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EFAR-MMLA: An Evaluation Framework to Assess and Report Generalizability of Machine Learning Models in MMLA

open access: yesSensors, 2021
Multimodal Learning Analytics (MMLA) researchers are progressively employing machine learning (ML) techniques to develop predictive models to improve learning and teaching practices.
Pankaj Chejara   +5 more
doaj   +1 more source

Generalizability is not optional: insights from a cross-cultural study of social discounting [PDF]

open access: yesRoyal Society Open Science, 2019
Current scientific reforms focus more on solutions to the problem of reliability (e.g. direct replications) than generalizability. Here, we use a cross-cultural study of social discounting to illustrate the utility of a complementary focus on ...
Leonid Tiokhin   +4 more
doaj   +1 more source

Benefits from Variational Regularization in Language Models

open access: yesMachine Learning and Knowledge Extraction, 2022
Representations from common pre-trained language models have been shown to suffer from the degeneration problem, i.e., they occupy a narrow cone in latent space. This problem can be addressed by enforcing isotropy in latent space.
Cornelia Ferner, Stefan Wegenkittl
doaj   +1 more source

Ps and Qs: Quantization-Aware Pruning for Efficient Low Latency Neural Network Inference

open access: yesFrontiers in Artificial Intelligence, 2021
Efficient machine learning implementations optimized for inference in hardware have wide-ranging benefits, depending on the application, from lower inference latency to higher data throughput and reduced energy consumption.
Benjamin Hawks   +6 more
doaj   +1 more source

A Unified Framework on Generalizability of Clinical Prediction Models

open access: yesFrontiers in Artificial Intelligence, 2022
To be useful, clinical prediction models (CPMs) must be generalizable to patients in new settings. Evaluating generalizability of CPMs helps identify spurious relationships in data, provides insights on when they fail, and thus, improves the ...
Bohua Wan   +3 more
doaj   +1 more source

Information search in everyday decisions: The generalizability of the attraction search effect

open access: yesJudgment and Decision Making, 2019
The recently proposed integrated coherence-based decisions and search model (iCodes) makes predictions for search behavior in multi-attribute decision tasks beyond those of classic decision-making heuristics.
Sophie E. Scharf   +2 more
doaj   +1 more source

Psychometric properties of the International Trauma Questionnaire (ITQ) examined in a Norwegian trauma-exposed clinical sample

open access: yesEuropean Journal of Psychotraumatology, 2020
Background The International Trauma Questionnaire (ITQ) is a self-report measure for post-traumatic stress disorder (PTSD) and complex post-traumatic stress disorder (CPTSD), corresponding to the diagnostic criteria in the International Classification of
Peter Sele   +3 more
doaj   +1 more source

Attitude Towards Marketing Surveys: The Comparison of Student and Non-Student Samples

open access: yesIstanbul Management Journal, 2022
Using student samples in marketing research is a debated issue. This study aims to test the differences in attitude towards surveys and marketing surveys between student and non-student samples, the variation differences in attitude towards surveys and ...
Ufuk Pala, Kalender Özcan Atılgan
doaj   +1 more source

Generalizing Experimental Findings

open access: yesJournal of Causal Inference, 2015
This note examines one of the most crucial questions in causal inference: “How generalizable are randomized clinical trials?” The question has received a formal treatment recently, using a non-parametric setting, and has led to a simple and general ...
Pearl Judea
doaj   +1 more source

Reverse-Net: Few-Shot Learning with Reverse Teaching for Deformable Medical Image Registration

open access: yesApplied Sciences, 2023
Multimodal medical image registration has an important role in monitoring tumor growth, radiotherapy, and disease diagnosis. Deep-learning-based methods have made great progress in the past few years.
Xin Zhang   +3 more
doaj   +1 more source

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