Applying case based reasoning approach in analyzing organizational change management data

Orit Raphaeli, Jacob Zahavi, Ron Kenett

פרסום מחקרי: פרסום בכתב עתמאמר מכנסביקורת עמיתים

3 ציטוטים ‏(Scopus)

תקציר

This work is a first step towards the application of a Case Based Reasoning (CBR) model to support the management of Enterprise System Implementation (ESI) related organizational change processes. Those processes are characterized by the occurrences of unplanned problems and events, which may lead to major restructuring of the process. We rely on ESI theory developed by the BEST project. The paper's focus is the matching process within the retrieval phase. We propose a procedure for similarity assessment between current experiences and past experiences. We enhance the applicability of CBR to ESI by encoding domain knowledge, according to BEST approach. The similarity measures are based on nearest-neighbor approach and Tversky's Contrast model. The proposed method assesses the similarity between events, while accounting their context similarity. Plans for future work are outlined.

שפה מקוריתאנגלית
עמודים (מ-עד)11-22
מספר עמודים12
כתב עתLecture Notes in Computer Science
כרך3275
מזהי עצם דיגיטלי (DOIs)
סטטוס פרסוםפורסם - 2004
פורסם באופן חיצוניכן
אירוע4th Industrial Conference on Data Mining, ICDM 2004 - Advances in Data Mining: Applications in Image Mining, Medicine and Biotechnology, Management and Environmental Control, and Telecommunications - Leipzig, גרמניה
משך הזמן: 4 יולי 20047 יולי 2004

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