研究目的
To analyze and improve the system performance in an inter-operable case for dynamic signature verification.
研究成果
The proposed approach significantly improves the performance of dynamic signature verification systems in device interoperability cases. The fusion of global features-based and time functions-based systems provides the best performance, especially for skilled forgeries.
研究不足
The study focuses on two specific devices (Wacom and PDA) and may not generalize to all types of devices. The performance improvement is significant but may vary with different devices and scenarios.
1:Experimental Design and Method Selection
The proposed approach is based on two main stages: a preprocessing stage to normalize signals from different devices and a feature selection stage to select robust features for device interoperability.
2:Sample Selection and Data Sources
Experiments are carried out using Biosecure DS2 (Wacom device) and DS3 (Personal Digital Assistant mobile device) dynamic signature data sets.
3:List of Experimental Equipment and Materials
Biosecure DS2 (Wacom device) and DS3 (Personal Digital Assistant mobile device).
4:Experimental Procedures and Operational Workflow
The first stage involves preprocessing data to normalize signals. The second stage involves feature selection to improve device interoperability.
5:Data Analysis Methods
Performance is evaluated in terms of Equal Error Rate (EER) for both global features-based and time functions-based systems.
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