Implementation of Recommender Systems based on Context Operating Tensor (COT) Model

Abstract

This paper propose a novel context modeling method Contextual Operating Tensor model, named COT, which is motivated by the recent work of semantic compositionality in Natural Language Processing (NLP). It provide an efficient implementation inspired by the powerful ability in describing latent properties of words, in recommender systems, using a vector representation of each context value seems a good solution to examine the effect of contexts on user-item interactions. This distributed representation inferred from all contexts has more powerful ability in illustrating the operation properties of contexts. Moreover, in the research direction of sentence sentiment detection, a noun has semantic information as a latent vector, and an adjective has semantic operation on nouns as an operating matrix .This paper assume that contexts in recommendation systems have a similar property of adjectives and can operate latent characteristics of users and items. Then, new latent representations of entities can show not only characteristics of original entities but also new proprieties under a specific contextual situation.

Authors and Affiliations

Anusha A. V

Keywords

Related Articles

Big Data Analytics in Healthcare Industries

The healthcare industry has large amounts of data, driven by record keeping, medicine details, new era of medical needs, compliance & regulatory requirements, other stakeholders in the healthcare delivery and patient car...

மலையாள இலக்கண உருவாக்கத்தில் தொல்காப்பியம்

மலையாள இலக்கண உருவாக்கத்தில் தொல்காப்பியம்

Railway Crossing Automation using Infrared Sensor

— As we came across many newspapers, many accidents that are made in unmanned level crossings. The trains running on same track are also the cause of major accidents at railways crossing. In both of the cases, human loss...

Analysing Tamil Films with Critical Discourse Analysis Approach

Cinema is very distinctive place of arts in the first place, it can be considered as the most significant form to appear since the advent of opera in the late 19thcentury. In India, Tamil film has attracted worldwide inf...

ஈழத்து இனப்பிரச்சினையும் நாடகமும் – தேடலுக்கான தொடக்கம்

ஈழத்து இனப்பிரச்சினையும் நாடகமும் – தேடலுக்கான தொடக்கம்

Download PDF file
  • EP ID EP642694
  • DOI -
  • Views 136
  • Downloads 0

How To Cite

Anusha A. V (2017). Implementation of Recommender Systems based on Context Operating Tensor (COT) Model. International Journal of Linguistics and Computational Applications, 4(1), 52-58. https://europub.co.uk/articles/-A-642694