Music Recommendation and Discovery 2024 pdf epub mobi 电子书

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发表于2024-12-22

Music Recommendation and Discovery 2024 pdf epub mobi 电子书

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最近对音乐推荐的相关应用比较感兴趣，因此找出这本新书翻了一遍，断断续续花了10来天。整体上感觉一般，亮点不多。作者对音乐推荐的需求和问题、常用做法和效果评价做了一个大体的介绍，大部分内容都比较general，相对来讲介绍效果评估的五、六、七这三章倒是值得细读一下...

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出版者:Springer

作者:Òscar Celma

出品人:

页数:194

译者:

出版时间:2010-9-7

价格:USD 49.95

装帧:Hardcover

isbn号码:9783642132865

丛书系列:

图书标签: 推荐系统机器学习数据挖掘 recsys recommendation 算法个性化推荐音乐

Music Recommendation and Discovery 2024 pdf epub mobi 电子书图书描述

With so much more music available these days, traditional ways of finding music have diminished. Today radio shows are often programmed by large corporations that create playlists drawn from a limited pool of tracks. Similarly, record stores have been replaced by big-box retailers that have ever-shrinking music departments. Instead of relying on DJs, record-store clerks or their friends for music recommendations, listeners are turning to machines to guide them to new music.

In this book, Òscar Celma guides us through the world of automatic music recommendation. He describes how music recommenders work, explores some of the limitations seen in current recommenders, offers techniques for evaluating the effectiveness of music recommendations and demonstrates how to build effective recommenders by offering two real-world recommender examples. He emphasizes the user's perceived quality, rather than the system's predictive accuracy when providing recommendations, thus allowing users to discover new music by exploiting the long tail of popularity and promoting novel and relevant material ("non-obvious recommendations"). In order to reach out into the long tail, he needs to weave techniques from complex network analysis and music information retrieval.

Aimed at final-year-undergraduate and graduate students working on recommender systems or music information retrieval, this book presents the state of the art of all the different techniques used to recommend items, focusing on the music domain as the underlying application.

Music Recommendation and Discovery 2024 pdf epub mobi 电子书

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