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 Time to go snuggle.Social tagging of movies reveals a wide range of heterogeneous informationĪbout movies, like the genre, plot structure, soundtracks, metadata, visual andĮmotional experiences. I have to accept the way things are right now because stressing over them isn’t helping anyone!Īnd, right on cue, my baby just started crying for mommy as I type this. It’s okay to do things for me, and I know that, but there is so much guilt about being away from my child during the work week. I suppose I need to find a way to make the side projects work, and try to let go of the guilt. But how do I even get that started? Time always seems to be running short, and if I spend any time doing anything else during my baby’s waking hours, I feel guilty about not spending that time together since I miss out on those hours that I am at work. I would have even more flexibility than I do now, and it would be something around my true passions so I may not feel as much guilt. Things that if I focus, could become my primary “thing” instead of working a traditional job. There are other projects I want to do as well. I definitely need to include the sleeping hours to help balance the count – but what fun are those? How many other “play blocks” moments am I missing? I sometimes find myself literally counting the number of hours my baby is with other people vs how many hours with me. There are other things my child only wants to do with me and will wait for me, but life doesn’t wait. I said we could play after work, and my baby accepted it and just asked someone else. One day my baby asked to play blocks before I left.
It’s one of the things they say is part of life, but why is it so hard to accept being away from my baby all day? Missing the moments I suppose to outsiders, I’m one of those people to them that I get up, and I go to work. People go to work everyday either because they want to or because they have to, and they just do it. I often wonder if I’m just being crazy, acting entitled, or just being weak, thinking I want to stay home or like it should be a possibility. It doesn’t make it any easier when my baby cries when I leave for work and begs for “one more hug and one more kiss.” Still, even with a flexible position that allows me to be there for anything “important,” it still feels icky to miss the so-called “unimportant” things (no one calls them unimportant, but by saying “not miss the important moments,” it automatically feels like the rest don’t count). Not working is simply not an option right now. I know that I need to work for a bunch of reasons, including saving for a house.
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