Related Experiment Video
Updated: Oct 1, 2025
05:37
An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
2.2K
A Risk Decision-Making Model Based on Kalman Filter for Intellectual Property Pledge Financing
Xianan Yin1, Hua Ming1, Xinzhong Bao1
1Management College, Beijing Union University, Beijing 100101, China.
Computational Intelligence and Neuroscience
|March 10, 2022
Summary
This study introduces a novel financing risk decision-making model for intellectual property (IP) pledge financing. The model accurately predicts financing risks for small and medium-sized enterprises (SMEs), aiding financial decision-making.
Area of Science:
- Financial Risk Management
- SME Financing
- Intellectual Property Management
Background:
- Intellectual property (IP) pledge financing is crucial for small- and medium-sized enterprises (SMEs) facing financial challenges.
- Financing risk associated with IP pledge loans is higher than traditional mortgage loans, necessitating robust risk assessment.
- Effective risk dynamic early warning systems are vital for informed financial decision-making in IP pledge financing.
Purpose of the Study:
- To develop and validate a dynamic early warning model for financing risk in intellectual property (IP) pledge financing.
- To identify key variables influencing financing risk in IP pledge scenarios.
- To enhance decision-making processes for IP pledge financing for technologically advanced SMEs.
Main Methods:
- Implementation of a Kalman filter-based model for pledge financing risk assessment.
- Application of Principal Component Analysis (PCA) to extract critical variables impacting financing risk.
- Empirical testing of the model using data from 88 listed small and medium-sized enterprises (SMEs).
Main Results:
- The developed model demonstrates a high overall recognition accuracy of 89.1%.
- The average error between predicted and real financing risk values was found to be 8.5%.
- The model exhibits significant discriminant accuracy, providing reliable evidence for risk management.
Conclusions:
- The Kalman filter-based risk decision-making model offers a reliable tool for assessing IP pledge financing risks.
- The model's high accuracy supports its utility in providing evidence-based insights for financial risk management.
- This approach can significantly improve the decision-making process for IP pledge financing, particularly for SMEs.
More Related Videos
13:04Measuring the Subjective Value of Risky and Ambiguous Options using Experimental Economics and Functional MRI Methods
Published on: September 19, 2012
12.2K
07:31Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
7.2K
Related Concept Videos
01:09Decision Making: P-value Method
5.8K
The process of hypothesis testing based on the P-value method includes calculating the P- value using the sample data and interpreting it.
First, a specific claim about the population parameter is proposed. The claim is based on the research question and is stated in a simple form. Further, an opposing statement to the claim is also stated. These statements can act as null and alternative hypotheses: a null hypothesis would be a neutral statement while the alternative hypothesis can...
First, a specific claim about the population parameter is proposed. The claim is based on the research question and is stated in a simple form. Further, an opposing statement to the claim is also stated. These statements can act as null and alternative hypotheses: a null hypothesis would be a neutral statement while the alternative hypothesis can...
5.8K
01:23Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
187
Biopharmaceutical studies constitute a vital field aiming to enhance drug delivery methods and refine therapeutic approaches, drawing upon diverse interdisciplinary knowledge. In research methodologies, the choice between controlled and non-controlled studies significantly influences the study's reliability and accuracy.
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
187
01:24PI Controller: Design
565
Proportional Integral (PI) controllers are a fundamental component in modern control systems, widely used to enhance performance and mitigate steady-state errors. They are particularly effective in applications such as automatic brightness adjustment on smartphones, where they excel at mitigating steady-state errors for step-function inputs. Unlike PD controllers, which require time-varying errors to function optimally, PI controllers leverage their integral component to address residual...
565
01:26Equity Theory
14
Equity theory explains how our sense of fairness influences the dynamics of close relationships. Rooted in social psychology, the theory posits that individuals evaluate fairness by comparing the ratio of their contributions to the rewards they receive. Relationship satisfaction is highest when these ratios are perceived as balanced between partners, promoting mutual reciprocity and a sense of justice.Equity vs. Equality in RelationshipsEquity is distinct from equality. Fairness does not...
14
00:59Propagation of Uncertainty from Random Error
1.2K
An experiment often consists of more than a single step. In this case, measurements at each step give rise to uncertainty. Because the measurements occur in successive steps, the uncertainty in one step necessarily contributes to that in the subsequent step. As we perform statistical analysis on these types of experiments, we must learn to account for the propagation of uncertainty from one step to the next. The propagation of uncertainty depends on the type of arithmetic operation performed on...
1.2K
01:17Design Example: Analyzing Capacity Contours for Flood Risk Assessment
131
Flood risk assessment involves careful planning and analysis to ensure the safety of communities near water retention structures. Capacity contours are a vital tool in this process, as they illustrate the potential spread of water at specific levels in a given area. In the context of building a bund across a small valley, these contours play a critical role in evaluating the safety of nearby residential areas.In this example, the bund is intended to store stormwater in the valley. The engineers...
131