TraveLink, an AI-driven travel itinerary mobile application
Singapore’s tourism industry is well positioned to outperform its competition in the Asia-Pacific region. A time consuming and often difficult task for tourists arriving in Singapore is to plan and schedule an itinerary based on their interests and preferences. This is further complicated by real-wo...
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| Format: | Final Year Project (FYP) |
| Language: | English |
| Published: |
Nanyang Technological University
2023
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| Online Access: | https://hdl.handle.net/10356/165867 |
| _version_ | 1811687568923688960 |
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| author | Wong, Wai Chung |
| author2 | Kong Wai-Kin Adams |
| author_facet | Kong Wai-Kin Adams Wong, Wai Chung |
| author_sort | Wong, Wai Chung |
| collection | NTU |
| description | Singapore’s tourism industry is well positioned to outperform its competition in the Asia-Pacific region. A time consuming and often difficult task for tourists arriving in Singapore is to plan and schedule an itinerary based on their interests and preferences. This is further complicated by real-world constraints such as travel time between attractions, opening hours of different attractions, budget and time spent at each attraction. Furthermore, for travelers travelling in groups, the preference of everyone must be considered. This report discusses in detail, TraveLink, an AI-Driven Travel Itinerary Mobile Application that successfully considers the above constraints while generating itineraries for travelers in Singapore. TraveLink encompasses an Authentication System that verifies the user’s identity, a Peer Preference System that links the preferences of various users to be considered for itinerary generation, a modified greedy algorithm used for itinerary generation, and a Feedback Mechanism that implicitly improves the itinerary generation of future iterations. The effectiveness of TraveLink was tested through an extensive user study where its average overall effectiveness was rated as 89.9%. This is testament of TraveLink’s ability to solve the problems of travelers in Singapore. |
| first_indexed | 2024-10-01T05:18:23Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/165867 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T05:18:23Z |
| publishDate | 2023 |
| publisher | Nanyang Technological University |
| record_format | dspace |
| spelling | ntu-10356/1658672023-04-14T15:37:11Z TraveLink, an AI-driven travel itinerary mobile application Wong, Wai Chung Kong Wai-Kin Adams School of Computer Science and Engineering AdamsKong@ntu.edu.sg Engineering::Computer science and engineering::Software::Software engineering Singapore’s tourism industry is well positioned to outperform its competition in the Asia-Pacific region. A time consuming and often difficult task for tourists arriving in Singapore is to plan and schedule an itinerary based on their interests and preferences. This is further complicated by real-world constraints such as travel time between attractions, opening hours of different attractions, budget and time spent at each attraction. Furthermore, for travelers travelling in groups, the preference of everyone must be considered. This report discusses in detail, TraveLink, an AI-Driven Travel Itinerary Mobile Application that successfully considers the above constraints while generating itineraries for travelers in Singapore. TraveLink encompasses an Authentication System that verifies the user’s identity, a Peer Preference System that links the preferences of various users to be considered for itinerary generation, a modified greedy algorithm used for itinerary generation, and a Feedback Mechanism that implicitly improves the itinerary generation of future iterations. The effectiveness of TraveLink was tested through an extensive user study where its average overall effectiveness was rated as 89.9%. This is testament of TraveLink’s ability to solve the problems of travelers in Singapore. Bachelor of Engineering (Computer Science) 2023-04-14T00:39:21Z 2023-04-14T00:39:21Z 2023 Final Year Project (FYP) Wong, W. C. (2023). TraveLink, an AI-driven travel itinerary mobile application. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/165867 https://hdl.handle.net/10356/165867 en SCSE22-0176 application/pdf Nanyang Technological University |
| spellingShingle | Engineering::Computer science and engineering::Software::Software engineering Wong, Wai Chung TraveLink, an AI-driven travel itinerary mobile application |
| title | TraveLink, an AI-driven travel itinerary mobile application |
| title_full | TraveLink, an AI-driven travel itinerary mobile application |
| title_fullStr | TraveLink, an AI-driven travel itinerary mobile application |
| title_full_unstemmed | TraveLink, an AI-driven travel itinerary mobile application |
| title_short | TraveLink, an AI-driven travel itinerary mobile application |
| title_sort | travelink an ai driven travel itinerary mobile application |
| topic | Engineering::Computer science and engineering::Software::Software engineering |
| url | https://hdl.handle.net/10356/165867 |
| work_keys_str_mv | AT wongwaichung travelinkanaidriventravelitinerarymobileapplication |