Recommender systems are turning into increasingly important to individual users and businesses for providing customized recommendations. However, while the bulk of algorithms proposed in recommender systems literature have targeted on improving recommendation accuracy (as exemplified by the recent Netflix Prize competition), other necessary aspects of recommendation quality, like the diversity of recommendations, have usually been overlooked. In this paper, we have a tendency to introduce and explore a number of item ranking techniques that may generate recommendations that have substantially higher combination diversity across all users while maintaining comparable levels of advice accuracy. Comprehensive empirical evaluation consistently shows the variety gains of the proposed techniques using several real-world rating datasets and completely different rating prediction algorithms.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE : Improving I/O Complexity of Triangle Enumeration ABSTRACT: Many graph algorithms are now required to operate in external memory and deliver performance that does not significantly degrade with the scale of the
PROJECT TITLE : Short Text Topic Modeling Techniques, Applications, and Performance: A Survey ABSTRACT: The semantic understanding of short texts is required for a wide variety of real-world applications, so their analysis allows
PROJECT TITLE : Improving Speech Emotion Recognition With Adversarial Data Augmentation Network ABSTRACT: When there aren't many training data to work with, it can be difficult to train a deep neural network without triggering
PROJECT TITLE : A Time-Series Feature-Based Recursive Classification Model to Optimize Treatment Strategies for Improving Outcomes and Resource Allocations of COVID-19 Patients ABSTRACT: This paper presents a novel Lasso Logistic
PROJECT TITLE : A Survey on Modern Deep Neural Network for Traffic Prediction Trends, Methods and Challenges ABSTRACT: In this current era, traffic congestion has evolved into a major source of severe adverse effects on both

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry