neuron-model-reconstruction
CommunityNeural model reconstruction from spike times.
Education & Research#deep-learning#neuron-modeling#spike-times#conductance-based#degeneracy#dynamic-input-conductance
Authorhiyenwong
Version1.0.0
Installs0
System Documentation
What problem does it solve?
从锋电位时间序列快速重构电导神经元模型，解决神经元参数不可解耦及多解性的问题。
Core Features & Use Cases
- 基于深度学习与动态输入电导（DIC）框架，提供从尖峰序列到模型参数种群的端到端重构流程。
- 适用于实验数据分析、神经元参数推断、药物筛选和脑机接口研究等场景。
- 支持生成具有生物物理可解释性的简并参数集，提升鲁棒性与复现性。
Quick Start
Provide a spike-time sequence to initiate the conductance-based neuron model reconstruction pipeline and obtain an initial population of neuron models.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
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Please help me install this Skill: Name: neuron-model-reconstruction Download link: https://github.com/hiyenwong/ai_collection/archive/main.zip#neuron-model-reconstruction Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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