人工智能镜头下的流行歌星

前言


流行歌星的形象吸引了数百万观众,其中包括外表,音乐,动作以及他们歌曲的歌词。
流行歌手在唱歌什么? 在任何时候,主题都是相同的:爱,孤独,性,娱乐,永恒的价值观。


但是,您自己可能会觉得每位艺术家都在灵魂中留下了自己的沉淀物,回味了自己。 单词似乎相同,但阴影不同。 每个都有自己的。


艺术家用自己的语言绘画的画是独特的,反映了他们的内心世界和心理肖像。


在本文中,我们尝试通过AI的棱镜看待文字幕帘,并在其背后区分诸如Drake,蕾哈娜(Rihanna),酷玩乐队(Coldplay),二十一个飞行员,杜阿·利帕(Dua Lipa),The Chainsmokers和凯蒂·佩里(Katy Perry)等热门明星的灵魂。
您是否找到您最喜欢的艺术家,并且想知道他们隐藏的情感和感受?




继续阅读以了解IBM Watson Personality Insights的现代自然语言处理技术如何帮助您“在线条之间”阅读情感,需求,价值观和心理特征。


对联


所以...在圆环的左上角是主题,即7位超级杜珀尔顶级国际流行歌手,以及他们歌曲中的诗歌。 所有对聚光灯的关注:

  1. 德雷克(Drake)2018专辑-Scorpion
  2. 2015年Coldplay专辑-《梦想的头》
  3. 凯蒂·佩里(Katy Perry)与2017年专辑-见证
  4. Dua Lipa与2017专辑-Dua Lipa
  5. 蕾哈娜(Rihanna)与2016专辑-Anti
  6. 2016年+ 2017年的The Chainsmokers-拼贴+回忆...不开放
  7. 21飞行员与2015专辑-Blurryface

要了解这篇文章,不必了解他们的工作。 但是,如果您熟悉它们,那么这对于理解将其图像与分析结果相匹配的细微差别特别有用。

右上角是IBM Watson Personality Insights服务。

关于他的几句话。

该服务旨在分析人们在社交网络,信件和论坛中交流的连贯的对话文本。 基于这样的文本(希望文本长度超过500个单词),该服务产生4组特征:

  1. 从“五大”理论看人格的心理特征
  2. 需求
  3. 价值观
  4. 消费者喜好

是的,我将立即保留该服务不懂俄语的信息,您可以通过在线在线翻译成英文(丢失了一些原始信息),并保持足够的上下文来自动应用该服务来解决此限制。 我浏览了Google翻译的《人格见解》。翻译“ Borodino” Lermontov和一般印象-相当令人满意的结果。

有关研究方法的一些知识。

为了进行分析,选择了几位顶级明星的最后最成功的营销专辑。 每张专辑中的全部经文都发送给IBM提供的Watson Personality Insights服务进行分析。 作为对服务中每个请求的响应,收到了以下形式的JSON:

