether such a function exists was raised by Buff.

Complex Variables · Mathematics 2014-11-04 Walter Bergweiler

In this paper, we devise non-distributive relatives of Exactly True Logic (ETL) by Pietz and Riveccio and its dual (NFL) Non-Falsity Logic by Shramko, Zaitsev and Belikov. We consider two pre-orders which are algebraic counterparts of the…

Logic · Mathematics 2024-03-15 Daniil Kozhemiachenko

In this paper, the continuity and strong continuity in domain-free information algebras and labeled information algebras are introduced respectively. A more general concept of continuous function which is defined between two domain-free…

Artificial Intelligence · Computer Science 2012-10-08 Xuechong Guan , Yongming Li
‹ Prev 1 2 3 10 Next ›