(ii) We discuss the expected properties of this tagset and present the methodology we followed to create such tagset from multiple noisy tag spaces (Section sec_data_collect).
In this work, (i) we present the MPST corpus that contains plot synopses of 14,828 movies and their associations with a set of 71 fine-grained tags where each movie is tagged with one or more tags. Thus, a fine-grained tagset and their assignment to movie plots can help to overcome these obstacles. For example, the Movielens 20M dataset movielens, which provides tag assignments between ≈27K movies and ≈1,100 unique tags also suffers from these problems. Noise and redundancy issues arise because of differences in user perspectives and use of semantically similar tags. Notwithstanding the usefulness of tags, its proper use in computational methods is challenging as the tag spaces are noisy and redundant. In addition, the consumers would have a useful set of tags representing the plot of a movie. The inference of multiple tags by analyzing the written plot synopsis of movies can benefit the recommendation engines. For instance, a movie can be tagged with fantasy, murder, and insanity, that represent different summarized attributes of the movie. In this regard, an interesting research question is: Can we learn to predict tags for a movie from its written plot synopsis? This question enables an enormous potential to understand the properties of plot synopses that correlate with the tags. These tags are effective search keywords, are also useful for discovering social interests, and improving recommendation performance. User-generated tags in recommendation systems like IMDb 1 1 1 and MovieLens 2 2 2 provide different types of summarized attributes of movies.
READ FULL TEXT VIEW PDFįolksonomy, also known as collaborative tagging or social tagging, is a popular way to gather community feedback about online items in the form of tags. Useful in other tasks where analysis of narratives is relevant. Finally, we use this corpus to explore theįeasibility of inferring tags from plot synopses. How these tags correlate with movies and the flow of emotions throughoutĭifferent types of movies. Tags exposing heterogeneous characteristics of movie plots and the multi-labelĪssociations of these tags with some 14K movie plot synopses. Weĭescribe a methodology that enabled us to build a fine-grained set of around 70 Set out to the task of collecting a corpus of movie plot synopses and tags. Help viewers to know what to expect from a movie in advance. Recommendation engines to improve the retrieval of similar movies as well as Such information can be valuable in building automatic
Self-hosted software is open source, Basic plan is free and Pro plan is paid.Social tagging of movies reveals a wide range of heterogeneous informationĪbout movies, like the genre, plot structure, soundtracks, metadata, visual andĮmotional experiences.
This feature makes the Chrome version of TagSpaces a perfect addition to the Google's Chromecast, with which your can cast your local documents, images, videos and music to your TV or other presentation device. The list of supported files types for previewing and editing is constantly growing.
Preview and navigation of your local file contentīrowse your file system in a convenient and responsive user interface, familiar from the modern cloud based services.īrowse your digital photos, listen your local music and video content, open PDF documents and MHTML files. You can create a personal wiki for tracking of your projects, ideas or memories. You use TagSpaces to organize you e-book library, containing for example PDF or EPUB books. You can organize webpages saved in for example MHT or MHTML format. You can create and edit notes in plain text, MARKDOWN and HTML file formats. TagSpaces features basic file management operations, so it can be used as tag-based file manager.Įvernote alternative for note taking and information management The absence of a database, makes syncing of the tag meta information easy across different devices with services like Dropbox. As a consequence, the tagging information is not vendor locked and can be used even without the TagSpaces application. The application persists the tags in the file names. With the help of tags you can do research better or you can manage projects using the GTD methodology.
We currently support Windows, Linux, OS X, Android, Firefox and Chrome Organize your photos, ebooks, music, recipes or invoices in the same way on almost every platform. It helps you organize and browse your files on every platform.Ĭross-platform file tagging and file finding TagSpaces is an open source personal data manager.