In most real-world applications, it is seldom the case that a given observable evolves independently of its environment. In social networks, users' behavior results from the people they interact with, news in their feed, or trending topics. In natural language, the meaning of phrases emerges from the combination of words. In general medicine, a diagnosis is established on the basis of the interaction of symptoms. Here, we propose a new model, the Interactive Mixed Membership Stochastic Block Model (IMMSBM), which investigates the role of interactions between entities (hashtags, words, memes, etc.) and quantifies their importance within the aforementioned corpora. We find that interactions play an important role in those corpora. In inference tasks, taking them into account leads to average relative changes with respect to non-interactive models of up to 150\% in the probability of an outcome. Furthermore, their role greatly improves the predictive power of the model. Our findings suggest that neglecting interactions when modeling real-world phenomena might lead to incorrect conclusions being drawn.
Current chart sensations Lizzo and Billie Ellish don't stand on stage with guitars around their neck like Eric Clapton, Slash from Guns N' Roses or Bruce Springsteen did (and still do.) So what are guitar makers to do to keep their factories humming? Turn to streaming, classic rock and YouTube to reach tomorrow's guitar player. The NAMM show, a collection of music store operators, music professionals and tens of thousands of fans is concluding this weekend here, where guitars of every color and imaginable shape were on display. The goal for many guitar makers: to either get older folks to spring out more money to add even more guitars to the collection, or better yet, get tomorrow's generation excited to start playing with new shapes.
Tinder's interactive choose-your-own-adventure series will expand to users globally after a successful roll out. According to a report from CNN, the dating service's first-ever foray into pre-recorded content, called'Swipe Night', translated to a 26 percent increase in matches over a typical Sunday night with a 12 percent increase in messages. The company reportedly plans to expand outside of the US to all of its users across the globe starting February 2020. The series, which'aired' on the app this month, allows users to match with other dating hopefuls by clicking their way through an interactive narrative. It's designed to match users based on the choices they make during a short'first-person apocalyptic adventure.'
Decades of research in artificial intelligence (AI) have produced formidable technologies that are providing immense benefit to industry, government, and society. AI systems can now translate across multiple languages, identify objects in images and video, streamline manufacturing processes, and control cars. The deployment of AI systems has not only created a trillion-dollar industry that is projected to quadruple in three years, but has also exposed the need to make AI systems fair, explainable, trustworthy, and secure. Future AI systems will rightfully be expected to reason effectively about the world in which they (and people) operate, handling complex tasks and responsibilities effectively and ethically, engaging in meaningful communication, and improving their awareness through experience. Achieving the full potential of AI technologies poses research challenges that require a radical transformation of the AI research enterprise, facilitated by significant and sustained investment. These are the major recommendations of a recent community effort coordinated by the Computing Community Consortium and the Association for the Advancement of Artificial Intelligence to formulate a Roadmap for AI research and development over the next two decades.
Amato, Giuseppe, Behrmann, Malte, Bimbot, Frédéric, Caramiaux, Baptiste, Falchi, Fabrizio, Garcia, Ander, Geurts, Joost, Gibert, Jaume, Gravier, Guillaume, Holken, Hadmut, Koenitz, Hartmut, Lefebvre, Sylvain, Liutkus, Antoine, Lotte, Fabien, Perkis, Andrew, Redondo, Rafael, Turrin, Enrico, Vieville, Thierry, Vincent, Emmanuel
Thanks to the Big Data revolution and increasing computing capacities, Artificial Intelligence (AI) has made an impressive revival over the past few years and is now omnipresent in both research and industry. The creative sectors have always been early adopters of AI technologies and this continues to be the case. As a matter of fact, recent technological developments keep pushing the boundaries of intelligent systems in creative applications: the critically acclaimed movie "Sunspring", released in 2016, was entirely written by AI technology, and the first-ever Music Album, called "Hello World", produced using AI has been released this year. Simultaneously, the exploratory nature of the creative process is raising important technical challenges for AI such as the ability for AI-powered techniques to be accurate under limited data resources, as opposed to the conventional "Big Data" approach, or the ability to process, analyse and match data from multiple modalities (text, sound, images, etc.) at the same time. The purpose of this white paper is to understand future technological advances in AI and their growing impact on creative industries. This paper addresses the following questions: Where does AI operate in creative Industries? What is its operative role? How will AI transform creative industries in the next ten years? This white paper aims to provide a realistic perspective of the scope of AI actions in creative industries, proposes a vision of how this technology could contribute to research and development works in such context, and identifies research and development challenges.
San Francisco (CNN Business)It could be any ad on YouTube: A blonde model playfully puts her hand in front of the camera lens, dons white sunglasses and flashes a grin. In the background, hip-hop music plays while an unmistakably female voice says, "Fashion changes, but style lasts forever." The ad -- part of a demo reel on YouTube created by a new startup called WellSaid Labs -- is short and slick. But something is a bit different. While the model you see is a human, the background voice you hear only sounds like one.
Jefferson Graham visits an Amazon Go store in Seattle, where an app gains you entrance to the store, and there are no lines or cashiers to check you out./ Murphy Brown returned this week and she got herself a lesson on how to tweet. Yup, that's how out of it she's been. In case you missed it, the hit show that originally debuted in 1988 returned to CBS Thursday in a revival. Thirty years later, for Talking Tech readers, this seemed like a great opportunity for us to look back at three decades of how our lives have changed with technology.
Conversational agents are gaining popularity with the increasing ubiquity of smart devices. However, training agents in a data driven manner is challenging due to a lack of suitable corpora. This paper presents a novel method for gathering topical, unstructured conversational data in an efficient way: self-dialogues through crowd-sourcing. Alongside this paper, we include a corpus of 3.6 million words across 23 topics. We argue the utility of the corpus by comparing self-dialogues with standard two-party conversations as well as data from other corpora.
Model Blac Chyna arrives at the 2015 MTV Video Music Awards in Los Angeles, California, August 30, 2015. Blac Chyna is pregnant with her 18-year-old rapper boyfriend YBN Almighty Jay's baby, a source tells Page Six. Jay says the pair met on Christian Mingle in an interview with No Jumper in March and comments on the possibility of having a baby. "I don't wear condoms. . . I would not want to f--- a b---- I did not want to get pregnant," he says.