Handbook of Computational Social Science, Volume 2: Data Science, Statistical Modelling, and Machine Learning Methods (European Association of Methodology Series)
By: and and and
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- Synopsis
- The Handbook of Computational Social Science is a comprehensive reference source for scholars across multiple disciplines. It outlines key debates in the field, showcasing novel statistical modeling and machine learning methods, and draws from specific case studies to demonstrate the opportunities and challenges in CSS approaches. The Handbook is divided into two volumes written by outstanding, internationally renowned scholars in the field. This second volume focuses on foundations and advances in data science, statistical modeling, and machine learning. It covers a range of key issues, including the management of big data in terms of record linkage, streaming, and missing data. Machine learning, agent-based and statistical modeling, as well as data quality in relation to digital trace and textual data, as well as probability, non-probability, and crowdsourced samples represent further foci. The volume not only makes major contributions to the consolidation of this growing research field, but also encourages growth into new directions. With its broad coverage of perspectives (theoretical, methodological, computational), international scope, and interdisciplinary approach, this important resource is integral reading for advanced undergraduates, postgraduates, and researchers engaging with computational methods across the social sciences, as well as those within the scientific and engineering sectors.
- Copyright:
- 2022
Book Details
- Book Quality:
- Publisher Quality
- Book Size:
- 412 Pages
- ISBN-13:
- 9781000448627
- Related ISBNs:
- 9780367457808, 9781003025245, 9781032077703
- Publisher:
- Taylor and Francis
- Date of Addition:
- 12/05/22
- Copyrighted By:
- selection and editorial matter, Uwe Engel, Anabel Quan-Haase, Sunny Xun Liu and Lars Lyberg
- Adult content:
- No
- Language:
- English
- Has Image Descriptions:
- No
- Categories:
- Nonfiction, Computers and Internet, Psychology
- Submitted By:
- Bookshare Staff
- Usage Restrictions:
- This is a copyrighted book.
- Edited by:
- Uwe Engel
- Edited by:
- Anabel Quan-Haase
- Edited by:
- Sunny Xun Liu
- Edited by:
- Lars Lyberg
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Other Books
- by Lars Lyberg
- by Uwe Engel
- by Anabel Quan-Haase
- by Sunny Xun Liu
- in Nonfiction
- in Computers and Internet
- in Psychology