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In the contemporary film industry, accurately predicting a movie's earnings is paramount for maximizing profitability. This project aims to develop a machine learning model for predicting movie earnings based on input features like the…

机器学习 · 计算机科学 2024-05-21 Vikranth Udandarao , Pratyush Gupta

The film industry is one of the most popular entertainment industries and one of the biggest markets for business. Among the contributing factors to this would be the success of a movie in terms of its popularity as well as its box office…

机器学习 · 计算机科学 2021-12-02 Manav Agarwal , Shreya Venugopal , Rishab Kashyap , R Bharathi

'There is no terror in the bang, only is the anticipation of it' - Alfred Hitchcock. Yet there is everything in correctly anticipating the bang a movie would make in the box-office. Movies make a high profile, billion dollar industry and…

计算机与社会 · 计算机科学 2018-04-11 Sharmistha Dey

This paper proposes a decision support system to aid movie investment decisions at the early stage of movie productions. The system predicts the success of a movie based on its profitability by leveraging historical data from various…

人工智能 · 计算机科学 2017-06-13 Michael T. Lash , Kang Zhao

Movie-making has become one of the most costly and risky endeavors in the entertainment industry. Continuous change in the preference of the audience makes it harder to predict what kind of movie will be financially successful at the box…

信息检索 · 计算机科学 2021-12-08 Arnab Sen Sharma , Tirtha Roy , Sadique Ahmmod Rifat , Maruf Ahmed Mridul

Movie ratings play an important role both in determining the likelihood of a potential viewer to watch the movie and in reflecting the current viewer satisfaction with the movie. They are available in several sources like the television…

信息检索 · 计算机科学 2016-05-02 Eric Makita , Artem Lenskiy

This paper proposes a movie genre-prediction based on multinomial probability model. To the best of our knowledge, this problem has not been addressed yet in the field of recommender system. The prediction of a movie genre has many…

信息检索 · 计算机科学 2016-03-28 Eric Makita , Artem Lenskiy

In this paper, we propose a movie genre recommendation system based on imbalanced survey data and unequal classification costs for small and medium-sized enterprises (SMEs) who need a data-based and analytical approach to stock favored…

信息检索 · 计算机科学 2018-12-07 Haifeng Wang

Addressing the cold-start issue in content recommendation remains a critical ongoing challenge. In this work, we focus on tackling the cold-start problem for movies on a large entertainment platform. Our primary goal is to forecast the…

信息检索 · 计算机科学 2025-05-06 Shaghayegh Agah , Yejin Kim , Neeraj Sharma , Mayur Nankani , Kevin Foley , H. Howie Huang , Sardar Hamidian

Use of socially generated "big data" to access information about collective states of the minds in human societies has become a new paradigm in the emerging field of computational social science. A natural application of this would be the…

物理与社会 · 物理学 2023-01-05 Márton Mestyán , Taha Yasseri , János Kertész

The movie industry is associated with an elevated level of risk, which necessitates the use of automated tools to predict box-office revenue and facilitate human decision-making. In this study, we build a sophisticated multimodal neural…

多媒体 · 计算机科学 2025-09-22 Qin Chao , Eunsoo Kim , Boyang Li

Television is an ever-evolving multi billion dollar industry. The success of a television show in an increasingly technological society is a vast multi-variable formula. The art of success is not just something that happens, but is studied,…

机器学习 · 计算机科学 2019-10-29 Ramya Akula , Zachary Wieselthier , Laura Martin , Ivan Garibay

The film industry is characterized by significant financial uncertainty, where large production investments do not always guarantee commercial success. This study analyzes the relationship between release season, production budget, and…

计量经济学 · 经济学 2026-05-14 Mohammad Jalili Torkamani , Pedro Gomes , Amirmohammad Sadeghnejad , Jason Le

Folksonomy of movies covers a wide range of heterogeneous information about movies, like the genre, plot structure, visual experiences, soundtracks, metadata, and emotional experiences from watching a movie. Being able to automatically…

计算与语言 · 计算机科学 2018-08-16 Sudipta Kar , Suraj Maharjan , Thamar Solorio

Deciding which scripts to turn into movies is a costly and time-consuming process for filmmakers. Thus, building a tool to aid script selection, an initial phase in movie production, can be very beneficial. Toward that goal, in this work,…

计算与语言 · 计算机科学 2020-05-14 Ming-Chang Chiu , Tiantian Feng , Xiang Ren , Shrikanth Narayanan

The generation of novelty is central to any creative endeavor. Novelty generation and the relationship between novelty and individual hedonic value have long been subjects of study in social psychology. However, few studies have utilized…

物理与社会 · 物理学 2013-10-07 Sameet Sreenivasan

Investments in movie production are associated with a high level of risk as movie revenues have long-tailed and bimodal distributions. Accurate prediction of box-office revenue may mitigate the uncertainty and encourage investment. However,…

多媒体 · 计算机科学 2023-04-21 Qin Chao , Eunsoo Kim , Boyang Li

Much work has been done in understanding human creativity and defining measures to evaluate creativity. This is necessary mainly for the reason of having an objective and automatic way of quantifying creative artifacts. In this work, we…

机器学习 · 计算机科学 2017-07-19 Disha Shrivastava , Saneem Ahmed CG , Anirban Laha , Karthik Sankaranarayanan

This study presents a hybrid framework for predicting movie success. The framework integrates multi-task learning (MTL), GPT-based sentiment analysis, and Susceptible-Infected-Recovered (SIR) propagation modeling. The study examines…

社会与信息网络 · 计算机科学 2026-01-21 Wenlan Xie

Audience discovery is an important activity at major movie studios. Deep models that use convolutional networks to extract frame-by-frame features of a movie trailer and represent it in a form that is suitable for prediction are now…

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