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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
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Generalizability is not optional: insights from a cross-cultural study of social discounting [PDF]
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
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Benefits from Variational Regularization in Language Models
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
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Ps and Qs: Quantization-Aware Pruning for Efficient Low Latency Neural Network Inference
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
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A Unified Framework on Generalizability of Clinical Prediction Models
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
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Information search in everyday decisions: The generalizability of the attraction search effect
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
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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
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Attitude Towards Marketing Surveys: The Comparison of Student and Non-Student Samples
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
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Generalizing Experimental Findings
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
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Reverse-Net: Few-Shot Learning with Reverse Teaching for Deformable Medical Image Registration
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
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