Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models
暫譯: 解釋性模型分析：探索、解釋與檢視預測模型
Biecek, Przemyslaw, Burzykowski, Tomasz
- 出版商: CRC
- 出版日期: 2021-03-18
- 售價: $5,550
- 貴賓價: 9.5 折 $5,273
- 語言: 英文
- 頁數: 324
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 0367135590
- ISBN-13: 9780367135591
-
相關分類:
Machine Learning
海外代購書籍(需單獨結帳)
商品描述
Explanatory Model Analysis Explore, Explain and Examine Predictive Models is a set of methods and tools designed to build better predictive models and to monitor their behaviour in a changing environment. Today, the true bottleneck in predictive modelling is neither the lack of data, nor the lack of computational power, nor inadequate algorithms, nor the lack of flexible models. It is the lack of tools for model exploration (extraction of relationships learned by the model), model explanation (understanding the key factors influencing model decisions) and model examination (identification of model weaknesses and evaluation of model's performance). This book presents a collection of model agnostic methods that may be used for any black-box model together with real-world applications to classification and regression problems.
商品描述(中文翻譯)
解釋性模型分析 探索、解釋和檢查預測模型 是一套旨在建立更佳預測模型並監控其在變化環境中行為的方法和工具。如今，預測建模的真正瓶頸不在於數據的缺乏、計算能力的不足、算法的不完善，或是靈活模型的缺乏，而在於缺乏用於 模型探索（提取模型學習到的關係）、模型解釋（理解影響模型決策的關鍵因素）和 模型檢查（識別模型弱點和評估模型性能）的工具。本書呈現了一系列與模型無關的方法，這些方法可用於任何黑箱模型，並結合了現實世界中分類和回歸問題的應用。
作者簡介
Przemyslaw Biecek is a professor in human-oriented machine learning at the Warsaw University of Technology and Principal Data Scientist in Samsung R&D Institute Poland. His main research project is DrWhy.AI - tools and methods for exploration, explanation, visualisation, and debugging of predictive models.
Tomasz Burzykowski is professor of biostatistics at Hasselt University and Vice-President for Research at International Drug Development Institute (IDDI). He has published extensively on applications of statistics in medicine and biology.
作者簡介(中文翻譯)
Przemyslaw Biecek 是華沙科技大學的人本導向機器學習教授，也是三星波蘭研發院的首席數據科學家。他的主要研究項目是 DrWhy.AI - 用於探索、解釋、可視化和調試預測模型的工具和方法。
Tomasz Burzykowski 是哈瑟爾特大學的生物統計學教授，也是國際藥物開發研究所 (IDDI) 的研究副總裁。他在醫學和生物學中統計學的應用方面發表了大量的研究。
