Collaborative Filtering Based Recommendation System: A survey
Journal Title: International Journal on Computer Science and Engineering - Year 2012, Vol 4, Issue 5
Abstract
the most common technique used for recommendations is collaborative filtering. Recommender systems based on collaborative filtering predict user preferences for products or services by learning past user-item relationships from a group of user who share the same preferences and taste. In this paper we have explored various aspects of collaborative filtering recommendation system. We have categorized collaborative filtering recommendation system and shown how the similarity is computed. The desired criteria for selection of data set are also listed. The measures used for evaluating the performance of collaborative filtering recommendation system are discussed along with the challenges faced by the recommendation system. Types of rating that can be collected from the user to rate items are also discussed along with the uses of collaborative filtering recommendation system.
Authors and Affiliations
Mohd Abdul Hameed , Omar Al Jadaan , S. Ramachandram
Reducing Power Consumption in Peer-to- Peer System
In peer-to-peer (P2P) system every node is peer and there is no centralized server. In this paper we discuss how to reduce the total electric power consumption of computers in peer to peer system. First we discuss the Ro...
Emergence of Norms in a Society of Heterogeneous Agents Influenced by the Rules of Cellular Automata Techniques
This paper deals with study Emergence of Norms in a Society of eterogeneous Agents Influenced by the Rules of Cellular Automata Techniques.To study the phenomenon of emergence of social norms, we have assumed that the i...
A Review of Recent Trends and Issues in Visualization
Visualization is an extensive and diverse area of research which is a combination of various distinct but overlapping areas. The term visualization came into history late but idea of expressing something using graphical...
A Survey on Telecommunication Technology Standards
Mobile Ad-hoc Network is a self configurable routing protocol. Nodes in MANET can shift freely from one place to another place and each node in MANET can take action as a transmitter, receiver and router. WiMAX is a tele...
The Importance of Feature Selection in Classification
Feature Selection is an important technique for classification for reducing the dimensionality of feature space and it removes redundant, irrelevant, or noisy data. In this paper the feature are selected based on the...