Computational Social Science

// Computational Social Science Framework class ComputationalSocialScience { constructor() { this.agents = []; this.networks = []; this.data = []; this.models = []; } // Social Network Analysis analyzeSocialNetwork(nodes, edges) { const network = { nodes: nodes, edges: edges, structure: null, centrality: null, communities: null, dynamics: null }; // Network Structure network.structure = this.analyzeStructure(nodes, edges); // Centrality Measures network.centrality = this.calculateCentrality(network.structure); // Community Detection network.communities = this.detectCommunities(network.centrality); // Network Dynamics network.dynamics = this.analyzeDynamics(network.communities); return network; } // Agent-Based Modeling modelAgentBehavior(agents, environment) { const model = { agents: agents, environment: environment, rules: null, interactions: null, emergence: null, evolution: null }; // Behavioral Rules model.rules = this.defineRules(agents, environment); // Agent Interactions model.interactions = this.modelInteractions(model.rules); // Emergent Behavior model.emergence = this.analyzeEmergence(model.interactions); // System Evolution model.evolution = this.analyzeEvolution(model.emergence); return model; } // Text Mining mineTextData(text, analysis) { const textMining = { text: text, analysis: analysis, preprocessing: null, features: null, classification: null, insights: null }; // Text Preprocessing textMining.preprocessing = this.preprocessText(text, analysis); // Feature Extraction textMining.features = this.extractFeatures(textMining.preprocessing); // Text Classification textMining.classification = this.classifyText(textMining.features); // Insight Generation textMining.insights = this.generateInsights(textMining.classification); return textMining; } // Social Media Analysis analyzeSocialMedia(data, platform) { const socialMedia = { data: data, platform: platform, preprocessing: null, sentiment: null, trends: null, influence: null }; // Data Preprocessing socialMedia.preprocessing = this.preprocessData(data, platform); // Sentiment Analysis socialMedia.sentiment = this.analyzeSentiment(socialMedia.preprocessing); // Trend Analysis socialMedia.trends = this.analyzeTrends(socialMedia.sentiment); // Influence Analysis socialMedia.influence = this.analyzeInfluence(socialMedia.trends); return socialMedia; } // Behavioral Economics modelBehavioralEconomics(decisions, context) { const behavioral = { decisions: decisions, context: context, preferences: null, biases: null, choices: null, outcomes: null }; // Preference Modeling behavioral.preferences = this.modelPreferences(decisions, context); // Bias Analysis behavioral.biases = this.analyzeBiases(behavioral.preferences); // Choice Modeling behavioral.choices = this.modelChoices(behavioral.biases); // Outcome Analysis behavioral.outcomes = this.analyzeOutcomes(behavioral.choices); return behavioral; } // Policy Analysis analyzePolicy(intervention, population) { const policy = { intervention: intervention, population: population, design: null, implementation: null, evaluation: null, impact: null }; // Policy Design policy.design = this.designPolicy(intervention, population); // Implementation Analysis policy.implementation = this.analyzeImplementation(policy.design); // Policy Evaluation policy.evaluation = this.evaluatePolicy(policy.implementation); // Impact Assessment policy.impact = this.assessImpact(policy.evaluation); return policy; } }