Wiki » History » Version 17
Christodoulos Efstathiades, 04/30/2015 01:22 PM
| 1 | 1 | Christodoulos Efstathiades | h1. Wiki |
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| 3 | 1 | Christodoulos Efstathiades | h2. Description |
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| 5 | 1 | Christodoulos Efstathiades | Micro-blogging platforms and social networks have gained a lot of attention both by the media as well as by researchers. The spatio temporal information provided explicitly or implicitly by the users of such platforms, as well as additional information that can be mined from the social network's structure, render these types of platforms a rich source of information that can be used to make more timely and effective decisions based on the users' behavior. A lot of work has been done towards the creation of frameworks for Twitter analytics, but these solutions usually focus on specific tasks. The lack of complete and integrated solutions as recognized by current research leads us to the proposal of TwitterViz a complete solution for the visualization and analysis of spatio-temporal twitter data in combination with the analysis of the twitter graph, by leveraging the use of a popular graph database and using state of the art visualization tools that aim in providing insights to the non-expert. |
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| 7 | 6 | Christodoulos Efstathiades | h2. Video Demonstration |
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| 9 | 6 | Christodoulos Efstathiades | A video demonstration is available to showcase the various functionalities of TwitterViz. |
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| 11 | 6 | Christodoulos Efstathiades | "TwitterViz Video Demonstration":https://www.dropbox.com/s/0vsrsod25m26ikm/demo.mp4?dl=0 |
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| 13 | 7 | Christodoulos Efstathiades | h2. TwitterViz |
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| 15 | 7 | Christodoulos Efstathiades | Access the current version of TwitterViz here: |
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| 17 | 16 | Christodoulos Efstathiades | "TwitterViz v0.1":http://83.212.84.74:3000 |
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| 19 | 13 | Christodoulos Efstathiades | h2. TwitterViz System Description |
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| 21 | 4 | Christodoulos Efstathiades | *Spatio-Temporal Analysis* |
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| 23 | 10 | Christodoulos Efstathiades | * Range queries on the map to visualize tweets from specific areas. |
| 24 | 11 | Christodoulos Efstathiades | * Visualization of sentiment on tweets on the map in specific geographic areas using a defined visual syntax. The user can investigate how the sentiments change in specific areas as well as how they change in time, by also applying other restrictions based on the social network's structure. |
| 25 | 10 | Christodoulos Efstathiades | * Visualization of a user's followers' tweets on the map, combining information from the graph. |
| 26 | 11 | Christodoulos Efstathiades | * Visualization and study of the temporal evolution of tweets in user-defined time windows. |
| 27 | 10 | Christodoulos Efstathiades | * Analysis of the spatio-temporal distribution of tweets. |
| 28 | 11 | Christodoulos Efstathiades | * Presentation of a variety of real-time statistics on the streaming data. |
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| 30 | 12 | Christodoulos Efstathiades | *Graph Mining* |
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| 32 | 12 | Christodoulos Efstathiades | * Defined Cypher queries for the non-expert for graph exploration. |
| 33 | 12 | Christodoulos Efstathiades | * Support for custom queries on the graph for more complex analysis, such as pattern matching queries on the graph. Custom queries can be formulated easily and can combine the tweets' geo-social characteristics. |
| 34 | 12 | Christodoulos Efstathiades | * Visualization of the results for all of the queries on the graph. |
| 35 | 12 | Christodoulos Efstathiades | * Presentation of a variety of statistics for real-time graph analysis. |
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| 37 | 14 | Christodoulos Efstathiades | h2. Examples of Use |
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| 39 | 14 | Christodoulos Efstathiades | *Example Queries* |
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| 41 | 14 | Christodoulos Efstathiades | 1.MATCH (n:HashTag)-[r:MATCHES]->(h:HashTag) RETURN n,h order by r.Frequency desc limit 10 |
| 42 | 17 | Christodoulos Efstathiades | Find Hashtags with the higher co-occurrence frequency (in the same tweet) |
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| 44 | 17 | Christodoulos Efstathiades | 2.START n=node:tweetWKT('withinDistance:[37.976772,23.726039, 0.5]') MATCH (n)-[]-(h:HashTag) WHERE h.Hashtag='parthenon' RETURN n,h |
| 45 | 17 | Christodoulos Efstathiades | Find tweets that contain the Hashtag 'parthenon' and are within 0.5Km from the Athens historical center. |
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| 47 | 14 | Christodoulos Efstathiades | 3.MATCH (n:User)<-[:FOLLOWS]-(m:User), (n)-[]->(t:Tweet) WHERE t.Region='NewYork' WITH n,count(m) AS total RETURN n ORDER BY total DESC limit 10 |
| 48 | 17 | Christodoulos Efstathiades | Find the users residing in New York and have the highest number of followers. |
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| 50 | 14 | Christodoulos Efstathiades | 4.start n=node:tweetWKT('bbox:[-1.0,24.0, 37.5,52.0]') MATCH (n)-[]->(h:HashTag) WHERE h.Hashtag='fun' return n,h |
| 51 | 17 | Christodoulos Efstathiades | Find the tweets with the hashtag 'fun' and are published within Europe's boundaries. |
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| 53 | 14 | Christodoulos Efstathiades | 5.MATCH (u:User)-[:TWEETS]->(t:Tweet)-[:HAS]->(h:HashTag) WHERE h.Hashtag = 'london' WITH u,h,count(t) as total RETURN u,h order by total DESC limit 5 |
| 54 | 17 | Christodoulos Efstathiades | Find the top-5 users who use the hashtag 'london' in their tweets. |
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| 56 | 14 | Christodoulos Efstathiades | h2. Publications |
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| 58 | 17 | Christodoulos Efstathiades | C. Efstathiades, H. Antoniou, D. Skoutas, Y. Vassiliou, TwitterViz: Visualizing and Exploring the Twittersphere, Submitted to SSTD 2015. |