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Feature Engineering

Feature engineering is the process of taking a dataset and constructing explanatory variables — features — that can be used to train a machine learning model for a prediction problem. Often, data is spread across multiple tables and must be gathered into a single table with rows containing the observations and features in the columns.

The traditional approach to feature engineering is to build features one at a time using domain knowledge, a tedious, time-consuming, and error-prone process known as manual feature engineering. The code for manual feature engineering is problem-dependent and must be re-written for each new dataset.

Papers

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Showing 1351–1400 of 1706 papers

TitleStatusHype
An Comparative Analysis of Different Pitch and Metrical Grid Encoding Methods in the Task of Sequential Music Generation—0
Android Malware Detection Based on RGB Images and Multi-feature Fusion—0
An Effective Neural Network Model for Graph-based Dependency Parsing—0
An Efficient and Flexible Deep Learning Method for Signal Delineation via Keypoints Estimation—0
An Efficient Architecture for Predicting the Case of Characters using Sequence Models—0
An Empirical Study of Discriminative Sequence Labeling Models for Vietnamese Text Processing—0
An Empirical Study of Factors Affecting Language-Independent Models—0
An End-to-End Deep Learning Architecture for Classification of Malware’s Binary Content—0
An End-to-End Graph Convolutional Kernel Support Vector Machine—0
An Enhanced Ad Event-Prediction Method Based on Feature Engineering—0
An entity-driven recursive neural network model for chinese discourse coherence modeling—0
An Error Analysis Tool for Natural Language Processing and Applied Machine Learning—0
An Error Correction Mid-term Electricity Load Forecasting Model Based on Seasonal Decomposition—0
A Neural Autoencoder Approach for Document Ranking and Query Refinement in Pharmacogenomic Information Retrieval—0
A Neural Network Based Explainable Recommender System—0
A neural network model for solvency calculations in life insurance—0
A New Psychometric-inspired Evaluation Metric for Chinese Word Segmentation—0
An Examination of Wearable Sensors and Video Data Capture for Human Exercise Classification—0
An Exponential Factorization Machine with Percentage Error Minimization to Retail Sales Forecasting—0
An Interactive Web-Interface for Visualizing the Inner Workings of the Question Answering LSTM—0
An investigation of a deep learning based malware detection system—0
A Human-in-the-Loop Approach based on Explainability to Improve NTL Detection—0
A non-DNN Feature Engineering Approach to Dependency Parsing -- FBAML at CoNLL 2017 Shared Task—0
A novel deep learning-based approach for sleep apnea detection using single-lead ECG signals—0
A novel Network Science Algorithm for Improving Triage of Patients—0
A Novel Statistical Measure for Out-of-Distribution Detection in Data Quality Assurance—0
An Overview of Human Activity Recognition Using Wearable Sensors: Healthcare and Artificial Intelligence—0
A Numbers Game: Numeric Encoding Options with Automunge—0
An Unsupervised Model with Attention Autoencoders for Question Retrieval—0
AnyThreat: An Opportunistic Knowledge Discovery Approach to Insider Threat Detection—0
基於字元階層之語音合成用文脈訊息擷取 (Character-Level Linguistic Features Extraction for Text-to-Speech System) [In Chinese]—0
Physics-informed machine learning for composition-process-property alloy design: shape memory alloy demonstration—0
A Physics-Informed Machine Learning Approach for Solving Heat Transfer Equation in Advanced Manufacturing and Engineering Applications—0
A Pipeline for Post-Crisis Twitter Data Acquisition—0
A Plant Root System Algorithm Based on Swarm Intelligence for One-dimensional Biomedical Signal Feature Engineering—0
Application of Artificial Intelligence in Schizophrenia Rehabilitation Management: A Systematic Scoping Review—0
Application of Clinical Concept Embeddings for Heart Failure Prediction in UK EHR data—0
Application of federated learning techniques for arrhythmia classification using 12-lead ECG signals—0
Application of Machine Learning in Stock Market Forecasting: A Case Study of Disney Stock—0
Application of Multi-channel 3D-cube Successive Convolution Network for Convective Storm Nowcasting—0
Application of quantum machine learning using quantum kernel algorithms on multiclass neuron M type classification—0
Application of Statistical Relational Learning to Hybrid Recommendation Systems—0
Application Research On Real-Time Perception Of Device Performance Status—0
Applications of Large Language Model Reasoning in Feature Generation—0
Intelligent Approaches to Predictive Analytics in Occupational Health and Safety in India—0
Approaches to Fraud Detection on Credit Card Transactions Using Artificial Intelligence Methods—0
Approximation Ratios of Graph Neural Networks for Combinatorial Problems—0
A Process for the Evaluation of Node Embedding Methods in the Context of Node Classification—0
A Progressive Transformer for Unifying Binary Code Embedding and Knowledge Transfer—0
Arabic Diacritic Recovery Using a Feature-Rich biLSTM Model—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CNN14 gestures accuracy0.98—Unverified