林聖軒

The Effects of AI Decision-Making and Affected Individuals' Modes of Expression on Public Moral Consideration

理學院碩士在職專班-科技與數位學習組

人工智慧決策、道德關注、同情、表達方式、聯合調查實驗、AI decision-making、moral consideration、sympathy、mode of expression、conjoint survey experiment

Identification of Path-Specific Effects with Two Ordered Mediators under Intermediate Confounding

統計學研究所

中介分析、雙中介因子、路徑特定效應、中間干擾因子、mediation analysis、ordered mediators、path-specific effects、intermediate confounding、g-computation

Mediation Analysis of Microbial Data: A Study Through Four Projects Based on the American Gut Project

統計學研究所

腸道菌群、中介分析、注意力不足過動症、素食飲食、代謝疾病、腸道疾病、gut microbiota、mediation analysis、attention-deficit/hyperactivity disorder、vegetarian diet、metabolic diseases、intestinal diseases

Challenges and Strategies in Two-Stage Arthroplasty: Impact of Unexpected Positive Cultures, Renal Insufficiency, and Repeat Exchange Procedures

生醫科學與工程博士學位學程

二階段關節置換術、人工關節周圍感染、意外陽性培養、腎功能不全、抗生素骨水泥、重複二階段置換術、感染復發、Two-Stage Arthroplasty、Periprosthetic Joint Infection、Unexpected Positive Intraoperative Culture、Renal Insufficiency、Antibiotic-Loaded Bone Cement、Repeat Two-Stage Arthroplasty、Reinfection

Causal Relationship between Oral Microbiome and Recurrence and Five-Year Survival in Oral Squamous Cell Carcinoma

統計學研究所

口腔鱗狀細胞癌、口腔微生物相、復發、五年存活狀態、因果關係、XGBoost、Oral squamous cell carcinoma、Oral microbiome、Recurrence、Five-year survival、Causal relationship

Causal Relationship Between Oral Microbiome and Delirium and Aspiration Pneumonia in Patients with Oral Squamous Cell Carcinoma

統計學研究所

口腔鱗狀細胞癌、口腔微生物組、功能預測、吸入性肺炎、譫妄症、因果推論、oral squamous cell carcinoma、oral microbiome、functional prediction、aspiration pneumonia、delirium、causal inference

Mechanism analysis with ordered multiple mediators-average causal effect and population intervention effect

統計學研究所

平均因果效應、族群介入效應、中介效應、交互作用、average causal effect、population intervention effect、mediation effect、interaction effect

Clinical Application and Complication Research of Emerging Diabetes Medications

生物科技學系・共同指導：黃兆祺

SGLT2i（鈉葡萄糖共轉運蛋白2抑制劑）、Incretin（腸泌素）、GLP-1 RA（類升糖素胜肽受體致效劑）、第二型糖尿病、心血管併發症、糖尿病足、血糖控制、血糖波動、飲食、SGLT2i (Sodium-glucose cotransporter 2 inhibitors)、Incretin、GLP-1 RA (Glucagon-like peptide-1 receptor agonists)、Type 2 diabetes、Cardiovascular disease、Diabetic foot complications、Glycemic control、Glycemic variability、Nutrients

Causal Inference under Cancer Relative Survival Framework

統計學研究所

相對生存框架、淨生存估計、因果推論、反事實模型、有向非循環圖、relative survival framework、net survival estimation、causal inference、counterfactual model、directed acyclic graph (DAG)

Sensitivity bounds for built-in selection bias in hazard ratios - From hazard to causal hazard

統計學研究所

Cox比例風險模型、風險比、倖存分析、敏感度分析、選擇性偏誤、未知干擾因子、Cox model、hazard ratio、survival analysis、selection bias、sensitivity analysis、unmeasured confounding

Causal mediation analysis with multiple time-varying mediators

統計學研究所

時變中介因子、多重中介因子、中介效應分析、特定路徑效應、分離型效應、目標最大似然估計法、慢性阻塞性肺病、time-varying mediators、multiple mediators、mediation analysis、path-specific effects、separable effects、targeted maximum likelihood estimation (TMLE)、chronic obstructive pulmonary disease (COPD)

Mechanism analysis of population attributable fraction - Integrated interaction-mediation analysis under causal inference framework

統計學研究所

族群可歸因分率、交互作用、中介效應、疾病負擔、政策制定、population attributable fraction、interaction effect、mediation effect、burden of disease、policy-making

Real-World Causal Discovery with Mixed-Type PC Algorithm on Microbial Data

統計學研究所

因果發現、因果推論、腸道微生物、帕金森症、PC 演算法、因果圖、條件獨立測試、便秘、Causal Discovery、Casual Inference、Microbiome、Parkinson's disease、PC Algorithm、Conditional Independence Test、Constipation、Causal graph

Causal mediation analysis in longitudinal studies – Integrated multi-mediational g-formula with censoring, death truncation and competing

統計學研究所

因果推論、中介效應分析、資訊型遺漏值、死亡截切、競爭風險、時變系統、縱貫性研究、Causal Inference、Mediation Analysis、Informative Missing Value、Death Truncation、Competing Risk、Time-Varying System、Longitudinal Study

Quantifying User Work Patterns Based on Smartphone Behavioral Data

數據科學與工程研究所

極限梯度提升、一維卷積神經網路、特徵重要性分析、人工智慧、Extreme Gradient Boosting、One-dimension convolutional neural network、Feature importance analysis、Artificial intelligence

Integrated interaction-mediation analysis under causally ordered multiple mediators

