data science data mining cs246 CS224W GNN Python Bayesian Machine learning clustering sampling Graph Neural Network 데이터 사이언스 코테 recsys Decision tree 경제용어 p-value 데이터 마이닝 MCMC Linear Regression Apriori 알고리즘 frequent itemsets bayesian learning PyG Graph Neural Networks graph machine learning Recommender Systems 코딩테스트 연습 Dimensionality Reduction 프로그래머스 Regularization deep learning data stream LSH MLE 정수론 dimension Bandits latex PageRank multi-armed bandit link analysis MMDS Jensen's inequality label propagation 코드트리 Random Forests 삼성SW GCN Embedding overfitting Data Analysis confidence interval association rule 데이터 분석 코딩 테스트 코딩테스트 expectation variance Ensemble MSE MapReduce Monte Carlo SVM Independence sse hypothesis cluster tex 시뮬레이션 수학 삼성 CF network Graph sample variance 최대우도추정법 data streams community detection EM-algorithm teleport set markov chain monte carlo utility matrix locality-sensitive hashing shingling A-Priori heterogeneous graph Graph Isomorphism Network Transductive Method of Moments 적률추정법 Confidence Intervals Maximum Likelihood Estimation Sci-kit learn Rule Generation FP-Growth FP-Tree Apriori Principle 그래프 머신러닝 Graph Convolutional Network kernel trick Pytorch Geometric Silhouette Coefficient GraphSAGE early stopping jaccard similarity Hierarchical clustering AdaBoost Level 2 multiple linear regression 다중선형회귀 독립성 검정 discrete distribution time series Matrix Factorization DBSCAN 적률 기댓값 sklearn scikit-learn 선형회귀 pandas minhashing 딥러닝 Gat random variable Birch ANOVA Information Gain Teleport GCD hash k-means Collaborative filtering Gin Markov chain 추천시스템 SVC Confidence entropy covariance density Poisson correlation classification prime inductive moment bias 이산확률분포 mom convergence 분산 시계열 상관계수 distance DFS 소수 독립 그래프 rank 경제 파이썬 Map lgc lightgcn ngcf bayesian personalized ranking bpr loss binary loss surrogate loss function recall@k thompson sampling matrix calculus matrix form 다항식의 합동 9의 배수 bezout's identity 베주항등식 euler phi function 오일러 함수 윌슨의 정리 오일러의 정리 complete statistics completeness 코팅테스트 arithmetic-geometric mean k-dist deep graph infomax dgi f-test sstr chi-square statistic goodness of fit test 적합도 검정 unbiased unbiased estimator z-statistics two population proportions sample proportion 표본비율 population proportion pooled variance smith-satterthwaite test independent sample paired sample two-sample alternative hypothesis null hypothesis significance level expectation maximization birch algorithm clustering tendency t-intervals z-intervals t-procedure population mean 적률법 maximum likelihood estimate 최소충분통계량 충분통계량 geometric mean arithmetic mean cauchy-schwartz inequality holder's inequality young's inequality triangle inequality LG Aimers Hackathon LG Aimers 4 LG Aimers 4기 본선 LG AI Research LG Aimers 4기 LG Aimers 본선 math font mathcal mathbf mathbb latex font greek letters F-distribution t-distribution chi-squared distribution almost sure convergence convergence in probability Cauchy-Schwartz's inequality chebychev's inequality markov's inequality double expectation total variance low change of variable degenerate hypergeometric effective sample size upper confidence sampling hoeffding's inequality ucb algorithm bias variance trade off over-parameterized double descent over-fitting epsilon-greedy multi-armed bandits bandit problem bandit algorithm k-armed bandit leave one out weight of evidence one hot enoding categorical encoding categorical variable multivariate normal distribution multivariate gaussian distribution Non-negative Matrix Factorization frequent item mining data streams fm-algorithm flajolet-martin algorithm flajolet-martin