Machine Learning in Non-Stationary Environments 2024 pdf epub mobi 電子書 下載


Machine Learning in Non-Stationary Environments

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As the power of computing has grown over the past few decades, the field of machine learning has advanced rapidly in both theory and practice. Machine learning methods are usually based on the assumption that the data generation mechanism does not change over time. Yet real-world applications of machine learning, including image recognition, natural language processing, speech recognition, robot control, and bioinformatics, often violate this common assumption. Dealing with non-stationarity is one of modern machine learning's greatest challenges. This book focuses on a specific non-stationary environment known as covariate shift, in which the distributions of inputs (queries) change but the conditional distribution of outputs (answers) is unchanged, and presents machine learning theory, algorithms, and applications to overcome this variety of non-stationarity. After reviewing the state-of-the-art research in the field, the authors discuss topics that include learning under covariate shift, model selection, importance estimation, and active learning. They describe such real world applications of covariate shift adaption as brain-computer interface, speaker identification, and age prediction from facial images. With this book, they aim to encourage future research in machine learning, statistics, and engineering that strives to create truly autonomous learning machines able to learn under non-stationarity.

Machine Learning in Non-Stationary Environments 2024 pdf epub mobi 電子書 下載

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Machine Learning in Non-Stationary Environments 2024 pdf epub mobi 電子書 下載

Machine Learning in Non-Stationary Environments 2024 pdf epub mobi 電子書 下載

Machine Learning in Non-Stationary Environments 2024 pdf epub mobi 電子書 下載



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出版者:
作者:Sugiyama, Masashi; Kawanabe, Motoaki;
出品人:
頁數:280
譯者:
出版時間:2012-4
價格:$ 50.85
裝幀:
isbn號碼:9780262017091
叢書系列:

圖書標籤: machine  learning  機器學習  日本  數學  因果論  人工智能  TML   


Machine Learning in Non-Stationary Environments 2024 pdf epub mobi 電子書 下載
想要找書就要到 本本書屋
立刻按 ctrl+D收藏本頁
你會得到大驚喜!!

Machine Learning in Non-Stationary Environments pdf epub mobi 用戶評價

評分

其實和之前的那本論文集差不多,雖然整理成章節的形式,可能還不如論文集的那本好懂

評分

其實和之前的那本論文集差不多,雖然整理成章節的形式,可能還不如論文集的那本好懂

評分

其實和之前的那本論文集差不多,雖然整理成章節的形式,可能還不如論文集的那本好懂

評分

其實和之前的那本論文集差不多,雖然整理成章節的形式,可能還不如論文集的那本好懂

評分

其實和之前的那本論文集差不多,雖然整理成章節的形式,可能還不如論文集的那本好懂

Machine Learning in Non-Stationary Environments 2024 pdf epub mobi 電子書 下載


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