Object-oriented Case Representation and Its Application in IDS

Qian, Quan; Zhang, Rui; Che, Hongyi

doi:10.1109/icis.2009.186

Cited by 4 publications

(4 citation statements)

References 11 publications

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“…(De Mantaras et al 2005). Case representation methods mainly include feature vector (Porter et al 1990), frame representation (Minsky 1974), object-oriented case representation (Qian et al 2009), predicate-based representation (Neves et al 2016), semantic nets (Zeilinger et al 2010), production rule representation (Kovacs 2013), etc. Generally, the appropriate representation method is selected according to the different application fields.…”

Section: { } Case P S O =mentioning

confidence: 99%

A review of the development and future challenges of case-based reasoning

Yan

Cheng

2023

Preprint

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Case-based reasoning (CBR), which is based on the cognitive assumption that similar problems have similar solutions, is an important problem-solving and learning method in the field of artificial intelligence. In this article, the development of CBR is mainly reviewed, and the major challenges of CBR are summarized. The paper is organized into four parts. First, the basic framework and concepts of CBR are introduced. Then, the developed technology and innovative work that were formed in solving problems by CBR are summarized. Moreover, the application fields of CBR are sorted. Finally, according to the idea of deep learning and interpretable artificial intelligence, the main challenges for the future development of CBR are proposed.

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Section: { } Case P S O =mentioning

confidence: 99%

A review of the development and future challenges of case-based reasoning

Yan

Cheng

2023

Preprint

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“…Frame-based representation [21]: A frame organizes knowledge in slots that describe various attributes and characteristics of the object. It is a natural way for the structured and concise representation of knowledge.Object-oriented representation [22]: The object-oriented representation is a common way of defining IS-A, HAS-A, and PART-OF relationships. Cases are represented by a collection of object classes.Predicate-based representation [23]: A predicate is a relation among objects, consisting of a condition part (IF) and an action part (THEN).…”

Section: Introductionmentioning

confidence: 99%

“…Object-oriented representation [22]: The object-oriented representation is a common way of defining IS-A, HAS-A, and PART-OF relationships. Cases are represented by a collection of object classes.…”

Section: Introductionmentioning

confidence: 99%

An Associated Representation Method for Defining Agricultural Cases in a Case-Based Reasoning System for Fast Case Retrieval

Zhai

Ortega

Beltrán

et al. 2019

Sensors

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As an artificial intelligence technique, case-based reasoning has considerable potential to build intelligent systems for smart agriculture, providing farmers with advice about farming operation management. A proper case representation method plays a crucial role in case-based reasoning systems. Some methods like textual, attribute-value pair, and ontological representations have been well explored by researchers. However, these methods may lead to inefficient case retrieval when a large volume of data is stored in the case base. Thus, an associated representation method is proposed in this paper for fast case retrieval. Each case is interconnected with several similar and dissimilar ones. Once a new case is reported, its features are compared with historical data by similarity measurements for identifying a relative similar past case. The similarity of associated cases is measured preferentially, instead of comparing all the cases in the case base. Experiments on case retrieval were performed between the associated case representation and traditional methods, following two criteria: the number of visited cases and retrieval accuracy. The result demonstrates that our proposal enables fast case retrieval with promising accuracy by visiting fewer past cases. In conclusion, the associated case representation method outperforms traditional methods in the aspect of retrieval efficiency.

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“…• Object-oriented representation [169]: This representation is a common way of defining IS_A, HAS_A, and PART_OF relationships. Cases can be represented by classes and objects.…”

Section: Review Of Case Representationmentioning

confidence: 99%

Contributions to Case-Based Reasoning Enabled Decision Support System for Smart Agriculture

Zhai¹

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Object-oriented Case Representation and Its Application in IDS

Cited by 4 publications

References 11 publications

A review of the development and future challenges of case-based reasoning

A review of the development and future challenges of case-based reasoning

An Associated Representation Method for Defining Agricultural Cases in a Case-Based Reasoning System for Fast Case Retrieval

Contributions to Case-Based Reasoning Enabled Decision Support System for Smart Agriculture

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