带有Watson Personality Insights响应的JSON
{ "word_count": 1365, "processed_language": "en", "personality": [ { "trait_id": "big5_openness", "name": "Openness", "category": "personality", "percentile": 0.9970814244982862, "significant": true, "children": [ { "trait_id": "facet_adventurousness", "name": "Adventurousness", "category": "personality", "percentile": 0.7897453561510404, "significant": true }, { "trait_id": "facet_artistic_interests", "name": "Artistic interests", "category": "personality", "percentile": 0.9946576519208276, "significant": true }, { "trait_id": "facet_emotionality", "name": "Emotionality", "category": "personality", "percentile": 0.7671631753694048, "significant": true }, { "trait_id": "facet_imagination", "name": "Imagination", "category": "personality", "percentile": 0.3116772371947263, "significant": true }, { "trait_id": "facet_intellect", "name": "Intellect", "category": "personality", "percentile": 0.9965199807027889, "significant": true }, { "trait_id": "facet_liberalism", "name": "Authority-challenging", "category": "personality", "percentile": 0.7979072721493274, "significant": true } ] }, { "trait_id": "big5_conscientiousness", "name": "Conscientiousness", "category": "personality", "percentile": 0.986401677449357, "significant": true, "children": [ { "trait_id": "facet_achievement_striving", "name": "Achievement striving", "category": "personality", "percentile": 0.8403728912342892, "significant": true }, { "trait_id": "facet_cautiousness", "name": "Cautiousness", "category": "personality", "percentile": 0.9441869457422986, "significant": true }, { "trait_id": "facet_dutifulness", "name": "Dutifulness", "category": "personality", "percentile": 0.7946276293038677, "significant": true }, { "trait_id": "facet_orderliness", "name": "Orderliness", "category": "personality", "percentile": 0.761074150640708, "significant": true }, { "trait_id": "facet_self_discipline", "name": "Self-discipline", "category": "personality", "percentile": 0.7128649175839024, "significant": true }, { "trait_id": "facet_self_efficacy", "name": "Self-efficacy", "category": "personality", "percentile": 0.6994302718651376, "significant": true } ] }, { "trait_id": "big5_extraversion", "name": "Extraversion", "category": "personality", "percentile": 0.08530058556548387, "significant": true, "children": [ { "trait_id": "facet_activity_level", "name": "Activity level", "category": "personality", "percentile": 0.9624016313415944, "significant": true }, { "trait_id": "facet_assertiveness", "name": "Assertiveness", "category": "personality", "percentile": 0.9198609213386711, "significant": true }, { "trait_id": "facet_cheerfulness", "name": "Cheerfulness", "category": "personality", "percentile": 0.2293639969883619, "significant": true }, { "trait_id": "facet_excitement_seeking", "name": "Excitement-seeking", "category": "personality", "percentile": 0.21024192850794732, "significant": true }, { "trait_id": "facet_friendliness", "name": "Outgoing", "category": "personality", "percentile": 0.7085191412979603, "significant": true }, { "trait_id": "facet_gregariousness", "name": "Gregariousness", "category": "personality", "percentile": 0.22458619358371484, "significant": true } ] }, { "trait_id": "big5_agreeableness", "name": "Agreeableness", "category": "personality", "percentile": 0.18753528603194114, "significant": true, "children": [ { "trait_id": "facet_altruism", "name": "Altruism", "category": "personality", "percentile": 0.9713302006331768, "significant": true }, { "trait_id": "facet_cooperation", "name": "Cooperation", "category": "personality", "percentile": 0.8229934901276241, "significant": true }, { "trait_id": "facet_modesty", "name": "Modesty", "category": "personality", "percentile": 0.7613188148341663, "significant": true }, { "trait_id": "facet_morality", "name": "Uncompromising", "category": "personality", "percentile": 0.9471478882849425, "significant": true }, { "trait_id": "facet_sympathy", "name": "Sympathy", "category": "personality", "percentile": 0.9991179451374892, "significant": true }, { "trait_id": "facet_trust", "name": "Trust", "category": "personality", "percentile": 0.830111046812001, "significant": true } ] }, { "trait_id": "big5_neuroticism", "name": "Emotional range", "category": "personality", "percentile": 0.9438564164580441, "significant": true, "children": [ { "trait_id": "facet_anger", "name": "Fiery", "category": "personality", "percentile": 0.013938100678606846, "significant": true }, { "trait_id": "facet_anxiety", "name": "Prone to worry", "category": "personality", "percentile": 0.06202578945407233, "significant": true }, { "trait_id": "facet_depression", "name": "Melancholy", "category": "personality", "percentile": 0.35285841125133055, "significant": true }, { "trait_id": "facet_immoderation", "name": "Immoderation", "category": "personality", "percentile": 0.011684379342278672, "significant": true }, { "trait_id": "facet_self_consciousness", "name": "Self-consciousness", "category": "personality", "percentile": 0.19347068940127599, "significant": true }, { "trait_id": "facet_vulnerability", "name": "Susceptible to stress", "category": "personality", "percentile": 0.06994539774378472, "significant": true } ] } ], "needs": [ { "trait_id": "need_challenge", "name": "Challenge", "category": "needs", "percentile": 0.0032546536914943025, "significant": true }, { "trait_id": "need_closeness", "name": "Closeness", "category": "needs", "percentile": 0.370227811018078, "significant": true }, { "trait_id": "need_curiosity", "name": "Curiosity", "category": "needs", "percentile": 0.845180482624851, "significant": true }, { "trait_id": "need_excitement", "name": "Excitement", "category": "needs", "percentile": 0.11505596926601463, "significant": true }, { "trait_id": "need_harmony", "name": "Harmony", "category": "needs", "percentile": 0.4664217424750164, "significant": true }, { "trait_id": "need_ideal", "name": "Ideal", "category": "needs", "percentile": 0.02263412995273051, "significant": true }, { "trait_id": "need_liberty", "name": "Liberty", "category": "needs", "percentile": 0.10802987716455864, "significant": true }, { "trait_id": "need_love", "name": "Love", "category": "needs", "percentile": 0.011895333821013376, "significant": true }, { "trait_id": "need_practicality", "name": "Practicality", "category": "needs", "percentile": 0.018888178951272094, "significant": true }, { "trait_id": "need_self_expression", "name": "Self-expression", "category": "needs", "percentile": 0.1848978280656295, "significant": true }, { "trait_id": "need_stability", "name": "Stability", "category": "needs", "percentile": 0.3946227431440061, "significant": true }, { "trait_id": "need_structure", "name": "Structure", "category": "needs", "percentile": 0.8880129689346332, "significant": true } ], "values": [ { "trait_id": "value_conservation", "name": "Conservation", "category": "values", "percentile": 0.5065929218618476, "significant": true }, { "trait_id": "value_openness_to_change", "name": "Openness to change", "category": "values", "percentile": 0.6287516949462554, "significant": true }, { "trait_id": "value_hedonism", "name": "Hedonism", "category": "values", "percentile": 0.005253658217921009, "significant": true }, { "trait_id": "value_self_enhancement", "name": "Self-enhancement", "category": "values", "percentile": 0.0011936431143393933, "significant": true }, { "trait_id": "value_self_transcendence", "name": "Self-transcendence", "category": "values", "percentile": 0.3429609693883737, "significant": true } ], "warnings": [] } 


