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Post-Shrinkage Strategies in Statistical and Machine Learning for High Dimensional Data
This book presents some post-estimation and predictions strategies for the host of useful statistical models with applications in data science. It combines statistical learning and machine learning techniques in a unique and optimal way. It is well-known that machine learning methods are subject to many issues relating to bias, and consequently the mean squared error and prediction error may explode. For this reason, we suggest shrinkage strategies to control the bias by combining a submodel selected by a penalized method with a model with many features. Further, the suggested shrinkage methodology can be successfully implemented for high dimensional data analysis. Many researchers in statis...
Live an Extraordinary Life
The guardian beast, Bai Xiaoli, was heavily injured by the three veteran beasts' joint attack and was thrown into a spatial crack. Then, it was pulled towards the future Earth by a surge of soul power.In this place, if a Divine Beast wanted to eat meat everyday, it would also have to learn from Upwards Ho!.Bai Xiaoli, who was practically illiterate, began his life.The genius Soul Beast Master, Cang Yan, failed in summoning his soul beast and became the abandoned child of his family.Cang Yan felt that the world was too profound and illusory. The person he summoned was not a soul beast, but a human instead?!
Nutri-Cereals
The term "Nutri-Cereals" has been dedicated to ten cereals due to their unique nutritional benefits. Nutri-Cereals: Nutraceutical and Techno-Functional Potential covers these cereal grains, with each chapter focusing on nutrient composition and bioactive characterization followed by associated bio-functional properties and health benefits. Further, it covers techno-functionality of nutri-cereals including rheological properties, emulsification and foaming potential, gelation behavior, color profile and others which dictate the suitability of cereals in finished products. Key Features: Covers diverse biological and functional features of nutri-cereals to dictate their potential as functional ...
China’s Foreign Investment Legal Regime
China has developed a piecemeal pattern of regulating foreign investment since the end of 1970s. The latest law is the Foreign Investment Law (FIL), which became effective on 1 January 2020. The groundbreaking new FIL is well acknowledged for its promises and affirmations pledged to investors, signalling China’s eagerness to improve its investment environment and regain momentum for investment growth. This book provides an updated and holistic understanding of the key features of the regulatory regime on foreign investment in China with critical analysis of laws and their implementation. It also examines sensitive and complex legal issues relevant to foreign investment beyond the 2020 FIL ...
香港影片大全: 卷. 1953-1959
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