Open Daily: 10am - 10pm | Alley door pickup 10am - 7pm 3038 Hennepin Ave Minneapolis, MN
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  • Open Daily: 10am - 10pm
    Alley-side Pickup: 10am - 7pm

    3038 Hennepin Ave Minneapolis, MN
    612-822-4611

Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Discount Quality for Responsible Data Science: Human-In-The-Loop for Quality Data

Discount Quality for Responsible Data Science: Human-In-The-Loop for Quality Data

Pernici, Barbara
Catarci, Tiziana
Palmonari, Matteo

Paperback

Technology & EngineeringDatabasesGeneral Computers

Publisher Price: $37.99

PREORDER - Expected ship date October 21, 2026

ISBN10: 3032294800
ISBN13: 9783032294807
Publisher: Springer
Published: Oct 21 2026
Pages: 94
Language: English
This open access book presents a discount-quality approach to data preparation for scientific data analysis, a critical prerequisite in modern applications such as data analysis projects, Artificial Intelligence, and Machine Learning. It discusses advanced techniques for fostering responsible data science, i.e., designing sustainable data analysis pipelines based on Human-In-The-Loop (HITL) approaches to achieve high-quality data. It investigates developing task- and context-driven sustainable approaches for data preparation, drawing on methods and theories to reduce annotations and processing space and time, and considering the estimation of the necessary human computing effort and the requirements of the specific task. The contributions address key aspects related to data ecosystems, data preparation pipelines, data quality evaluation and improvement, on-demand approaches to data preparation, data enrichment, and human factors in data preparation.

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General Computers

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