Applied Intelligent Decision Making in Machine Learning
暫譯: 機器學習中的應用智能決策制定

Das, Himansu, Rout, Jitendra Kumar, Moharana, Suresh Chandra

  • 出版商: CRC
  • 出版日期: 2022-05-15
  • 售價: $3,090
  • 貴賓價: 9.5$2,936
  • 語言: 英文
  • 頁數: 252
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0367504936
  • ISBN-13: 9780367504939
  • 相關分類: Machine Learning
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

The objective of this edited book is to share the outcomes from various research domains to develop efficient, adaptive, and intelligent models to handle the challenges related to decision making. It incorporates the advances in machine intelligent techniques such as data streaming, classification, clustering, pattern matching, feature selection, and deep learning in the decision-making process for several diversified applications such as agriculture, character recognition, landslide susceptibility, recommendation systems, forecasting air quality, healthcare, exchange rate prediction, and image dehazing. It also provides a premier interdisciplinary platform for scientists, researchers, practitioners, and educators to share their thoughts in the context of recent innovations, trends, developments, practical challenges, and advancements in the field of data mining, machine learning, soft computing, and decision science. It also focuses on the usefulness of applied intelligent techniques in the decision-making process in several aspects.

To address these objectives, this edited book includes a dozen chapters contributed by authors from around the globe. The authors attempt to solve these complex problems using several intelligent machine-learning techniques. This allows researchers to understand the mechanism needed to harness the decision-making process using machine-learning techniques for their own respective endeavors.

商品描述(中文翻譯)

本書的目的是分享來自各個研究領域的成果,以開發高效、適應性強且智能的模型來應對與決策相關的挑戰。它結合了機器智能技術的進展,例如數據流處理、分類、聚類、模式匹配、特徵選擇和深度學習,應用於多種多樣的決策過程中,包括農業、字符識別、滑坡易發性、推薦系統、空氣質量預測、醫療保健、匯率預測和圖像去霧等。它還為科學家、研究人員、實務工作者和教育者提供了一個卓越的跨學科平台,以分享他們在數據挖掘、機器學習、軟計算和決策科學領域的最新創新、趨勢、發展、實際挑戰和進展的想法。本書還專注於應用智能技術在決策過程中各個方面的實用性。

為了達成這些目標,本書包含了來自全球各地作者貢獻的十幾章內容。這些作者試圖利用多種智能機器學習技術來解決這些複雜的問題。這使得研究人員能夠理解利用機器學習技術來駕馭決策過程所需的機制,以便應用於各自的工作中。

作者簡介

Himansu Das is working as an Assistant Professor in the School of Computer Engineering, Kalinga Institute of Industrial Technology (KIIT) Deemed to be University, Bhubaneswar, India.

Jitendra Kumar Rout is an Assistant Professor in School of Computer Engineering, KIIT Deemed to be University, Bhubaneswar, India.

Suresh Chandra Moharana is an Assistant Professor in School of Computer Engineering at KIIT Deemed to be University.

Nilanjan Dey is an Assistant Professor in Department of Information Technology at Techno India College of Technology (under Techno India Group), Kolkata, India.

作者簡介(中文翻譯)

Himansu Das 目前擔任印度布巴內斯瓦爾的卡林加工業技術學院(KIIT)計算機工程學院的助理教授。
Jitendra Kumar Rout 是印度布巴內斯瓦爾卡林加工業技術學院(KIIT)計算機工程學院的助理教授。
Suresh Chandra Moharana 是卡林加工業技術學院(KIIT)計算機工程學院的助理教授。
Nilanjan Dey 是印度加爾各答科技印度技術學院(隸屬於科技印度集團)資訊技術系的助理教授。

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