使用Excel分析获得的数据,突出显示每个艺术家的文字中固有的最典型特征。

但是,该研究绝不声称是最终真理,这对于理解自然语言处理方法的适用性限制和结果的客观性是有兴趣的。 诗可以被认为是文字信息中最人为的形式,诗人使用的图像和单词经常被过度夸张,并具有许多具象意的含义,典故和隐藏在“字里行间”的信息,这使IBM的算法如何应对如此复杂的材料变得更加有趣。

合唱团


因此,根据上述分析结果,我们面前是每个艺术家的价值表:




通过仔细观察,您可以区分在一个或多个指标上超过其他歌手的3位歌手:Drake,Dua Lipa和Rihanna。 就像我们将进一步看到的那样,它们每个人的心理肖像都很全面,反映了通过媒体传播的图像。


蕾哈娜(Rihanna)在养护指标上表现出众,这让人有些意外,但第二个指标是德雷克(Drake),这与他的肌肉形象完全一致。


享乐主义或对自己的享乐和感性报酬的追求是蕾哈娜(Rihanna)与德雷克(Drake)相比第二重要的指标,这一特征在流行文化中是很可望的。


“变化的开放度”指标显示了Drake(再次!),Dua Lipa(对于年轻女孩来说非常正常)和Katy Perry(充分证实了她的新形象)的高价值。
下面的图表直观地显示了表格的值:



在“需求”类别中进行了类似的分析。 结果在下表中。 突出显示了每种需求中的最高价值,这意味着对于该艺术家而言,对诗歌的这种需求比对其他人的需求更为强烈。
我邀请您独立参加此表的分析,以确保您会发现自己感兴趣的东西。




例如,德雷克的诗歌(顺便说一句,他的专辑所含单词比其他分析艺术家的专辑多2倍之多)比其他“患者”更多,表达了结构,稳定性,实用性和理想性的需求-真正的阿尔法男性!

为了以防万一,我给了您一张图表,其中很难分辨出一些东西,但是您可以看到一些突出的线条。 例如,凯蒂·佩里(Katy Perry)和德雷克(Drake)的好奇心是黄色和橙色,蕾哈娜(Rihanna)和杜瓦·利帕(Dua Lipa)的亲近度是蓝色和灰色,蕾哈娜(Rihanna)需要挑战(挑战)等等。




奥托罗


本文旨在概述Watson Personality Insights服务的功能(使用的类别及其内容),提醒人们美丽的事物(音乐和诗歌),并邀请人们讨论人工智能在创意职业未来中的作用。

我希望至少我成功了。


如果有兴趣,请发表评论,因为关于音乐界的“新人”在歌词中的共同点(即 成功的新星取得了哪些价值突破?

此外,我可以分享一份关于Coldplay集团形象在20多年历史基础上如何发展的分析。 有趣的是,Personality Insights确实捕捉了从青少年到成年男性的心理学肖像的发展。

Source: https://habr.com/ru/post/zh-CN425139/


All Articles