統計學研究所

中介效應分析、交互作用、效應修飾、可分解反事實模型、mediation analysis、interaction effect、effect modification、separable effect

Causal Inference and Mediation analysis on Recurrent event data

統計學研究所

復發性資料、因果推論、間接效應、中介效應分析、Recurrent event data、Causal Inference、Indirect effect、Mediation analysis

Variable selection under medical data- Using synthetic data as examples

統計學研究所

變數選擇、單因子選擇法、資料特性、醫學資料、variable selection、univariate selection、data characteristic、medical data

Causal Mediation Analysis for Difference-in-Difference Design and Panel Data

統計學研究所

因果推論、中介效應分析、差異中的差異法、縱橫資料、Causal inference、mediation analysis、difference-in-difference、panel data

Model selection under medical data- Using synthetic data as examples

統計學研究所

模型選擇、聚合模型、合成資料、醫學資料、Model selection、Aggregate model、synthetic data、medical data

Exploring the Causal Effect of Constipation on Parkinson’s Disease Through Mediation Analysis of Microbial Data

統計學研究所

帕金森氏症、便秘、微生物組、腸道微生物變化、中介效應分析、Parkinson’s disease、constipation、microbiome、intestinal microbial changes、mediation analysis

A Pilot Study of Exploring the Effect of Entacapone on Patients with Parkinson’s Disease Through the Analysis of Gut Microbiome

統計學研究所

帕金森氏症、腸道微生物、左旋多巴、諾康停、便祕、疲勞、Parkinson's Disease、Gut Microbiome、Levodopa、Entacapone、Constipation、Fatigue

Study of Postoperative Voice Impairment in patients receiving Neuromonitored Thyroid Surgery

生物科技學系

甲狀腺手術、甲狀腺術後音聲障礙、術中神經監測、聲帶運動、主客觀音聲分析、高頻音聲障礙、甲狀腺手術音聲吞嚥障礙指數、Thyroid surgery、Post-thyroidectomy dysphonia、Intraoperative neuromonitoring (IONM)、Vocal ford motion (VFM)、Subjective/objective voice analysis、High-pitched voice impairment (HPVI)

Multiply robust estimation of causal mediation analysis for multiple mediators

統計學研究所

因果推論、中介效應分析、特定路徑效應、穩健統計量、Causal Inference、Mediation analysis、Path-Specific Effect、Robust Estimator

Integral mediation--interaction analysis with multiple mediators

統計學研究所

中介效應分析、中介作用、交互作用、mediation analysis、mediation、interaction

Integration of all existing methods for causal multi-mediation analysis

統計學研究所

因果推論、中介效應分析、多重中介因子、特定路徑效應、causal inference、mediation analysis、multiple mediations、path specific effect

General approach of causal mediation analysis with causally ordered multiple mediators and survival outcome

數據科學與工程研究所

中介效應分析、間接效應、直接效應、特定路徑效應、多重中介因子、存活分析、Aalen’s additive hazards模型、Cox proportional hazards模型、Causal mediation analysis、Indirect effect、Direct effect、Path-specific effects (PSEs)、causal multi-mediation analysis、Survival analysis、Aalen’s additive hazards model、Cox proportional hazards model

Identifying and Estimating the Antagonism with Marginal Sufficient Component Cause Model

統計學研究所

邊際充分成份原因模型、充分成份原因模型、反事實結果、因子有預防效果、單調遞增假設、Marginal sufficient component cause、sufficient component cause、counterfactual outcome、o preventive effect assumption、monotonicity assumption

Approaches to mediation analysis in the presence of the death-truncated mediator

統計學研究所

受死亡截切、中介效應分析、存活結果變量、迴歸方法、death-truncated、mediation analysis、survival outcome、regression method、inverse probability weighting、inverse odds ratios weighting

Generalized Controlled Direct Effect for Multiple Mediation Analysis with Multiple Mediators

統計學研究所

因果推論、中介效應分析、多中介因子、控制直接效應、特定路徑效應、廣義控制特定路徑、causal inference、mediation analysis、multiple mediations、controlled direct effect、path specific effect、generalized controlled path specific effect

The Mediation Parameter Estimation and Sample Size Calculations for the Multiple Mediation Model

統計學研究所

因果推論、因果中介分析、G-computation、檢定力與樣本數分析、causal inference、causal mediation analysis、power and sample size

Causal Mediation Analysis with Truncated Mediator by Survival Outcome

統計學研究所

追蹤型研究、中介效應分析、迴歸方法、截切資料、Regression-based approach、Follow-up Study、Mediation Analysis、Simulation Study、Truncated-by-Death

Stochastic approach for sufficient component cause interaction applies to longitudinal studies with right censoring

統計學研究所

交互作用、同效作用、充分組成病因模型、因果推論、隨機過程、存活資料、Interaction、Agonism、Sufficient component cause model、Causal inference、Stochastic process、Time-to-event data

Causal effect decomposition and risk attribution - unification of counterfactual and sufficient cause framework

統計學研究所

因果推論、因果中介分析、風險歸因、效應分解、causal inference、causal mediation analysis、attribution fraction、effect decomposition

Segmenting learning with deep learning and building the classifier: an application to endoscope image classification for cervical precancerous lesions

統計學研究所・共同指導：盧鴻興

深度學習、機器學習、邏輯斯回歸、卡方檢定、Hosmer-Lemeshow 檢定、Deep learning、Machine learning、Logistic regression、Chi-square test、Hosmer-Lemeshow test