SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 551–600 of 1706 papers

TitleStatusHype
A Deep Neural Network Approach To Parallel Sentence Extraction—0
Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation—0
A Brand-level Ranking System with the Customized Attention-GRU Model—0
360Brew: A Decoder-only Foundation Model for Personalized Ranking and Recommendation—0
Country-level Arabic Dialect Identification using RNNs with and without Linguistic Features—0
COTA: Improving the Speed and Accuracy of Customer Support through Ranking and Deep Networks—0
Risk-Adjusted Performance of Random Forest Models in High-Frequency Trading—0
Co-regularizing character-based and word-based models for semi-supervised Chinese word segmentation—0
A machine learning and feature engineering approach for the prediction of the uncontrolled re-entry of space objects—0
Convolutional Neural Networks vs. Convolution Kernels: Feature Engineering for Answer Sentence Reranking—0
ASM Kernel: Graph Kernel using Approximate Subgraph Matching for Relation Extraction—0
Convolutional Neural Network for Convective Storm Nowcasting Using 3D Doppler Weather Radar Data—0
ConvKN at SemEval-2016 Task 3: Answer and Question Selection for Question Answering on Arabic and English Fora—0
A Slow-Shifting Concerned Machine Learning Method for Short-term Traffic Flow Forecasting—0
Alzheimer's Disease Detection from Spontaneous Speech and Text: A review—0
A Deep Multi-View Learning Framework for City Event Extraction from Twitter Data Streams—0
A sliced-Wasserstein distance-based approach for out-of-class-distribution detection—0
Content Selection for Real-time Sports News Construction from Commentary Texts—0
A Low-Rank Approximation Approach to Learning Joint Embeddings of News Stories and Images for Timeline Summarization—0
Concepts for Automated Machine Learning in Smart Grid Applications—0
Computing Committor Functions for the Study of Rare Events Using Deep Learning—0
A simple framework for contrastive learning phases of matter—0
Computing committor functions for the study of rare events using deep learning with importance sampling—0
Computational Models for Academic Performance Estimation—0
A Simple and Effective Dependency Parser for Telugu—0
A Local Detection Approach for Named Entity Recognition and Mention Detection—0
A deep learning model for estimating story points—0
A Consumer BCI for Automated Music Evaluation Within a Popular On-Demand Music Streaming Service - Taking Listener's Brainwaves to Extremes—0
Complex Word Identification: Convolutional Neural Network vs. Feature Engineering—0
A Simple and Effective Approach to the Story Cloze Test—0
Comparison and Analysis of Deep Audio Embeddings for Music Emotion Recognition—0
A Sentence Interaction Network for Modeling Dependence between Sentences—0
A Linear Baseline Classifier for Cross-Lingual Pronoun Prediction—0
Comparing Word Representations for Implicit Discourse Relation Classification—0
Artificial Neural Networks for Finger Vein Recognition: A Survey—0
Comparing Machine Learning and Deep Learning Approaches on NLP Tasks for the Italian Language—0
Comparing fingers and gestures for bci control using an optimized classical machine learning decoder—0
Artificial Intelligence Technology analysis using Artificial Intelligence patent through Deep Learning model and vector space model—0
Alibaba at IJCNLP-2017 Task 2: A Boosted Deep System for Dimensional Sentiment Analysis of Chinese Phrases—0
Comparing Feature-Engineering and Feature-Learning Approaches for Multilingual Translationese Classification—0
Introducing 3DCNN ResNets for ASD full-body kinematic assessment: a comparison with hand-crafted features—0
Artificial Intelligence for Diabetes Case Management: The Intersection of Physical and Mental Health—0
Comparative Performance of Machine Learning Algorithms for Early Genetic Disorder and Subclass Classification—0
Comparative Analysis of Machine Learning and Deep Learning Algorithms for Detection of Online Hate Speech—0
Artificial Intelligence Based Prognostic Maintenance of Renewable Energy Systems: A Review of Techniques, Challenges, and Future Research Directions—0
Algorithmic Derivation of Human Spatial Navigation Indices From Eye Movement Data—0
Compactness Score: A Fast Filter Method for Unsupervised Feature Selection—0
Combining Tree Structures, Flat Features and Patterns for Biomedical Relation Extraction—0
Article citation study: Context enhanced citation sentiment detection—0
Combining Machine Learning and Social Network Analysis to Reveal the Organizational Structures—0
Show:102550
← PrevPage 12 of 35Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CNN14 gestures accuracy0.98—Unverified