Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Hybrid Zones02:29

Hybrid Zones

21.9K
Hybrid zones are narrow regions where two closely related species interact, mate, and produce hybrids. Relative to either parent species, hybrids may possess distinct phenotypic or genetic differences that impact their survival and reproductive success. The genetic variances introduced by hybridization influence species diversity and speciation processes within the hybrid zone.
21.9K
Hybridization of Atomic Orbitals I03:24

Hybridization of Atomic Orbitals I

67.2K
The mathematical expression known as the wave function, ψ, contains information about each orbital and the wavelike properties of electrons in an isolated atom. When atoms are bound together in a molecule, the wave functions combine to produce new mathematical descriptions that have different shapes. This process of combining the wave functions for atomic orbitals is called hybridization and is mathematically accomplished by the linear combination of atomic orbitals. The new orbitals that...
67.2K
Hybridization of Atomic Orbitals II03:35

Hybridization of Atomic Orbitals II

49.0K
sp3d and sp3d 2 Hybridization
49.0K
Primary Healthcare Services01:30

Primary Healthcare Services

2.1K
Primary care promotes wellness and prevents disease. This care includes health promotion, education, protection (such as immunizations), early disease screening, and environmental considerations. Settings providing this type of healthcare include physician offices, public health clinics, school nursing, and community health nursing.
In 1978, international leaders convened in Alma-Ata, Kazakhstan, for what would be a pivotal event in global health. The Alma-Ata Declaration was the first to call...
2.1K
Preventive Healthcare Services01:30

Preventive Healthcare Services

2.2K
Preventive healthcare services keep people healthy via frequent check-ups, screening, and counseling. They primarily aid in disease prevention rather than treating an acute or chronic illness. Preventive treatment also keeps individuals productive and energetic, allowing them to work well into their retirement years. Examples of preventive care services include:
2.2K
Avoidance Learning and Learned Helplessness01:14

Avoidance Learning and Learned Helplessness

2.6K
Avoidance learning and learned helplessness are critical concepts in understanding behavioral responses to negative stimuli.
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
2.6K

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Decoding olfactory-depression-appetite pathways in nursing-home elderly: a knowledge multi-relational graph attention neural network framework.

Psychiatry research. Neuroimaging·2026
Same author

Multifunctional probiotic properties of <i>Heyndrickxia coagulans</i> RS24: from in vitro characterization to in vivo colitis amelioration.

Food science and biotechnology·2026
Same author

Long-range transport and transformation of volcanic sulfur emissions: A modeling study of the 2020 Nishinoshima event.

Environmental pollution (Barking, Essex : 1987)·2025
Same author

Geostationary Satellites Total Ozone Observations: First Results on Ground-Based Networks Validation Efforts for TEMPO and GEMS.

Geophysical research letters·2025
Same author

Repeated intrathecal injections of peripheral nerve-derived stem cell spheroids improve outcomes in a rat model of traumatic brain injury.

Stem cell research & therapy·2024
Same author

The reporting quality of acupuncture-related traumatic adverse events: a systematic review of case studies in Korea.

BMC complementary medicine and therapies·2024

Related Experiment Video

Updated: Jan 30, 2026

Hybrid Printing for the Fabrication of Smart Sensors
08:35

Hybrid Printing for the Fabrication of Smart Sensors

Published on: January 31, 2019

8.6K

A Smart Recommender Based on Hybrid Learning Methods for Personal Well-Being Services.

Rayan M Nouh1, Hyun-Ho Lee2, Won-Jin Lee3

  • 1Department of Computer Science, Dankook University, 152 Jukjeon-ro Campus, Suji-gu, Yongin-si 16890, Gyeonggi-do, Korea. rayannouh@gmail.com.

Sensors (Basel, Switzerland)
|January 24, 2019
PubMed
Summary

This study introduces a smart recommender system of hybrid learning (SRHL) to enhance personal well-being services. The SRHL system improves accuracy by 14.61% in health food recommendations, addressing cold start challenges.

Keywords:
dynamic well-being serviceshybrid recommender systemmachine learning

More Related Videos

Walk with Me Hybrid Virtual/In-Person Walking for Older Adults with Neurodegenerative Disease
07:21

Walk with Me Hybrid Virtual/In-Person Walking for Older Adults with Neurodegenerative Disease

Published on: June 16, 2023

1.5K
Author Spotlight: Enhancing Cryo-Electron Microscopy by Automated Data Collection and Analysis Techniques
07:52

Author Spotlight: Enhancing Cryo-Electron Microscopy by Automated Data Collection and Analysis Techniques

Published on: December 1, 2023

1.5K

Related Experiment Videos

Last Updated: Jan 30, 2026

Hybrid Printing for the Fabrication of Smart Sensors
08:35

Hybrid Printing for the Fabrication of Smart Sensors

Published on: January 31, 2019

8.6K
Walk with Me Hybrid Virtual/In-Person Walking for Older Adults with Neurodegenerative Disease
07:21

Walk with Me Hybrid Virtual/In-Person Walking for Older Adults with Neurodegenerative Disease

Published on: June 16, 2023

1.5K
Author Spotlight: Enhancing Cryo-Electron Microscopy by Automated Data Collection and Analysis Techniques
07:52

Author Spotlight: Enhancing Cryo-Electron Microscopy by Automated Data Collection and Analysis Techniques

Published on: December 1, 2023

1.5K

Area of Science:

  • Artificial Intelligence
  • Health Informatics
  • Personalized Medicine

Background:

  • Personal lifestyle is crucial for health and well-being.
  • Recommender systems can prevent disease and reduce healthcare costs.
  • Existing recommender systems face challenges like cold start and scalability.

Purpose of the Study:

  • To propose a smart recommender system of hybrid learning (SRHL) for personal well-being services.
  • To address cold start and scalability issues in health-focused recommender systems.
  • To improve personalized health food recommendations.

Main Methods:

  • Utilizing hybrid learning methods, combining content-based and collaborative filtering.
  • Integrating dynamic filtering for user context identification.
  • Employing feedback loops for profile learning and refinement.

Main Results:

  • The SRHL system demonstrated improved accuracy in personalized health food recommendations.
  • The hybrid approach showed a 14.61% improvement in accuracy compared to collaborative methods.
  • Experimental results were evaluated using absolute error measures, showing comparable performance.

Conclusions:

  • Hybrid learning effectively addresses cold start problems in recommender systems.
  • SRHL enhances the provision of personalized well-being services.
  • The proposed system offers a promising approach to improving health outcomes and reducing costs.