TY - GEN
T1 - The Changing Roles of Humans and Algorithms in (Process) Matching
AU - Shraga, Roee
AU - Gal, Avigdor
N1 - Publisher Copyright:
© 2019, Springer Nature Switzerland AG.
PY - 2019
Y1 - 2019
N2 - Historically, matching problems (including process matching, schema matching, and entity resolution) were considered semiautomated tasks in which correspondences are generated by matching algorithms and subsequently validated by human expert(s). The role of humans as validators is diminishing, in part due to the amount and size of matching tasks. Our vision for the changing role of humans in matching is divided into two main approaches, namely Humans Out and Humans In. The former questions the inherent need for humans in the matching loop, while the latter focuses on overcoming human cognitive biases via algorithmic assistance. Above all, we observe that matching requires unconventional thinking demonstrated by advanced machine learning methods to complement (and possibly take over) the role of humans in matching.
AB - Historically, matching problems (including process matching, schema matching, and entity resolution) were considered semiautomated tasks in which correspondences are generated by matching algorithms and subsequently validated by human expert(s). The role of humans as validators is diminishing, in part due to the amount and size of matching tasks. Our vision for the changing role of humans in matching is divided into two main approaches, namely Humans Out and Humans In. The former questions the inherent need for humans in the matching loop, while the latter focuses on overcoming human cognitive biases via algorithmic assistance. Above all, we observe that matching requires unconventional thinking demonstrated by advanced machine learning methods to complement (and possibly take over) the role of humans in matching.
UR - http://www.scopus.com/inward/record.url?scp=85078516741&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-37453-2_10
DO - 10.1007/978-3-030-37453-2_10
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AN - SCOPUS:85078516741
SN - 9783030374525
T3 - Lecture Notes in Business Information Processing
SP - 106
EP - 109
BT - Business Process Management Workshops - BPM 2019 International Workshops, Revised Selected Papers
A2 - Di Francescomarino, Chiara
A2 - Dijkman, Remco
A2 - Zdun, Uwe
T2 - International Workshops on AI4BPM, BP-Meet-IoT, BPI, BPMinDIT, BPMS2, DEC2H, MIEL, PM-DiPro, PODS4H, PQ, SPBP, VEnMo 2019 held at the 17th International Conference on Business Process Management, BPM 2019
Y2 - 1 September 2019 through 6 September 2019
ER -