Targeted Maximum Likelihood Estimation — doubly robust causal inference, Poisson TMLE with exposure offset, SuperLearner, CV-TMLE
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Updated
Mar 13, 2026 - Python
Targeted Maximum Likelihood Estimation — doubly robust causal inference, Poisson TMLE with exposure offset, SuperLearner, CV-TMLE
Zero-Inflated Tweedie Double GLM — three-head CatBoost EM (mu, phi, pi), balance check, Vuong test
Foundation model wrapper for thin-data pricing — TabPFN v2/TabICLv2 backend, GLM benchmark, PDP relativities, CommitteeReport
ARCHIVED — merged into insurance-severity
Sarmanov copula joint frequency-severity for insurance pricing — analytical premium correction, IFM estimation, dependency diagnostics
Transfer learning for thin-segment pricing — GLMTransfer, GBMTransfer CatBoost offset, CANNTransfer, MMD shift test
Proxy discrimination diagnostics — LRTW 2026 D_proxy, Owen 2014 Shapley attribution, Côté 2025 proxy vulnerability, HTML/JSON audit reports
Density ratio correction for insurance pricing book shifts — CatBoost/RuLSIF/KLIEP, LR-QR conformal, FCA SUP 15.3 diagnostics
HMM-based telematics risk scoring for insurance pricing — driving state classification from raw trip data to GLM-compatible features
ARCHIVED — merged into insurance-quantile
D-vine copula model for multi-year policyholder claim modelling
Model risk management — ModelCard, ModelInventory, RiskTierScorer, GovernanceReport
Neural Poisson mixture for structural zero-claimers — PM-DNN, reparameterised constraint, pi(x) at-risk score
Interpretable GAM models for insurance pricing — EBM tariffs, Actuarial NAM, Pairwise Interaction Networks (PIN), exact Shapley values
Transfer learning and foundation models for thin-segment pricing - GLMTransfer, TabPFN wrapper, MMD shift test
ML-EM nowcasting for claims reporting delays — joint Poisson-Multinomial EM, XGBoost/GLM M-step, exposure offset, bootstrap CIs
Severity modelling for insurance pricing - spliced distributions, DRN, composite regression, EQRN extreme quantiles
Whittaker-Henderson smoothing for insurance pricing — 1D/2D, REML lambda selection, Bayesian CIs, Poisson PIRLS
Conformal anomaly detection for claims fraud — BH FDR control, integrative conformal p-values, IFB Fisher combination, Mondrian stratification
Algorithmic recourse for FCA Consumer Duty in UK personal lines insurance pricing
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