IEEE

Analyzing Taiwanese Traffic Patterns on Consecutive Holidays Through Forecast Reconciliation and Prediction-Based Anomaly Detection Techniques

Abstract: This study explores traffic patterns on Taiwanese highways during consecutive holidays, with a focus on understanding the behavior of Taiwanese highway traffic. We propose a prediction-based ...
IEEE

Differential Privacy Based Multiuser Multivariate Multiorder Markov Trajectory Prediction in Edge-Cloud Environment

Abstract: With the proliferation of IoT devices, predicting user trajectory patterns through edge-cloud collaboration has become prevalent in intelligent transportation systems. However, the process ...
Frontiers

Critical considerations for the use of deep learning models in clinical oncology prediction

In a recent study on clinical prediction models, Liu (1) and colleagues developed a deep learning model to predict ALN pCR in ALN-positive breast cancer patients undergoing NAT by analyzing ...
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Numerology number 2 prediction today, February 14, 2026: Will keep the discussion going, ease among loved ones will prevail

The root number for 14 February 2026 is 5 and the destiny number is 8. Today is favourable for number 2 in achieving excellent results. Support will come from friends and seniors. Artistic skills will ...
The Lancet

When to and when not to use machine learning in risk prediction models

Copyright: © 2025 The Author(s). Published by Elsevier Ltd. Machine learning for health data science, fuelled by proliferation of data and reduced computational ...
Frontiers

Use of genetics in the prediction of success in male pattern hair loss therapy and mechanistic studies

Male pattern hair loss, the clinical manifestation of androgenetic alopecia in men, is a highly prevalent chronic condition associated with significant psychosocial burden, yet current therapies show ...