vscode-server Laplacian matrix graph cut graph partitioning similarity gain similarity score gradient boosted decision tree fixed size sample reservoir sampling random sample of fixed size fixed proportion sampling from a data stream stream model significance profile motif significance configuration model random graph subgraph edge betweenness Girvan-Newman ELBO evidence lower bound link farms TrustRank biased random walk topic-specific pagerank random teleports stochastic adjacency matrix Spider traps Dead ends latent factor models cluster coefficient degree distribution undirected graph bipartite graph node degrees centrality measure node betweenness centrality Katz's index eigenvector centrality harmonic centrality closeness centrality in-degree centrality network centrality slice variable slice sampling bayesian statistics gibbs sampling item-item collaborative filtering user-user collaborative filtering inverse document frequency term frequency ldu gaussian elimination cold start cur-decomposition cur decomposition sparsity principal component latent factor latent bayesian inference metropolis-hastings centroid mahalanobis distance BFR torch-geometric aperiodic markov chains sampling importance resampling self-normalized importance sampling rejection sampling inverse CDF sampling methods cosine distance and-or composition or-construction and-construction lsh-family locality-sensitive hash minhash finding similar items cs264 bayesian linear regression bayesian machine learning slot matrix characteristic matrix LG AI 연구원 LG Aimers similar items similar item immediate subset immediate subsets negative border SON algorithm Toivonen's algorithm multihash CS245` 켤레사전분포 conjugate prior distribution 지수족 exponential families exponential family closed itemsets maximal itemsets Distributed File System measurable mapping Borel sigma algebra 베이즈 요인 bayes factor 베이지안 러닝 베이지안 학습 frequentism baysianism Multivariate Directed Graph torch error Basis Learning Block Diagonal Matrix RGCN relation type C&S Correct & Smooth Eager Learning Lazy Learning 리먼-셰페 라오-블랙웰 Lehman-Scheffe Rao-Blackwell MVUE UMVUE Bootstraping Density-Based Clustering Standard Error Mean Squared Error Clustering Feature Hierarchical Methods Maching Learning K-means++ Minimum Sufficient Statistics Sufficient Statistics 우도추정 Likelihood Inference Partitioning Methods Effect variable Effect coding Dummy coding Logistric Regression Sequential Learning Out-of-Bag Bootstrap Sample SVM Classifier Multi-Class SVM Statistical Model Bayesian Classifier Categorical Feature AUC Score Post-Pruning Pre-Pruning Gain Ratio rpart Adversarial Autoencoder DiffPool Graph-level prediction Edge-level prediction Node-level prediction 분포 수렴 거의 확실한 수렴 확률변수의 수렴 구매 관리자 지수 제조업 지수 Nonignorable 연관 규칙 마이닝 Elephant in the room 방안의 코끼리 GINI index Node impurity multicollinearity 젠센 부등식 코시-슈바르츠 부등식 체시쇼프 부등식 마르코프 부등식 불독 본드 불독 채권 판다 채권 캥거루 채권 캥거루 본드 Conditional Variance Conditional Expectation 조건부 분산 조건부 기댓값 dovish hawkish ICLR 2023 TimesNet 적률생성함수 imbalance ratio null-invariance Interesting Measures 연관 규칙 생성 Anti-monotone property Frequent-Pattern Mining Frequent Itemset Mining Apriori Algorithm Frequent Itemset Expectation value Expectation of Continuous Random Variable 연속확률변수의 기댓값 Data Transformation 데이터 축소 순서 통계량 order statistics 주변확률분포 marginal distribution 결합확률분포 joint distribution multinomial distribution 결합분포의 독립 결합분포의 조건부확률 사건의 독립 블랙 스완 유래 흑고니 이론 흑조 이론 OGB Open Graph Benchmark 그럽스 검정 Grubb's test 이상치탐지 data dissimilarity data similarity 데이터 유사도 statistical description 켄달 순위 상관계수 블루칩 유래 블루칩 뜻 blue chip 감마분포 