Replicable reinforcement learning

E Eaton, M Hussing, M Kearns… - Advances in Neural …, 2024 - proceedings.neurips.cc
The replicability crisis in the social, behavioral, and data sciences has led to the formulation
of algorithm frameworks for replicability---ie, a requirement that an algorithm produce …

A practical methodology for reproducible experimentation: an application to the Double-row Facility Layout Problem

R Martín-Santamaría, S Cavero, A Herrán… - Evolutionary …, 2024 - direct.mit.edu
Reproducibility of experiments is a complex task in stochastic methods such as evolutionary
algorithms or metaheuristics in general. Many works from the literature give general …

The Challenges of Replicating Volatile Platform-Data Studies: Replicating Schatto-Eckrodt et al.(2020)

P Knöpfle, T Schatto-Eckrodt - Media and Communication, 2024 - cogitatiopress.com
Replication studies in computational communication science (CCS) play a vital role in
upholding research validity, ensuring reliability, and promoting transparency. However …

A Framework for Moving Beyond Computational Reproducibility: Lessons from Three Reproductions of Geographical Analyses of COVID‐19

P Kedron, S Bardin, J Holler, J Gilman… - Geographical …, 2024 - Wiley Online Library
Despite recent calls to make geographical analyses more reproducible, formal attempts to
reproduce or replicate published work remain largely absent from the geographic literature …

Reproducibility, Replicability, and Repeatability: A survey of reproducible research with a focus on high performance computing

BA Antunes, DRC Hill - arXiv preprint arXiv:2402.07530, 2024 - arxiv.org
Reproducibility is widely acknowledged as a fundamental principle in scientific research.
Currently, the scientific community grapples with numerous challenges associated with …

[HTML][HTML] Open science practices in traditional, complementary, and integrative medicine research: A path to enhanced transparency and collaboration

JY Ng, LS Wieland, MS Lee, J Liu, CM Witt… - Integrative medicine …, 2024 - Elsevier
This educational article explores the convergence of open science practices and traditional,
complementary, and integrative medicine (TCIM), shedding light on the potential benefits …

A survey of researchers' methods sharing practices and priorities

M LaFlamme, J Harney, I Hrynaszkiewicz - PeerJ, 2024 - peerj.com
Missing or inaccessible information about the methods used in scientific research slows the
pace of discovery and hampers reproducibility. Yet little is known about how, why, and under …

A new definition for feature selection stability analysis

T Lazebnik, A Rosenfeld - Annals of Mathematics and Artificial Intelligence, 2024 - Springer
Feature selection (FS) stability is an important topic of recent interest. Finding stable features
is important for creating reliable, non-overfitted feature sets, which in turn can be used to …

Reproducible research, and research into reproducibility: review and prospects

C Brunsdon - A Research Agenda for Spatial Analysis, 2024 - elgaronline.com
The idea of reproducibility is one that has gained much attention in the field of data analysis
in recent years–for example, Buckheit and Donoho (1995), Peng (2011) and Stodden …

[PDF][PDF] Introducing maxent. ot: an R package for Maxi-mum Entropy constraint grammars

C Mayera, A Tanb, K Zurawc - sites.socsci.uci.edu
This paper presents maxent. ot, a package for doing phonological analysis using Maximum
Entropy Optimality Theory written in the statistical programming language R. R has become …