-
出版商:
Springer
-
出版日期:
2022-05-05
-
售價:
$3,040
-
貴賓價:
9.5 折
$2,888
-
語言:
英文
-
頁數:
565
-
裝訂:
Hardcover - also called cloth, retail trade, or trade
-
ISBN:
3030966224
-
ISBN-13:
9783030966225
-
相關分類:
Machine Learning
商品描述
1 An Introduction to Text Analytics.- 2 Text Preparation and Similarity Computation.- 3 Matrix Factorization and Topic Modeling.- 4 Text Clustering.- 5 Text Classification: Basic Models.- 6 Linear Models for Classification and Regression.- 7 Classifier Performance and Evaluation.- 8 Joint Text Mining with Heterogeneous Data.- 9 Information Retrieval and Search Engines.- 10 Language Modeling and Deep Learning.- 11 Attention Mechanisms and Transformers.- 12 Text Summarization.- 13 Information Extraction and Knowledge Graphs.- 14 Question Answering.- 15 Opinion Mining and Sentiment Analysis.- 16 Text Segmentation and Event Detection.
商品描述(中文翻譯)
1 文字分析簡介
2 文字準備與相似度計算
3 矩陣分解與主題建模
4 文字聚類
5 文字分類：基本模型
6 用於分類和回歸的線性模型
7 分類器性能與評估
8 與異質數據的聯合文本挖掘
9 信息檢索與搜索引擎
10 語言建模與深度學習
11 注意力機制與變壓器
12 文字摘要
13 信息提取與知識圖譜
14 問答系統
15 意見挖掘與情感分析
16 文字分段與事件檢測
作者簡介
Charu C. Aggarwal is a Distinguished Research Staff Member (DRSM) at the IBM T. J. Watson Research Center in Yorktown Heights, New York. He completed his undergraduate degree in Computer Science from the Indian Institute of Technology at Kanpur in 1993 and his Ph.D. in Operations Research from the Massachusetts Institute of Technology in 1996. He has published more than 400 papers in refereed conferences and journals, and has applied for or been granted more than 80 patents. He is author or editor of 20 books, including textbooks on linear algebra, machine learning (for text), neural networks, recommender systems, and outlier analysis. Because of the commercial value of his patents, he has thrice been designated a Master Inventor at IBM. He has received several internal and external awards, including the EDBT Test-of-Time Award (2014), the ACM SIGKDD Innovation Award (2019), and the IEEE ICDM Research Contributions Award (2015). He is also a recipient of the W. Wallace McDowell Award, which is the highest technical honor given by IEEE Computer Society in the field of computer science. He has served as an editor-in-chief of the ACM SIGKDD Explorations. He is currently serving as the editor-in-chief of the ACM Transactions on Knowledge Discovery from Data and as an editor-in-chief of ACM Books. He is a fellow of the SIAM, ACM, and the IEEE, for "contributions to knowledge discovery and data mining algorithms."
作者簡介(中文翻譯)
Charu C. Aggarwal 是位於紐約州約克鎮的 IBM T. J. Watson 研究中心的傑出研究人員 (Distinguished Research Staff Member, DRSM)。他於 1993 年在印度理工學院坎普爾校區獲得計算機科學學士學位，並於 1996 年在麻省理工學院獲得運籌學博士學位。他在經過審核的會議和期刊上發表了超過 400 篇論文，並申請或獲得了超過 80 項專利。他是 20 本書籍的作者或編輯，包括線性代數、機器學習（文本）、神經網絡、推薦系統和異常分析的教科書。由於其專利的商業價值，他三次被 IBM 指定為大師發明家 (Master Inventor)。他獲得了多項內部和外部獎項，包括 EDBT Test-of-Time 獎（2014 年）、ACM SIGKDD 創新獎（2019 年）和 IEEE ICDM 研究貢獻獎（2015 年）。他還是 W. Wallace McDowell 獎的獲得者，該獎是 IEEE 計算機學會在計算機科學領域頒發的最高技術榮譽。他曾擔任 ACM SIGKDD Explorations 的主編，目前擔任 ACM Transactions on Knowledge Discovery from Data 的主編以及 ACM Books 的主編。他是 SIAM、ACM 和 IEEE 的會士，因其對知識發現和數據挖掘算法的貢獻而獲得此榮譽。
