VoCoG: An Intelligent, Non-Intrusive Assistant for Voice-based Collaborative Group-Viewing

11/19/2018
by   Sumit Shekhar, et al.
0

There have been significant innovations in media technologies in the recent years. While these developments have improved experiences for individual users, design of multi-user interfaces still remains a challenge. A relatively unexplored area in this context, is enabling multiple users to enjoy shared viewing (e.g. deciding on movies to watch together). In particular, the challenge is to design an intelligent system which would enable viewers to explore together shows or movies they like, seamlessly. This is a complex design problem, as it requires the system to (i) assess affinities of individual users (movies or genres), (ii) combine individual preferences taking into account user-user interactions, and (iii) be non-intrusive simultaneously. The proposed system VoCoG, is an end-to-end intelligent system for collaborative viewing. VoCoG incorporates an online recommendation algorithm, efficient methods for analyzing natural conversation and a graph-based method to fuse preferences of multiple users. It takes user conversation as input, making it non-intrusive. A usability survey of the system indicates that the system provides a good experience to the users as well as relevant recommendations. Further analysis of the usage data reveals insights about the nature of conversation during the interaction sessions, final consensus among the users as well as ratings of varied user groups.

READ FULL TEXT

page 1

page 7

research
08/08/2023

Multi-Granularity Attention Model for Group Recommendation

Group recommendation provides personalized recommendations to a group of...
research
05/31/2017

The Sample Complexity of Online One-Class Collaborative Filtering

We consider the online one-class collaborative filtering (CF) problem th...
research
10/06/2021

Understanding and Improving Usability of Data Dashboards for Simplified Privacy Control of Voice Assistant Data (Extended Version)

Today, intelligent voice assistant (VA) software like Amazon's Alexa, Go...
research
02/02/2023

How to Compliment a Human – Designing Affective and Well-being Promoting Conversational Things

With today's technologies it seems easier than ever to augment everyday ...
research
09/27/2020

Defining and Quantifying Conversation Quality in Spontaneous Interactions

Social interactions in general are multifaceted and there exists a wide ...
research
02/17/2017

soc2seq: Social Embedding meets Conversation Model

While liking or upvoting a post on a mobile app is easy to do, replying ...
research
10/10/2021

Interpretable Aesthetic Analysis Model for Intelligent Photography Guidance Systems

An aesthetics evaluation model is at the heart of predicting users' aest...

Please sign up or login with your details

Forgot password? Click here to reset