Accessible 확률분포 그리기 Confidence level type of attribute attribute type 그래프 기계학습 모바일 깨짐 Node Degree Graphlets Node Centrality 시계열 상관성 PCEPI 개인소비지출 물가지수 그래프 머신 러닝 노드 임베딩 LU Decomposition z-test LU-분해 hypothesis test LDU decomposition slope ICLR GBDT Cluster Evaluation K-Mean covariance matrix 모비율 빈도주의 초기하분포 contrastive invariant statistical inference 화이트 스완 singular value decomposition mlxtend random sampling 최대우도법 카이제곱분포 Law of large numbers 연관규칙 goodness mAB R^2 pytorch-geometric Graph Attention Network 실루엣 계수 measure space lgbm Probability model skip-gram node embedding euclidean algorithm 중국인의 나머지 정리 mstr Contingency table Spectral Graph Partitioning Spectral Clustering MCAR 모평균 Data reduction frobenius norm random graph model Moderator 최소 공통 조상 iloc Linear Model 그린 스완 차원축소 statsmodels 산술기하 variable importance 산술기하평균 agglomerative clustering 음이항분포 K-medoids bagging Data Visualization Normal Distribution Adjacency List Adjacency Matrix Importance Sampling 기하분포 3의 배수 불편추정량 표본분포 dummy variable Stirling Approximation 균등분포 Chi-square 행렬분해 representation learning Euler-Lagrange data cleaning dendrogram optuna Word Embedding target encoding 페르마의 소정리 연속확률분포 seaborn outlier detection categorical Naive Bayes Classifier Ridge lightgbm boosting Moment Generating Function 깊이 우선 탐색 지니 불순도 Pearson Correlation Coefficient Association Rule Mining Model-based Methods 다항 분포 사이킷런 GridSearchCV ROC curve Confusion Matrix random sample estimator 추정량 Eigenvector Power Iteration word2vec pytorch 데이터 정규화 betweenness 모평균 추정 오일러 피 함수 gradient descent 판다스 data preprocessing logits NMF 베타분포 데이터 전처리 xgboost Kendall 카이제곱검정 Chi-square test 에라토스테네스의 체 MME barplot k-Fold 부정방정식 TF-IDF AUC Bloom Filter Mediator 데이터 정제 lazy evaluation vscode 판다 본드 유클리드 알고리즘 pcy Shingle mahalanobis Stochastic Gradient Descent dataframe 데이터 변환 Hypothesis Testing cross validation CONVEX 확률과 통계 피어슨 상관계수 데이터 시각화 Dirichlet measure theory 이항분포 prior conjugate prior spearman 스피어만 multistage 그레이 스완 locality sensitive hashing 데이터 과학 AAE probability space sigma algebra 베이지안 Message Passing cur UCB 적합도 mgf 표본분산 SST Bernoulli Black Swan 디오판토스 방정식 Marginal Number Theory 비둘기파 Gibbs modularity central limit theorem fitting 조절변수 경제 용어 우선순위큐 matplotlib regret PMI 모듈러 motif Normalization recall 큰 수의 법칙 유클리드 호제법 지수분포 신뢰구간 포아송분포 블랙 스완 SVD Euler modulo Exploitation ycc Dove Pigeon Mutual Information consistency Support Vector Machine 신뢰수준 RDD 확률밀도함수 Information Theory attribute exploration Hash Function indexing Floor Hash Tree representation cosine similarity CLT diameter 중심극한정리 Sieve of Eratosthenes slice hashing 행렬 최소공배수 최대공약수 bootstrap cart IAT 레이텍 PCE Random walk least square Transpose Missing value Lu 매파 ESS 의사결정나무 다익스트라 Cure torch Anaconda context mss ROC Pruning BFS Reject mh PCA 경기선행지수 Filtering LCM PAM knn Diophantine equation Encoding ceil TF gain Dijkstra basis Histogram interest MF ID3 합동 소인수분해 머신러닝 sensitivity residual loss lift diagonal congruence regression condition sufficient measure binomial linear cosine proportion similar representative inverse path geometric multinomial Greek degree eigenvalue gamma Gaussian inequality period distribution conditioning L2 order spectral band SPARK silhouette DTW CUDA IDF 11의 배수 페르마의 정리 partition ss GPU 조건부확률 LOC 약수 mar 선형대수 정규분포 Slot CRT Power Support em 인화원 독립성 t-test TRANSITION 공분산 joint 수익률곡선 다중공선성 lca 정보이론 상관관계 signature 구현 IS uniform ML round Category 상관성 OOP Message 그리스 문자 Matrix 어원 BPR 반복문 Profile Reduce 엔트로피 물가지수 법 분류 비둘기 vector r 트리 Dynamic Programming 인공지능 Parameter 매개변수 font CI SIS 블루칩 mi DP LG Link 클래스 인덱싱 index error kernel Community Recommendation Web