LiveZilla Live Chat Software

Boosting Response Aware Model-Based Collaborative Filtering

Boosting Response Aware Model-Based Collaborative Filtering

Starting at: Rs.4,500.00

4500 reward points

Boosting Response Aware Model-Based Collaborative Filtering

†Recommender systems are promising for providing personalized favorite services. Collaborative filtering (CF) technologies, making prediction of usersí preference based on usersí previous behaviors, have become one of the most successful techniques to build modern recommender systems. Several challenging issues occur in previously proposed CF methods: 1) most CF methods ignore usersí response patterns and may yield biased parameter estimation and suboptimal performance; 2) some CF methods adopt heuristic weight settings, which lacks a systematical implementation; and 3) the multinomial mixture models may weaken the computational ability of matrix factorization for generating the data matrix, thus increasing the computational cost of training. To resolve these issues, we incorporate usersí response models into the probabilistic matrix factorization (PMF), a popular matrix factorization CF model, to establish the response aware probabilistic matrix factorization (RAPMF) framework. More specifically, we make the assumption on the user response as a Bernoulli distribution which is parameterized by the rating scores for the observed ratings while as a step function for the unobserved ratings. Moreover, we speed up the algorithm by a mini-batch implementation and a crafting scheduling policy. Finally, we design different experimental protocols and conduct systematical empirical evaluation on both synthetic and real-world datasets to demonstrate the merits of the proposed RAPMF and its mini-batch implementation.

ClickMyProject Specifications
Including Packages
* Supporting Softwares * 24/7 Support
* Complete Source Code * Ticketing System
* Complete Documentation * Voice Conference
* Complete Presentation Slides * Video On Demand *
* Flow Diagram * Remote Connectivity *
* Database File * Code Customization **
* Screenshots * Document Customization **
* Execution Procedure * Live Chat Support
* Readme File * Toll Free Support *
* Addons
* Video Tutorials

*- PremiumSupport Service (Based on Service Hours) ** - Premium Development Service (Based on Requirements)

Add to Cart:

  • Model: PROJ5479
  • 999 Units in Stock
  • Manufactured by: ClickMyProjects

Please Choose:


This product was added to our catalog on Tuesday 20 September, 2016.