recommending travel plans using geo-tagged …...1. photo2trip: generating travel routes from...
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![Page 1: RECOMMENDING TRAVEL PLANS USING GEO-TAGGED …...1. Photo2Trip: Generating Travel routes from Geo-Tagged Photos for Trip Planning,Xin Lu,ChanghuWang,Jiang-Ming Yang,Yanwei Pang,Lei](https://reader030.vdocuments.net/reader030/viewer/2022041001/5ea131d65bfd71171d0f62b9/html5/thumbnails/1.jpg)
Harshitha Rao Thanneru
Mentor:
Dr. Vijay Raghavan
RECOMMENDING TRAVEL PLANS USING GEO-TAGGED PHOTOS
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• Recommendation System
• Travel Planning
• Geo-Tagged Photos
• What are we trying to achieve here ?
AGENDA
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RECOMMENDATION SYSTEM
• Subclass of “Information Filtering System” that seeks to predict the “rating” a user would give to any item.
• Used in Commercial Applications.
• Some real life recommendation systems that we see day to day are
• Facebook : Content recommender for Social Media
• Netflix : Playlist generator for Videos
• Amazon : Product recommender
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TRAVEL PLANNING
• Travel Planning is a package of actions designed to encourage safe, efficient and fun travel experience.
• Three important aspects of Travel Planning that we would like to incorporate in this project :
✓ User preferences
✓ Time arrangement
✓ Cost estimation
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GEO-TAGGED PHOTOS
• A photograph associated with a geographical location (Latitude and Longitude).
• Flickr.com
• Meta Data
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WHAT ARE WE TRYING TO ACHIEVE
• We are trying to solve Bundle recommendation problem for Travel Planning.
• Bundle Recommendation : Recommending packages or bundles instead of a
single entity.
• Difference between Simple recommendation and Bundle recommendation in
terms of travel planning.
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SIMPLE RECOMMENDATION
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BUNDLE RECOMMENDATION
Package 1
YosemitePackage 2
Colorado
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• Bundle Package Set of Point of Interests
Ex: Set of Museums , set of Monuments
• Basic Unit Single entity Single Point of Interest
Ex: The National World War II Museum
• How to Rank Bundles in Travel Planning ?
WHAT ARE WE TRYING TO ACHIEVE
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YOUR ASSIGNMENT
Part 1 – Come up with an idea on how to rank single entities
i. Clustering for Destination Discovery
ii. Destination – Style Terms creation
iii. Ranking Destinations based on User input
Part 2
• Come up with an idea on how to rank Bundles
i. Creating Bundles based on User Preference
ii. Ranking Bundles
OR
• Create Test Queries to come up with Manual recommendations for Bundles that can be used to evaluate the system
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REFERENCES
1. Photo2Trip: Generating Travel routes from Geo-Tagged Photos for
Trip Planning,Xin Lu,Changhu Wang,Jiang-Ming Yang,Yanwei Pang,Lei
Zhang.Microsoft research.
2. A composite Recommendation System for Planning Tourist Visits,
Idir Benouaret, Dominique Lenne. 2016 IEEE/WIC/ACM International
Conference on Web Intelligence.
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